From 0316eaa15b3fc4a59a634ba6870e76795253f032 Mon Sep 17 00:00:00 2001
From: Hendrixx-RE <athukuttan2004@gmail.com>
Date: Mon, 20 Jul 2026 02:52:35 +0530
Subject: [PATCH 01/27] feat(python): add local cross-encoder reranker support

---
 sdks/python/sdk/pyproject.toml                |   3 +
 sdks/python/sdk/src/moss/__init__.py          |   3 +-
 sdks/python/sdk/src/moss/__init__.pyi         |   6 +
 .../python/sdk/src/moss/client/moss_client.py | 104 ++++++++++++++----
 4 files changed, 95 insertions(+), 21 deletions(-)

diff --git a/sdks/python/sdk/pyproject.toml b/sdks/python/sdk/pyproject.toml
index a656fcc7..2c6e5af5 100644
--- a/sdks/python/sdk/pyproject.toml
+++ b/sdks/python/sdk/pyproject.toml
@@ -32,6 +32,9 @@ dependencies = [
 ]
 
 [project.optional-dependencies]
+rerank = [
+    "sentence-transformers>=3.0.0",
+]
 dev = [
     "pytest>=8.4.2",
     "pytest-asyncio>=1.2.0",
diff --git a/sdks/python/sdk/src/moss/__init__.py b/sdks/python/sdk/src/moss/__init__.py
index 13e3ef2d..e8673ed7 100644
--- a/sdks/python/sdk/src/moss/__init__.py
+++ b/sdks/python/sdk/src/moss/__init__.py
@@ -31,12 +31,11 @@
     JobPhase,
     JobProgress,
     JobStatusResponse,
-    QueryOptions,
     QueryResultDocumentInfo,
     SearchResult,
 )
 
-from .client.moss_client import MossClient
+from .client.moss_client import MossClient, QueryOptions
 
 __version__ = "1.0.0b19"
 
diff --git a/sdks/python/sdk/src/moss/__init__.pyi b/sdks/python/sdk/src/moss/__init__.pyi
index 6aa41699..fcc0c844 100644
--- a/sdks/python/sdk/src/moss/__init__.pyi
+++ b/sdks/python/sdk/src/moss/__init__.pyi
@@ -171,12 +171,18 @@ class QueryOptions:
     top_k: Optional[int]
     alpha: Optional[float]
     filter: Optional[dict]
+    rerank: bool
+    rerank_top_k: Optional[int]
+    rerank_model: Optional[str]
     def __init__(
         self,
         embedding: Optional[Sequence[float]] = ...,
         top_k: Optional[int] = ...,
         alpha: Optional[float] = ...,
         filter: Optional[dict] = ...,
+        rerank: bool = ...,
+        rerank_top_k: Optional[int] = ...,
+        rerank_model: Optional[str] = ...,
     ) -> None: ...
 
 
diff --git a/sdks/python/sdk/src/moss/client/moss_client.py b/sdks/python/sdk/src/moss/client/moss_client.py
index 51bd2833..1e76dd7c 100644
--- a/sdks/python/sdk/src/moss/client/moss_client.py
+++ b/sdks/python/sdk/src/moss/client/moss_client.py
@@ -17,13 +17,35 @@
     MutationOptions,
     MutationResult,
     JobStatusResponse,
-    QueryOptions,
     QueryResultDocumentInfo,
     SearchResult,
 )
 
 logger = logging.getLogger(__name__)
 
+from typing import Sequence
+
+class QueryOptions:
+    """Options for search queries."""
+    def __init__(
+        self,
+        embedding: Optional[Sequence[float]] = None,
+        top_k: Optional[int] = None,
+        alpha: Optional[float] = None,
+        filter: Optional[dict] = None,
+        rerank: bool = False,
+        rerank_top_k: Optional[int] = None,
+        rerank_model: Optional[str] = None,
+    ):
+        self.embedding = embedding
+        self.top_k = top_k
+        self.alpha = alpha
+        self.filter = filter
+        self.rerank = rerank
+        self.rerank_top_k = rerank_top_k
+        self.rerank_model = rerank_model
+
+
 
 def _get_manage_url() -> str:
     """Manage URL, overridable via env for local development."""
@@ -189,24 +211,28 @@ async def query(
         Otherwise, falls back to the cloud query API.
 
         Args:
-            options: Query options (top_k, alpha, embedding, filter). Example filter:
-                QueryOptions(filter={"$and": [
-                    {"field": "city", "condition": {"$eq": "NYC"}},
-                    {"field": "price", "condition": {"$lt": "50"}},
-                ]})
+            options: Query options (top_k, alpha, embedding, filter, rerank, etc).
         """
         is_loaded = await asyncio.to_thread(self._manager.has_index, name)
 
-        if is_loaded:
-            return await self._query_local(name, query, options)
+        rerank = getattr(options, "rerank", False)
+        override_top_k = getattr(options, "rerank_top_k", 50) if rerank else None
 
-        if getattr(options, "filter", None) is not None:
-            logger.warning(
-                "Metadata filter ignored: filtering is only supported for locally loaded indexes. "
-                "Call load_index('%s') first.",
-                name,
-            )
-        return await self._query_cloud(name, query, options)
+        if is_loaded:
+            result = await self._query_local(name, query, options, override_top_k)
+        else:
+            if getattr(options, "filter", None) is not None:
+                logger.warning(
+                    "Metadata filter ignored: filtering is only supported for locally loaded indexes. "
+                    "Call load_index('%s') first.",
+                    name,
+                )
+            result = await self._query_cloud(name, query, options, override_top_k)
+            
+        if rerank:
+            result = await self._rerank_results(query, result, options)
+            
+        return result
 
     # -- Internal ---------------------------------------------------
 
@@ -215,10 +241,9 @@ async def _query_local(
         name: str,
         query: str,
         options: Optional[QueryOptions],
+        override_top_k: Optional[int] = None,
     ) -> SearchResult:
-        top_k = getattr(options, "top_k", None)
-        if top_k is None:
-            top_k = 5
+        top_k = override_top_k if override_top_k is not None else (getattr(options, "top_k", None) or 5)
         alpha = getattr(options, "alpha", None)
         if alpha is None:
             alpha = 0.8
@@ -258,9 +283,10 @@ async def _query_cloud(
         name: str,
         query: str,
         options: Optional[QueryOptions],
+        override_top_k: Optional[int] = None,
     ) -> SearchResult:
         """Fallback: query via the cloud API when the index is not loaded locally."""
-        top_k = getattr(options, "top_k", None) or 10
+        top_k = override_top_k if override_top_k is not None else (getattr(options, "top_k", None) or 10)
         query_embedding = getattr(options, "embedding", None)
 
         request_body: Dict[str, Any] = {
@@ -306,6 +332,46 @@ def _dict_to_search_result(data: dict) -> SearchResult:
             time_taken_ms=data.get("timeTakenMs"),
         )
 
+    async def _rerank_results(
+        self, query: str, search_result: SearchResult, options: Optional[QueryOptions]
+    ) -> SearchResult:
+        if not search_result.docs:
+            return search_result
+
+        try:
+            from sentence_transformers import CrossEncoder
+        except ImportError:
+            raise ImportError(
+                "The 'sentence-transformers' package is required for reranking. "
+                "Install it with: pip install 'moss[rerank]'"
+            )
+
+        model_name = getattr(options, "rerank_model", None) or "cross-encoder/ms-marco-MiniLM-L-6-v2"
+
+        def do_rerank():
+            if not hasattr(self.__class__, "_cross_encoder_cache"):
+                self.__class__._cross_encoder_cache = {}
+
+            if model_name not in self.__class__._cross_encoder_cache:
+                self.__class__._cross_encoder_cache[model_name] = CrossEncoder(model_name)
+
+            model = self.__class__._cross_encoder_cache[model_name]
+
+            pairs = [[query, doc.text] for doc in search_result.docs]
+            scores = model.predict(pairs)
+
+            for doc, score in zip(search_result.docs, scores):
+                doc.score = float(score)
+
+            search_result.docs.sort(key=lambda d: d.score, reverse=True)
+
+            original_top_k = getattr(options, "top_k", None) or 5
+            search_result.docs = search_result.docs[:original_top_k]
+            return search_result
+
+        return await asyncio.to_thread(do_rerank)
+
+
     def _resolve_model_id(
         self,
         docs: List[DocumentInfo],

From decc3ec076b73ddff75be3cae721b476e11eb084 Mon Sep 17 00:00:00 2001
From: Hendrixx-RE <athukuttan2004@gmail.com>
Date: Mon, 20 Jul 2026 03:06:18 +0530
Subject: [PATCH 02/27] "linter fix"

---
 sdks/python/sdk/README.md                     |  25 ++
 sdks/python/sdk/src/moss/__init__.py          |   8 +-
 sdks/python/sdk/src/moss/__init__.pyi         |  27 --
 .../python/sdk/src/moss/client/moss_client.py |  73 +++--
 sdks/python/sdk/tests/conftest.py             |   5 +-
 sdks/python/sdk/tests/test_client_extended.py |   5 +-
 sdks/python/sdk/tests/test_cloud_fallback.py  |   4 +-
 .../sdk/tests/test_create_index_versions.py   |  75 +++--
 sdks/python/sdk/tests/test_e2e.py             |  35 ++-
 sdks/python/sdk/tests/test_hot_reload.py      |  12 +-
 .../sdk/tests/test_metadata_filter_e2e.py     | 168 +++++++++---
 sdks/python/sdk/tests/test_rerank.py          |  85 ++++++
 sdks/python/sdk/tests/test_search.py          | 259 ++++++++++++------
 sdks/python/sdk/tests/test_types.py           |  10 +-
 14 files changed, 558 insertions(+), 233 deletions(-)
 create mode 100644 sdks/python/sdk/tests/test_rerank.py

diff --git a/sdks/python/sdk/README.md b/sdks/python/sdk/README.md
index 5f5ef4af..b8ebefb2 100644
--- a/sdks/python/sdk/README.md
+++ b/sdks/python/sdk/README.md
@@ -186,6 +186,31 @@ results = await client.query(
 
 For a complete runnable example, see [`examples/python/metadata_filtering.py`](../../examples/python/metadata_filtering.py).
 
+### Reranking (High Precision)
+
+If you need higher precision at the top of the result list than first-stage retrieval gives, you can enable the optional local cross-encoder reranker.
+
+When `rerank=True` is provided, Moss will fetch a larger pool of candidates (`rerank_top_k`, default 50) and locally re-score them using a `sentence-transformers` cross-encoder before returning the final `top_k` results.
+
+First, install the optional dependencies:
+```bash
+pip install 'moss[rerank]'
+```
+
+Then, enable it in your query:
+```python
+results = await client.query(
+    "my-docs",
+    "How to process a refund?",
+    QueryOptions(
+        top_k=5, 
+        rerank=True, 
+        rerank_top_k=50, # Optional: number of candidates to fetch for reranking
+        # rerank_model="cross-encoder/ms-marco-MiniLM-L-6-v2" # Optional override
+    ),
+)
+```
+
 ## 🧠 Providing custom embeddings
 
 Already using your own embedding model? Supply vectors directly when managing
diff --git a/sdks/python/sdk/src/moss/__init__.py b/sdks/python/sdk/src/moss/__init__.py
index e8673ed7..c0f0e55c 100644
--- a/sdks/python/sdk/src/moss/__init__.py
+++ b/sdks/python/sdk/src/moss/__init__.py
@@ -24,13 +24,13 @@
     IndexInfo,
     IndexStatus,
     IndexStatusValues,
-    ModelRef,
-    MutationOptions,
-    MutationResult,
-    JobStatus,
     JobPhase,
     JobProgress,
+    JobStatus,
     JobStatusResponse,
+    ModelRef,
+    MutationOptions,
+    MutationResult,
     QueryResultDocumentInfo,
     SearchResult,
 )
diff --git a/sdks/python/sdk/src/moss/__init__.pyi b/sdks/python/sdk/src/moss/__init__.pyi
index fcc0c844..2248d824 100644
--- a/sdks/python/sdk/src/moss/__init__.pyi
+++ b/sdks/python/sdk/src/moss/__init__.pyi
@@ -2,57 +2,45 @@ from __future__ import annotations
 
 from typing import ClassVar, Dict, List, Optional, Sequence
 
-
 class MossClient:
     """Semantic search client for vector similarity operations."""
 
     DEFAULT_MODEL_ID: ClassVar[str]
 
     def __init__(self, project_id: str, project_key: str) -> None: ...
-
     async def create_index(
         self,
         name: str,
         docs: List[DocumentInfo],
         model_id: Optional[str] = ...,
     ) -> MutationResult: ...
-
     async def add_docs(
         self,
         name: str,
         docs: List[DocumentInfo],
         options: Optional[MutationOptions] = None,
     ) -> MutationResult: ...
-
     async def delete_docs(
         self,
         name: str,
         doc_ids: List[str],
     ) -> MutationResult: ...
-
     async def get_job_status(self, job_id: str) -> JobStatusResponse: ...
-
     async def get_index(self, name: str) -> IndexInfo: ...
-
     async def list_indexes(self) -> List[IndexInfo]: ...
-
     async def delete_index(self, name: str) -> bool: ...
-
     async def get_docs(
         self,
         name: str,
         options: Optional[GetDocumentsOptions] = None,
     ) -> List[DocumentInfo]: ...
-
     async def load_index(
         self,
         name: str,
         auto_refresh: bool = False,
         polling_interval_in_seconds: int = 600,
     ) -> str: ...
-
     async def unload_index(self, name: str) -> None: ...
-
     async def query(
         self,
         name: str,
@@ -60,7 +48,6 @@ class MossClient:
         options: Optional[QueryOptions] = None,
     ) -> SearchResult: ...
 
-
 class MutationResult:
     """Return value from create_index/add_docs/delete_docs."""
 
@@ -68,7 +55,6 @@ class MutationResult:
     index_name: str
     doc_count: int
 
-
 class MutationOptions:
     """Options for add_docs (e.g. upsert behavior)."""
 
@@ -76,7 +62,6 @@ class MutationOptions:
 
     def __init__(self, upsert: Optional[bool] = None) -> None: ...
 
-
 class GetDocumentsOptions:
     """Options for get_docs (e.g. filter by document IDs)."""
 
@@ -84,7 +69,6 @@ class GetDocumentsOptions:
 
     def __init__(self, doc_ids: Optional[List[str]] = None) -> None: ...
 
-
 class JobStatus:
     """Enum-like class for job status values."""
 
@@ -96,7 +80,6 @@ class JobStatus:
 
     value: str
 
-
 class JobPhase:
     """Enum-like class for job phase values."""
 
@@ -109,7 +92,6 @@ class JobPhase:
 
     value: str
 
-
 class JobProgress:
     """Progress update for a job."""
 
@@ -118,7 +100,6 @@ class JobProgress:
     progress: float
     current_phase: Optional[JobPhase]
 
-
 class JobStatusResponse:
     """Full status response from get_job_status."""
 
@@ -131,13 +112,11 @@ class JobStatusResponse:
     updated_at: str
     completed_at: Optional[str]
 
-
 class ModelRef:
     id: str
     version: str
     def __init__(self, id: str, version: str) -> None: ...
 
-
 class QueryResultDocumentInfo:
     id: str
     text: str
@@ -151,7 +130,6 @@ class QueryResultDocumentInfo:
         score: float = ...,
     ) -> None: ...
 
-
 class DocumentInfo:
     id: str
     text: str
@@ -165,7 +143,6 @@ class DocumentInfo:
         embedding: Optional[Sequence[float]] = ...,
     ) -> None: ...
 
-
 class QueryOptions:
     embedding: Optional[Sequence[float]]
     top_k: Optional[int]
@@ -185,7 +162,6 @@ class QueryOptions:
         rerank_model: Optional[str] = ...,
     ) -> None: ...
 
-
 class IndexInfo:
     id: str
     name: str
@@ -207,7 +183,6 @@ class IndexInfo:
         model: ModelRef,
     ) -> None: ...
 
-
 class SearchResult:
     docs: List[QueryResultDocumentInfo]
     query: str
@@ -221,7 +196,6 @@ class SearchResult:
         time_taken_ms: Optional[int] = None,
     ) -> None: ...
 
-
 class IndexStatus:
     NotStarted: ClassVar[str]
     Building: ClassVar[str]
@@ -229,7 +203,6 @@ class IndexStatus:
     Failed: ClassVar[str]
     def __init__(self, value: str) -> None: ...
 
-
 IndexStatusValues: Dict[str, str]
 
 __version__: str
diff --git a/sdks/python/sdk/src/moss/client/moss_client.py b/sdks/python/sdk/src/moss/client/moss_client.py
index 1e76dd7c..941acb27 100644
--- a/sdks/python/sdk/src/moss/client/moss_client.py
+++ b/sdks/python/sdk/src/moss/client/moss_client.py
@@ -4,29 +4,29 @@
 import logging
 import os
 import uuid
-from typing import Any, Dict, List, Optional
+from typing import Any, ClassVar, Dict, List, Optional, Sequence
 
 import httpx
 from moss_core import (
     CLOUD_API_MANAGE_URL,
-    ManageClient,
     DocumentInfo,
     GetDocumentsOptions,
     IndexInfo,
     IndexManager,
+    JobStatusResponse,
+    ManageClient,
     MutationOptions,
     MutationResult,
-    JobStatusResponse,
     QueryResultDocumentInfo,
     SearchResult,
 )
 
 logger = logging.getLogger(__name__)
 
-from typing import Sequence
 
 class QueryOptions:
     """Options for search queries."""
+
     def __init__(
         self,
         embedding: Optional[Sequence[float]] = None,
@@ -37,16 +37,31 @@ def __init__(
         rerank_top_k: Optional[int] = None,
         rerank_model: Optional[str] = None,
     ):
+        if top_k is not None and (not isinstance(top_k, int) or top_k < 1):
+            raise ValueError("top_k must be an integer >= 1")
+        if alpha is not None and (
+            not isinstance(alpha, (int, float)) or not (0.0 <= alpha <= 1.0)
+        ):
+            raise ValueError("alpha must be a float between 0.0 and 1.0")
+        if embedding is not None:
+            try:
+                embedding = [float(x) for x in embedding]
+            except (TypeError, ValueError):
+                raise ValueError("embedding must be a sequence of numbers")
+        if rerank_top_k is not None and (
+            not isinstance(rerank_top_k, int) or rerank_top_k < 1
+        ):
+            raise ValueError("rerank_top_k must be an integer >= 1")
+
         self.embedding = embedding
         self.top_k = top_k
-        self.alpha = alpha
+        self.alpha = float(alpha) if alpha is not None else None
         self.filter = filter
-        self.rerank = rerank
+        self.rerank = bool(rerank)
         self.rerank_top_k = rerank_top_k
         self.rerank_model = rerank_model
 
 
-
 def _get_manage_url() -> str:
     """Manage URL, overridable via env for local development."""
     return os.getenv("MOSS_CLOUD_API_MANAGE_URL", CLOUD_API_MANAGE_URL)
@@ -83,6 +98,7 @@ class MossClient:
     """
 
     DEFAULT_MODEL_ID = "moss-minilm"
+    _cross_encoder_cache: ClassVar[Dict[str, Any]] = {}
 
     def __init__(self, project_id: str, project_key: str) -> None:
         self._project_id = project_id
@@ -215,8 +231,10 @@ async def query(
         """
         is_loaded = await asyncio.to_thread(self._manager.has_index, name)
 
-        rerank = getattr(options, "rerank", False)
-        override_top_k = getattr(options, "rerank_top_k", 50) if rerank else None
+        rerank = getattr(options, "rerank", False) is True
+        override_top_k = (
+            (getattr(options, "rerank_top_k", None) or 50) if rerank else None
+        )
 
         if is_loaded:
             result = await self._query_local(name, query, options, override_top_k)
@@ -228,10 +246,10 @@ async def query(
                     name,
                 )
             result = await self._query_cloud(name, query, options, override_top_k)
-            
+
         if rerank:
             result = await self._rerank_results(query, result, options)
-            
+
         return result
 
     # -- Internal ---------------------------------------------------
@@ -243,7 +261,11 @@ async def _query_local(
         options: Optional[QueryOptions],
         override_top_k: Optional[int] = None,
     ) -> SearchResult:
-        top_k = override_top_k if override_top_k is not None else (getattr(options, "top_k", None) or 5)
+        top_k = (
+            override_top_k
+            if override_top_k is not None
+            else (getattr(options, "top_k", None) or 5)
+        )
         alpha = getattr(options, "alpha", None)
         if alpha is None:
             alpha = 0.8
@@ -286,7 +308,11 @@ async def _query_cloud(
         override_top_k: Optional[int] = None,
     ) -> SearchResult:
         """Fallback: query via the cloud API when the index is not loaded locally."""
-        top_k = override_top_k if override_top_k is not None else (getattr(options, "top_k", None) or 10)
+        top_k = (
+            override_top_k
+            if override_top_k is not None
+            else (getattr(options, "top_k", None) or 10)
+        )
         query_embedding = getattr(options, "embedding", None)
 
         request_body: Dict[str, Any] = {
@@ -346,32 +372,37 @@ async def _rerank_results(
                 "Install it with: pip install 'moss[rerank]'"
             )
 
-        model_name = getattr(options, "rerank_model", None) or "cross-encoder/ms-marco-MiniLM-L-6-v2"
+        model_name = (
+            getattr(options, "rerank_model", None)
+            or "cross-encoder/ms-marco-MiniLM-L-6-v2"
+        )
 
-        def do_rerank():
+        def do_rerank() -> SearchResult:
             if not hasattr(self.__class__, "_cross_encoder_cache"):
                 self.__class__._cross_encoder_cache = {}
 
             if model_name not in self.__class__._cross_encoder_cache:
-                self.__class__._cross_encoder_cache[model_name] = CrossEncoder(model_name)
+                self.__class__._cross_encoder_cache[model_name] = CrossEncoder(
+                    model_name
+                )
 
             model = self.__class__._cross_encoder_cache[model_name]
 
-            pairs = [[query, doc.text] for doc in search_result.docs]
+            local_docs = search_result.docs
+            pairs = [[query, doc.text] for doc in local_docs]
             scores = model.predict(pairs)
 
-            for doc, score in zip(search_result.docs, scores):
+            for doc, score in zip(local_docs, scores):
                 doc.score = float(score)
 
-            search_result.docs.sort(key=lambda d: d.score, reverse=True)
+            local_docs.sort(key=lambda d: d.score, reverse=True)
 
             original_top_k = getattr(options, "top_k", None) or 5
-            search_result.docs = search_result.docs[:original_top_k]
+            search_result.docs = local_docs[:original_top_k]
             return search_result
 
         return await asyncio.to_thread(do_rerank)
 
-
     def _resolve_model_id(
         self,
         docs: List[DocumentInfo],
diff --git a/sdks/python/sdk/tests/conftest.py b/sdks/python/sdk/tests/conftest.py
index 28651233..1189811e 100644
--- a/sdks/python/sdk/tests/conftest.py
+++ b/sdks/python/sdk/tests/conftest.py
@@ -6,14 +6,13 @@
 import os
 import warnings
 from pathlib import Path
-
 from unittest.mock import MagicMock, patch
 
-from moss import MossClient
-
 import pytest
 from dotenv import load_dotenv
 
+from moss import MossClient
+
 # Load .env from project root.
 project_env_path = Path(__file__).parent.parent / ".env"
 load_dotenv(project_env_path)
diff --git a/sdks/python/sdk/tests/test_client_extended.py b/sdks/python/sdk/tests/test_client_extended.py
index 2b53f916..4889f582 100644
--- a/sdks/python/sdk/tests/test_client_extended.py
+++ b/sdks/python/sdk/tests/test_client_extended.py
@@ -2,14 +2,13 @@
 
 from __future__ import annotations
 
+from importlib.metadata import version
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
 import pytest
 
-from importlib.metadata import version
-
-from moss import __version__, MossClient
+from moss import MossClient, __version__
 from moss.client.moss_client import _get_manage_url, _get_query_url
 
 
diff --git a/sdks/python/sdk/tests/test_cloud_fallback.py b/sdks/python/sdk/tests/test_cloud_fallback.py
index 938465bc..e9aa0531 100644
--- a/sdks/python/sdk/tests/test_cloud_fallback.py
+++ b/sdks/python/sdk/tests/test_cloud_fallback.py
@@ -51,9 +51,7 @@ async def cloud_fallback_index(self, moss_client):
         index_name = generate_unique_index_name("test-cloud-fallback")
 
         # Create the index with documents
-        docs = [
-            DocumentInfo(id=doc["id"], text=doc["text"]) for doc in TEST_DOCUMENTS
-        ]
+        docs = [DocumentInfo(id=doc["id"], text=doc["text"]) for doc in TEST_DOCUMENTS]
         await moss_client.create_index(index_name, docs, TEST_MODEL_ID)
 
         yield index_name
diff --git a/sdks/python/sdk/tests/test_create_index_versions.py b/sdks/python/sdk/tests/test_create_index_versions.py
index 9f81a71b..14321b47 100644
--- a/sdks/python/sdk/tests/test_create_index_versions.py
+++ b/sdks/python/sdk/tests/test_create_index_versions.py
@@ -8,7 +8,8 @@
 import string
 import time
 from dataclasses import dataclass
-from importlib.metadata import PackageNotFoundError, version as pkg_version
+from importlib.metadata import PackageNotFoundError
+from importlib.metadata import version as pkg_version
 from typing import List, Optional
 
 import pytest
@@ -17,6 +18,7 @@
 
 from .constants import TEST_MODEL_ID, TEST_PROJECT_ID, TEST_PROJECT_KEY
 
+
 # Define the structure to hold benchmark results
 @dataclass
 class BenchResult:
@@ -25,6 +27,7 @@ class BenchResult:
     success: bool
     error: str = ""
 
+
 # Generate dummy documents with random deterministic text of fixed length 200
 def _gen_docs(n: int, seed: int = 1337) -> List[DocumentInfo]:
     """Generate n dummy documents."""
@@ -34,22 +37,27 @@ def _gen_docs(n: int, seed: int = 1337) -> List[DocumentInfo]:
     for i in range(n):
         txt = "".join(rng.choices(alphabet, k=200)).strip()
         try:
-            docs.append(DocumentInfo(id=f"doc_{i}", text=f"Document {i}. {txt}", metadata={}))
+            docs.append(
+                DocumentInfo(id=f"doc_{i}", text=f"Document {i}. {txt}", metadata={})
+            )
         except TypeError:
             docs.append(DocumentInfo(id=f"doc_{i}", text=f"Document {i}. {txt}"))
     return docs
 
+
 # Try to create index and measure time taken
-async def _try_create_index(client: MossClient, index_name: str, doc_count: int) -> BenchResult:
+async def _try_create_index(
+    client: MossClient, index_name: str, doc_count: int
+) -> BenchResult:
     """Try to create index, return result with timing."""
     docs = _gen_docs(doc_count)
-    
+
     # Cleanup before
     try:
         await client.delete_index(index_name)
     except Exception:
         pass
-    
+
     t0 = time.perf_counter()
     try:
         result = client.create_index(index_name, docs, TEST_MODEL_ID)
@@ -57,67 +65,80 @@ async def _try_create_index(client: MossClient, index_name: str, doc_count: int)
             success = bool(await result)
         else:
             success = bool(result)
-        
+
         t1 = time.perf_counter()
         time_ms = (t1 - t0) * 1000.0
-        
+
         # Cleanup after
         try:
             await client.delete_index(index_name)
         except Exception:
             pass
-        
-        return BenchResult(doc_count=doc_count, time_ms=time_ms, success=success, error="")
-        
+
+        return BenchResult(
+            doc_count=doc_count, time_ms=time_ms, success=success, error=""
+        )
+
     except Exception as e:
         t1 = time.perf_counter()
         time_ms = (t1 - t0) * 1000.0
         err_msg = str(e)
-        
+
         # Cleanup after (best effort)
         try:
             await client.delete_index(index_name)
         except Exception:
             pass
-        
-        return BenchResult(doc_count=doc_count, time_ms=time_ms, success=False, error=err_msg)
+
+        return BenchResult(
+            doc_count=doc_count, time_ms=time_ms, success=False, error=err_msg
+        )
+
 
 # The main benchmark test
 @pytest.mark.asyncio
 async def test_create_index_versions_bench():
     """Benchmark create_index across different doc counts."""
-    doc_counts = [600 , 800, 1000]
-    
+    doc_counts = [600, 800, 1000]
+
     try:
         sdk_version = pkg_version("moss")
     except PackageNotFoundError:
         sdk_version = "unknown"
-    
+
     client = MossClient(TEST_PROJECT_ID, TEST_PROJECT_KEY)
     results = []
-    
+
     for i, n in enumerate(doc_counts, 1):
-        print(f"Running experiment {i}/{len(doc_counts)}: create_index with {n} documents...", flush=True, end=" ")
+        print(
+            f"Running experiment {i}/{len(doc_counts)}: create_index with {n} documents...",
+            flush=True,
+            end=" ",
+        )
         index_name = f"createindex-bench-{sdk_version.replace('.', '_')}-{n}"
         result = await _try_create_index(client, index_name, n)
         results.append(result)
-        
+
         if result.success:
             print(f"✅ {result.time_ms:.1f}ms", flush=True)
         else:
             print("❌ failed", flush=True)
-    
+
     # Print table
     print("\n" + "=" * 110)
     print(" CREATE_INDEX BENCHMARK")
     print("=" * 110)
-    print(f"{'sdk_version':<16} | {'docs':>6} | {'time_taken':>14} | {'status':<15} | notes")
+    print(
+        f"{'sdk_version':<16} | {'docs':>6} | {'time_taken':>14} | {'status':<15} | notes"
+    )
     print("-" * 110)
-    
+
     for r in results:
         if r.success:
             time_str = f"{r.time_ms:.1f} ms" if r.time_ms else "N/A"
-            print(f"{sdk_version:<16} | {r.doc_count:>6} | {time_str:>14} | {'✅ success':<15} |")
+            print(
+                f"{sdk_version:<16} | {r.doc_count:>6} | {time_str:>14} | {'✅ success':<15} |"
+            )
         else:
             # Classify error
             err_lower = r.error.lower()
@@ -127,8 +148,10 @@ async def test_create_index_versions_bench():
                 note = "not supported (payload too large)"
             else:
                 note = r.error[:60] + "..." if len(r.error) > 60 else r.error
-            
+
             time_str = f"{r.time_ms:.1f} ms" if r.time_ms else "N/A"
-            print(f"{sdk_version:<16} | {r.doc_count:>6} | {time_str:>14} | {'❌ failed':<15} | {note}")
-    
+            print(
+                f"{sdk_version:<16} | {r.doc_count:>6} | {time_str:>14} | {'❌ failed':<15} | {note}"
+            )
+
     print("=" * 110 + "\n")
diff --git a/sdks/python/sdk/tests/test_e2e.py b/sdks/python/sdk/tests/test_e2e.py
index edbc375e..c6a70259 100644
--- a/sdks/python/sdk/tests/test_e2e.py
+++ b/sdks/python/sdk/tests/test_e2e.py
@@ -19,15 +19,14 @@
 from typing import List
 
 import pytest
-
 from moss_core import DocumentInfo
 
 from moss import GetDocumentsOptions, MossClient
 
 from .constants import (
+    TEST_MODEL_ID,
     TEST_PROJECT_ID,
     TEST_PROJECT_KEY,
-    TEST_MODEL_ID,
     generate_unique_index_name,
 )
 
@@ -50,15 +49,19 @@ def generate_docs(count: int, seed: int = 42) -> List[DocumentInfo]:
     docs = []
     for i in range(count):
         topic = rng.choice(DOC_TOPICS)
-        docs.append(DocumentInfo(
-            id=f"doc-{i}",
-            text=f"{topic} (variation {i}, seed {rng.randint(0, 100000)})",
-        ))
+        docs.append(
+            DocumentInfo(
+                id=f"doc-{i}",
+                text=f"{topic} (variation {i}, seed {rng.randint(0, 100000)})",
+            )
+        )
     return docs
 
 
 def generate_docs_with_embeddings(
-    count: int, dimension: int, seed: int = 42,
+    count: int,
+    dimension: int,
+    seed: int = 42,
 ) -> List[DocumentInfo]:
     rng = random.Random(seed)
     docs = []
@@ -68,16 +71,19 @@ def generate_docs_with_embeddings(
         magnitude = sum(x * x for x in embedding) ** 0.5
         if magnitude > 0:
             embedding = [x / magnitude for x in embedding]
-        docs.append(DocumentInfo(
-            id=f"doc-{i}",
-            text=f"{topic} (variation {i})",
-            embedding=embedding,
-        ))
+        docs.append(
+            DocumentInfo(
+                id=f"doc-{i}",
+                text=f"{topic} (variation {i})",
+                embedding=embedding,
+            )
+        )
     return docs
 
 
 # -- Fixtures ----------------------------------------------------------
 
+
 @pytest.fixture
 def client():
     return MossClient(TEST_PROJECT_ID, TEST_PROJECT_KEY)
@@ -85,6 +91,7 @@ def client():
 
 # -- Tests -------------------------------------------------------------
 
+
 @pytest.mark.e2e
 class TestBulkCreateIndex:
     """Test create_index with large doc counts."""
@@ -284,7 +291,9 @@ async def test_get_docs_from_large_index(self, client):
             all_docs = await client.get_docs(index_name)
             assert len(all_docs) == 5_000
 
-            specific = await client.get_docs(index_name, GetDocumentsOptions(doc_ids=["doc-0", "doc-100", "doc-999"]))
+            specific = await client.get_docs(
+                index_name, GetDocumentsOptions(doc_ids=["doc-0", "doc-100", "doc-999"])
+            )
             assert len(specific) == 3
             ids = {d.id for d in specific}
             assert ids == {"doc-0", "doc-100", "doc-999"}
diff --git a/sdks/python/sdk/tests/test_hot_reload.py b/sdks/python/sdk/tests/test_hot_reload.py
index 6649d951..29c22a4b 100644
--- a/sdks/python/sdk/tests/test_hot_reload.py
+++ b/sdks/python/sdk/tests/test_hot_reload.py
@@ -72,9 +72,7 @@ async def test_load_index_with_auto_refresh_enabled(
             assert loaded_name == test_index
 
         @pytest.mark.asyncio
-        async def test_accept_custom_polling_interval(
-            self, moss_client, test_index
-        ):
+        async def test_accept_custom_polling_interval(self, moss_client, test_index):
             """Should accept custom polling interval."""
             # Load with a custom polling interval (5 minutes)
             loaded_name = await moss_client.load_index(
@@ -183,9 +181,7 @@ async def test_index(self, moss_client):
                 pass
 
         @pytest.mark.asyncio
-        async def test_query_cloud_when_index_not_loaded(
-            self, moss_client, test_index
-        ):
+        async def test_query_cloud_when_index_not_loaded(self, moss_client, test_index):
             """Should query cloud when index is not loaded locally."""
             # Query without loading - should fall back to cloud
             results = await moss_client.query(
@@ -199,9 +195,7 @@ async def test_query_cloud_when_index_not_loaded(
             assert len(results.docs) > 0
 
         @pytest.mark.asyncio
-        async def test_query_locally_after_loading_index(
-            self, moss_client, test_index
-        ):
+        async def test_query_locally_after_loading_index(self, moss_client, test_index):
             """Should query locally after loading index."""
             # Load index locally
             await moss_client.load_index(test_index)
diff --git a/sdks/python/sdk/tests/test_metadata_filter_e2e.py b/sdks/python/sdk/tests/test_metadata_filter_e2e.py
index 9b971aa2..92e95442 100644
--- a/sdks/python/sdk/tests/test_metadata_filter_e2e.py
+++ b/sdks/python/sdk/tests/test_metadata_filter_e2e.py
@@ -27,12 +27,59 @@
 )
 
 FILTER_DOCS = [
-    DocumentInfo(id="f1", text="Cheap coffee shop in downtown New York with great espresso",        metadata={"city": "NYC",   "price": "12", "category": "food", "location": "40.7580,-73.9855"}),
-    DocumentInfo(id="f2", text="High-end sushi restaurant in central Tokyo with omakase menu",      metadata={"city": "Tokyo", "price": "45", "category": "food", "location": "35.6762,139.6503"}),
-    DocumentInfo(id="f3", text="Weekly tech meetup and hackathon event in New York coworking space", metadata={"city": "NYC",   "price": "0",  "category": "tech", "location": "40.6892,-74.0445"}),
-    DocumentInfo(id="f4", text="Art museum and cultural exhibition in the heart of Paris",          metadata={"city": "Paris", "price": "20", "category": "culture", "location": "48.8566,2.3522"}),
-    DocumentInfo(id="f5", text="Popular street food market in Tokyo with yakitori and ramen stalls", metadata={"city": "Tokyo", "price": "8",  "category": "food", "location": "35.6595,139.7004"}),
-    DocumentInfo(id="f6", text="General document with no metadata attached for edge case testing"),
+    DocumentInfo(
+        id="f1",
+        text="Cheap coffee shop in downtown New York with great espresso",
+        metadata={
+            "city": "NYC",
+            "price": "12",
+            "category": "food",
+            "location": "40.7580,-73.9855",
+        },
+    ),
+    DocumentInfo(
+        id="f2",
+        text="High-end sushi restaurant in central Tokyo with omakase menu",
+        metadata={
+            "city": "Tokyo",
+            "price": "45",
+            "category": "food",
+            "location": "35.6762,139.6503",
+        },
+    ),
+    DocumentInfo(
+        id="f3",
+        text="Weekly tech meetup and hackathon event in New York coworking space",
+        metadata={
+            "city": "NYC",
+            "price": "0",
+            "category": "tech",
+            "location": "40.6892,-74.0445",
+        },
+    ),
+    DocumentInfo(
+        id="f4",
+        text="Art museum and cultural exhibition in the heart of Paris",
+        metadata={
+            "city": "Paris",
+            "price": "20",
+            "category": "culture",
+            "location": "48.8566,2.3522",
+        },
+    ),
+    DocumentInfo(
+        id="f5",
+        text="Popular street food market in Tokyo with yakitori and ramen stalls",
+        metadata={
+            "city": "Tokyo",
+            "price": "8",
+            "category": "food",
+            "location": "35.6595,139.7004",
+        },
+    ),
+    DocumentInfo(
+        id="f6", text="General document with no metadata attached for edge case testing"
+    ),
 ]
 
 
@@ -42,9 +89,12 @@ def moss_client():
 
 
 async def query_ids(client, name, filt):
-    result = await client.query(name, "food and restaurants", QueryOptions(top_k=10, filter=filt))
+    result = await client.query(
+        name, "food and restaurants", QueryOptions(top_k=10, filter=filt)
+    )
     return sorted(d.id for d in result.docs)
 
+
 class TestMetadataFilterE2E:
 
     @pytest_asyncio.fixture(scope="class")
@@ -60,93 +110,131 @@ async def loaded_index(self, moss_client):
 
     @pytest.mark.asyncio
     async def test_eq(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "city", "condition": {"$eq": "NYC"}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "city", "condition": {"$eq": "NYC"}}
+        )
         assert ids == ["f1", "f3"]
 
     @pytest.mark.asyncio
     async def test_ne(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "city", "condition": {"$ne": "NYC"}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "city", "condition": {"$ne": "NYC"}}
+        )
         assert ids == ["f2", "f4", "f5"]
 
     @pytest.mark.asyncio
     async def test_gt_numeric(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "price", "condition": {"$gt": "10"}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "price", "condition": {"$gt": "10"}}
+        )
         assert ids == ["f1", "f2", "f4"]
 
     @pytest.mark.asyncio
     async def test_lt_int_coercion(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "price", "condition": {"$lt": 15}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "price", "condition": {"$lt": 15}}
+        )
         assert ids == ["f1", "f3", "f5"]
 
     @pytest.mark.asyncio
     async def test_gte(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "price", "condition": {"$gte": "20"}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "price", "condition": {"$gte": "20"}}
+        )
         assert ids == ["f2", "f4"]
 
     @pytest.mark.asyncio
     async def test_lte(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "price", "condition": {"$lte": "8"}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "price", "condition": {"$lte": "8"}}
+        )
         assert ids == ["f3", "f5"]
 
     @pytest.mark.asyncio
     async def test_in(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "city", "condition": {"$in": ["NYC", "Paris"]}})
+        ids = await query_ids(
+            moss_client,
+            loaded_index,
+            {"field": "city", "condition": {"$in": ["NYC", "Paris"]}},
+        )
         assert ids == ["f1", "f3", "f4"]
 
     @pytest.mark.asyncio
     async def test_nin(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "city", "condition": {"$nin": ["NYC"]}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "city", "condition": {"$nin": ["NYC"]}}
+        )
         assert ids == ["f2", "f4", "f5"]
 
     @pytest.mark.asyncio
     async def test_and(self, moss_client, loaded_index):
-        filt = {"$and": [
-            {"field": "city", "condition": {"$eq": "NYC"}},
-            {"field": "category", "condition": {"$eq": "food"}},
-        ]}
+        filt = {
+            "$and": [
+                {"field": "city", "condition": {"$eq": "NYC"}},
+                {"field": "category", "condition": {"$eq": "food"}},
+            ]
+        }
         ids = await query_ids(moss_client, loaded_index, filt)
         assert ids == ["f1"]
 
     @pytest.mark.asyncio
     async def test_or(self, moss_client, loaded_index):
-        filt = {"$or": [
-            {"field": "city", "condition": {"$eq": "Paris"}},
-            {"field": "category", "condition": {"$eq": "tech"}},
-        ]}
+        filt = {
+            "$or": [
+                {"field": "city", "condition": {"$eq": "Paris"}},
+                {"field": "category", "condition": {"$eq": "tech"}},
+            ]
+        }
         ids = await query_ids(moss_client, loaded_index, filt)
         assert ids == ["f3", "f4"]
 
     @pytest.mark.asyncio
     async def test_nested_and_or(self, moss_client, loaded_index):
-        filt = {"$and": [
-            {"$or": [
-                {"field": "city", "condition": {"$eq": "NYC"}},
-                {"field": "city", "condition": {"$eq": "Tokyo"}},
-            ]},
-            {"field": "category", "condition": {"$eq": "food"}},
-        ]}
+        filt = {
+            "$and": [
+                {
+                    "$or": [
+                        {"field": "city", "condition": {"$eq": "NYC"}},
+                        {"field": "city", "condition": {"$eq": "Tokyo"}},
+                    ]
+                },
+                {"field": "category", "condition": {"$eq": "food"}},
+            ]
+        }
         ids = await query_ids(moss_client, loaded_index, filt)
         assert ids == ["f1", "f2", "f5"]
 
     @pytest.mark.asyncio
     async def test_no_matches(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "city", "condition": {"$eq": "Berlin"}})
+        ids = await query_ids(
+            moss_client, loaded_index, {"field": "city", "condition": {"$eq": "Berlin"}}
+        )
         assert ids == []
 
     @pytest.mark.asyncio
     async def test_skips_docs_without_metadata(self, moss_client, loaded_index):
-        ids = await query_ids(moss_client, loaded_index, {"field": "city", "condition": {"$ne": "nonexistent"}})
+        ids = await query_ids(
+            moss_client,
+            loaded_index,
+            {"field": "city", "condition": {"$ne": "nonexistent"}},
+        )
         assert "f6" not in ids
 
     @pytest.mark.asyncio
     async def test_no_filter_returns_all(self, moss_client, loaded_index):
-        result = await moss_client.query(loaded_index, "food and restaurants", QueryOptions(top_k=10))
+        result = await moss_client.query(
+            loaded_index, "food and restaurants", QueryOptions(top_k=10)
+        )
         assert len(result.docs) == 6
 
     @pytest.mark.asyncio
     async def test_near_within_range(self, moss_client, loaded_index):
         # 10km around Times Square — f1 (~0km) and f3 (~8.7km, Statue of Liberty area)
-        ids = await query_ids(moss_client, loaded_index, {"field": "location", "condition": {"$near": "40.7580,-73.9855,10000"}})
+        ids = await query_ids(
+            moss_client,
+            loaded_index,
+            {"field": "location", "condition": {"$near": "40.7580,-73.9855,10000"}},
+        )
         assert "f1" in ids
         assert "f3" in ids
         assert "f2" not in ids  # Tokyo
@@ -155,12 +243,20 @@ async def test_near_within_range(self, moss_client, loaded_index):
     @pytest.mark.asyncio
     async def test_near_excludes_far(self, moss_client, loaded_index):
         # 5km around Times Square — only f1 (~0km), not f3 (~8.7km)
-        ids = await query_ids(moss_client, loaded_index, {"field": "location", "condition": {"$near": "40.7580,-73.9855,5000"}})
+        ids = await query_ids(
+            moss_client,
+            loaded_index,
+            {"field": "location", "condition": {"$near": "40.7580,-73.9855,5000"}},
+        )
         assert "f1" in ids
         assert "f3" not in ids
 
     @pytest.mark.asyncio
     async def test_near_skips_docs_without_location(self, moss_client, loaded_index):
         # f6 has no metadata at all — should not appear
-        ids = await query_ids(moss_client, loaded_index, {"field": "location", "condition": {"$near": "40.7580,-73.9855,10000000"}})
+        ids = await query_ids(
+            moss_client,
+            loaded_index,
+            {"field": "location", "condition": {"$near": "40.7580,-73.9855,10000000"}},
+        )
         assert "f6" not in ids
diff --git a/sdks/python/sdk/tests/test_rerank.py b/sdks/python/sdk/tests/test_rerank.py
new file mode 100644
index 00000000..0a42833d
--- /dev/null
+++ b/sdks/python/sdk/tests/test_rerank.py
@@ -0,0 +1,85 @@
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from moss import QueryResultDocumentInfo, SearchResult
+from moss.client.moss_client import MossClient, QueryOptions
+
+
+def test_query_options_validation():
+    # Test valid options
+    opts = QueryOptions(
+        top_k=5, alpha=0.5, embedding=[0.1, 0.2], rerank=True, rerank_top_k=10
+    )
+    assert opts.top_k == 5
+    assert opts.alpha == 0.5
+    assert opts.embedding == [0.1, 0.2]
+    assert opts.rerank is True
+    assert opts.rerank_top_k == 10
+
+    # Test invalid top_k
+    with pytest.raises(ValueError, match="top_k must be an integer >= 1"):
+        QueryOptions(top_k=-1)
+
+    # Test invalid alpha
+    with pytest.raises(ValueError, match="alpha must be a float between 0.0 and 1.0"):
+        QueryOptions(alpha=2.0)
+
+    # Test invalid embedding
+    with pytest.raises(ValueError, match="embedding must be a sequence of numbers"):
+        QueryOptions(embedding=["invalid"])
+
+    # Test invalid rerank_top_k
+    with pytest.raises(ValueError, match="rerank_top_k must be an integer >= 1"):
+        QueryOptions(rerank_top_k=0)
+
+
+@pytest.mark.asyncio
+async def test_rerank_results():
+    client = MossClient("test", "key")
+
+    # Create fake docs
+    doc1 = QueryResultDocumentInfo(id="1", text="Bad match", score=0.9)
+    doc2 = QueryResultDocumentInfo(id="2", text="Good match", score=0.8)
+    doc3 = QueryResultDocumentInfo(id="3", text="Okay match", score=0.85)
+
+    search_result = SearchResult(
+        docs=[doc1, doc2, doc3], query="test query", index_name="idx", time_taken_ms=10
+    )
+
+    opts = QueryOptions(top_k=2, rerank=True, rerank_model="mock-model")
+
+    # We need to mock sentence_transformers.CrossEncoder
+    mock_model = MagicMock()
+    # Let's say the cross encoder scores doc2 the highest, then doc3, then doc1
+    mock_model.predict.return_value = [0.1, 0.99, 0.5]
+
+    with patch.dict(
+        "sys.modules",
+        {
+            "sentence_transformers": MagicMock(
+                CrossEncoder=MagicMock(return_value=mock_model)
+            )
+        },
+    ):
+        result = await client._rerank_results("test query", search_result, opts)
+
+        # It should slice to top_k=2, so doc1 should be dropped
+        assert len(result.docs) == 2
+
+        # First should be doc2
+        assert result.docs[0].id == "2"
+        assert result.docs[0].score == pytest.approx(0.99, abs=1e-5)
+
+        # Second should be doc3
+        assert result.docs[1].id == "3"
+        assert result.docs[1].score == pytest.approx(0.5, abs=1e-5)
+
+        # Ensure predict was called with pairs
+        mock_model.predict.assert_called_once_with(
+            [
+                ["test query", "Bad match"],
+                ["test query", "Good match"],
+                ["test query", "Okay match"],
+            ]
+        )
diff --git a/sdks/python/sdk/tests/test_search.py b/sdks/python/sdk/tests/test_search.py
index 10af17a5..879fccef 100644
--- a/sdks/python/sdk/tests/test_search.py
+++ b/sdks/python/sdk/tests/test_search.py
@@ -4,19 +4,22 @@
 import statistics
 import time
 from dataclasses import dataclass
+from importlib.metadata import PackageNotFoundError
+from importlib.metadata import version as pkg_version
 from pathlib import Path
 from typing import Any, Dict, List, Optional, Set
 
-from importlib.metadata import PackageNotFoundError, version as pkg_version
-from moss import MossClient, DocumentInfo, SearchResult, QueryOptions
 import pytest
 
+from moss import DocumentInfo, MossClient, QueryOptions, SearchResult
+
 from .constants import TEST_PROJECT_ID, TEST_PROJECT_KEY
 
 # ------------------- Configuration -------------------
 
 EMBEDDING_MODEL = "moss-minilm"
 
+
 # Interface for Experiment Configuration
 @dataclass
 class ExperimentConfig:
@@ -25,6 +28,7 @@ class ExperimentConfig:
     alpha: Optional[float]
     top_k: int = 10
 
+
 # Interface for Run Statistics
 @dataclass
 class RunStats:
@@ -39,38 +43,41 @@ class RunStats:
     p95_latency_ms: Optional[float]
     error_reason: Optional[str] = None
 
+
 # Dataclass for Caching the dataset to avoid re-loading
 @dataclass
 class DatasetCache:
     """Cache for dataset data to avoid re-loading across experiments."""
+
     dataset_path: Optional[Path] = None
     qrels: Optional[Dict[str, Dict[str, float]]] = None
     queries: Optional[Dict[str, str]] = None
 
+
 # -------------------- Data Loaders --------------------
 
-#Loads the corpus from the corpus.jsonl file and combines the title and text into a single string
+
+# Loads the corpus from the corpus.jsonl file and combines the title and text into a single string
 def load_corpus(path: Path) -> List[DocumentInfo]:
     """Loads the entire mini-corpus into memory at once."""
     if not path.exists():
         pytest.skip(f"File not found: {path}")
-        
+
     print(f"Loading docs from {path.name}...")
     docs = []
     with path.open("r", encoding="utf-8") as f:
         for line in f:
             data = json.loads(line)
             # Combine title + text for best search results
-            text = (str(data.get("title", "")) + " " + str(data.get("text", ""))).strip()
-            docs.append(DocumentInfo(
-                id=str(data["_id"]), 
-                text=text, 
-                metadata={}
-            ))
+            text = (
+                str(data.get("title", "")) + " " + str(data.get("text", ""))
+            ).strip()
+            docs.append(DocumentInfo(id=str(data["_id"]), text=text, metadata={}))
     print(f"   Loaded {len(docs)} documents.")
     return docs
 
-#-------- Loads the qrels from the qrels/test.tsv file --------
+
+# -------- Loads the qrels from the qrels/test.tsv file --------
 # Example struct of qrels : {"query-id": {"doc-id": score}}
 def load_qrels(path: Path) -> Dict[str, Dict[str, float]]:
     """Loads relevance (Query ID -> Doc ID -> Score)."""
@@ -79,7 +86,7 @@ def load_qrels(path: Path) -> Dict[str, Dict[str, float]]:
 
     # Cache file path
     cache_path = path.parent / f"{path.stem}_cache.json"
-    
+
     # Check if cache exists and is newer than source file
     if cache_path.exists():
         cache_mtime = cache_path.stat().st_mtime
@@ -90,8 +97,10 @@ def load_qrels(path: Path) -> Dict[str, Dict[str, float]]:
             print(f"Loading qrels from cache: {cache_path.name}...")
             with cache_path.open("r", encoding="utf-8") as f:
                 qrels = json.load(f)
-                qrels = {qid: {did: float(score) for did, score in docs.items()} 
-                        for qid, docs in qrels.items()}
+                qrels = {
+                    qid: {did: float(score) for did, score in docs.items()}
+                    for qid, docs in qrels.items()
+                }
             print(f"   Loaded {len(qrels)} query judgments from cache.")
             return qrels
 
@@ -110,16 +119,17 @@ def load_qrels(path: Path) -> Dict[str, Dict[str, float]]:
             if len(parts) >= 3:
                 qid, did, score = parts[0], parts[1], float(parts[2])
                 qrels.setdefault(qid, {})[did] = score
-    
+
     # Save to cache
     print(f"   Caching qrels to {cache_path.name}...")
     with cache_path.open("w", encoding="utf-8") as f:
         json.dump(qrels, f, indent=2)
     print(f"   Loaded {len(qrels)} query judgments.")
-    
+
     return qrels
 
-#-------- Loads the queries from the queries.jsonl --------
+
+# -------- Loads the queries from the queries.jsonl --------
 # Example struct of queries : {"_id": "text"}
 def load_queries(path: Path, valid_qids: Set[str]) -> Dict[str, str]:
     """Loads queries that exist in the Qrels."""
@@ -132,39 +142,52 @@ def load_queries(path: Path, valid_qids: Set[str]) -> Dict[str, str]:
                 queries[qid] = str(data["text"])
     return queries
 
+
 # -------------------- Metrics Utils --------------------
 
-#-------- Calculates the NDCG metric --------
+
+# -------- Calculates the NDCG metric --------
 # NDCG (Normalized Discounted Cumulative Gain) measures ranking quality by considering
 # both relevance and position. Higher positions and higher relevance scores contribute more.
-# 
+#
 # Formula: NDCG@k = DCG@k / IDCG@k
 # - DCG@k = Σ(i=0 to k-1) (2^rel_i - 1) / log2(i + 2)
 #   * Sums relevance gains (2^rel - 1) discounted by position (log2(i+2))
 # - IDCG@k = DCG of the ideal ranking (documents sorted by relevance descending)
 # - Result: Score between 0.0 (worst) and 1.0 (perfect ranking)
-def calculate_ndcg(retrieved_ids: List[str], true_rels: Dict[str, float], k: int) -> float:
+def calculate_ndcg(
+    retrieved_ids: List[str], true_rels: Dict[str, float], k: int
+) -> float:
     dcg = 0.0
     idcg = 0.0
-    
+
     # 1. DCG
     for i, doc_id in enumerate(retrieved_ids[:k]):
         rel = true_rels.get(doc_id, 0)
         if rel > 0:
             dcg += (2**rel - 1) / math.log2(i + 2)
-            
+
     # 2. IDCG (Ideal ordering)
     ideal_scores = sorted(true_rels.values(), reverse=True)[:k]
     for i, rel in enumerate(ideal_scores):
         idcg += (2**rel - 1) / math.log2(i + 2)
-        
+
     return (dcg / idcg) if idcg > 0 else 0.0
 
+
 # -------------------- Core Execution --------------------
 # Run a single experiment scenario, based on the provided config
-async def run_scenario(client: MossClient, config: ExperimentConfig, queries: Dict, qrels: Dict, index_name: str) -> RunStats:
-    print(f"\nRunning Experiment: {config.name} (alpha={config.alpha}, dataset={config.dataset_path.name}) \n")
-    
+async def run_scenario(
+    client: MossClient,
+    config: ExperimentConfig,
+    queries: Dict,
+    qrels: Dict,
+    index_name: str,
+) -> RunStats:
+    print(
+        f"\nRunning Experiment: {config.name} (alpha={config.alpha}, dataset={config.dataset_path.name}) \n"
+    )
+
     latencies = []
     hits = 0
     mrr_sum = 0.0
@@ -174,19 +197,19 @@ async def run_scenario(client: MossClient, config: ExperimentConfig, queries: Di
         current_sdk_version = pkg_version("moss")
     except PackageNotFoundError:
         current_sdk_version = "unknown"
-    
+
     for qid, text in queries.items():
         # 1. Search
         options = QueryOptions(top_k=config.top_k, alpha=config.alpha)
         res: SearchResult = await client.query(index_name, text, options)
-        
+
         # 2. Latency Measurement
         latencies.append(res.time_taken_ms)
-        
+
         # 3. Score
         retrieved_ids = [d.id for d in res.docs]
         relevant_docs = qrels.get(qid, {})
-        
+
         # Check Hit & MRR
         is_hit = False
         for rank, doc_id in enumerate(retrieved_ids, 1):
@@ -195,7 +218,7 @@ async def run_scenario(client: MossClient, config: ExperimentConfig, queries: Di
                     hits += 1
                     mrr_sum += 1.0 / rank
                     is_hit = True
-        
+
         # Check NDCG
         ndcg_sum += calculate_ndcg(retrieved_ids, relevant_docs, config.top_k)
 
@@ -209,63 +232,131 @@ async def run_scenario(client: MossClient, config: ExperimentConfig, queries: Di
         mrr=mrr_sum / count,
         ndcg=ndcg_sum / count,
         avg_latency_ms=statistics.mean(latencies),
-        p95_latency_ms=(sorted(latencies)[int(len(latencies) * 0.95)] if len(latencies) >= 2 else float('nan'))
+        p95_latency_ms=(
+            sorted(latencies)[int(len(latencies) * 0.95)]
+            if len(latencies) >= 2
+            else float("nan")
+        ),
     )
 
+
 async def main():
     print("\n==========================================")
     print(" MOSS BENCHMARK: Multi-Dataset Testing")
     print("==========================================\n")
-    
-    client = MossClient(
-        TEST_PROJECT_ID,
-        TEST_PROJECT_KEY
-    )
+
+    client = MossClient(TEST_PROJECT_ID, TEST_PROJECT_KEY)
 
     # Define the base dataset path dynamically
     BASE_DATASET_PATH = Path(__file__).resolve().parents[3] / "test-dataset"
 
     # 1. Define Experiments
     experiments = [
-        ExperimentConfig("Keyword Search(alpha=0)", dataset_path=BASE_DATASET_PATH / "full_scifact", alpha=0),
-        ExperimentConfig("Keyword Search(alpha=0)", dataset_path=BASE_DATASET_PATH / "full_nfcorpus", alpha=0),
-        ExperimentConfig("Keyword Search(alpha=0)", dataset_path=BASE_DATASET_PATH / "mini_msmarco", alpha=0),
-
-        ExperimentConfig("Fusion Search(alpha=0.2)", dataset_path=BASE_DATASET_PATH / "full_scifact", alpha=0.2),
-        ExperimentConfig("Fusion Search(alpha=0.2)", dataset_path=BASE_DATASET_PATH / "full_nfcorpus", alpha=0.2),
-        ExperimentConfig("Fusion Search(alpha=0.2)", dataset_path=BASE_DATASET_PATH / "mini_msmarco", alpha=0.2),
-
-        ExperimentConfig("Fusion Search(alpha=0.4)", dataset_path=BASE_DATASET_PATH / "full_scifact", alpha=0.4),
-        ExperimentConfig("Fusion Search(alpha=0.4)", dataset_path=BASE_DATASET_PATH / "full_nfcorpus", alpha=0.4),
-        ExperimentConfig("Fusion Search(alpha=0.4)", dataset_path=BASE_DATASET_PATH / "mini_msmarco", alpha=0.4),
-
-        ExperimentConfig("Fusion Search(alpha=0.6)", dataset_path=BASE_DATASET_PATH / "full_scifact", alpha=0.6),
-        ExperimentConfig("Fusion Search(alpha=0.6)", dataset_path=BASE_DATASET_PATH / "full_nfcorpus", alpha=0.6),
-        ExperimentConfig("Fusion Search(alpha=0.6)", dataset_path=BASE_DATASET_PATH / "mini_msmarco", alpha=0.6),
-
-        ExperimentConfig("Fusion Search(alpha=0.8)", dataset_path=BASE_DATASET_PATH / "full_scifact", alpha=0.8),
-        ExperimentConfig("Fusion Search(alpha=0.8)", dataset_path=BASE_DATASET_PATH / "full_nfcorpus", alpha=0.8),
-        ExperimentConfig("Fusion Search(alpha=0.8)", dataset_path=BASE_DATASET_PATH / "mini_msmarco", alpha=0.8),
-
-        ExperimentConfig("Embedding Search(alpha=1)", dataset_path=BASE_DATASET_PATH / "full_scifact", alpha=1),
-        ExperimentConfig("Embedding Search(alpha=1)", dataset_path=BASE_DATASET_PATH / "full_nfcorpus", alpha=1),
-        ExperimentConfig("Embedding Search(alpha=1)", dataset_path=BASE_DATASET_PATH / "mini_msmarco", alpha=1),
-
+        ExperimentConfig(
+            "Keyword Search(alpha=0)",
+            dataset_path=BASE_DATASET_PATH / "full_scifact",
+            alpha=0,
+        ),
+        ExperimentConfig(
+            "Keyword Search(alpha=0)",
+            dataset_path=BASE_DATASET_PATH / "full_nfcorpus",
+            alpha=0,
+        ),
+        ExperimentConfig(
+            "Keyword Search(alpha=0)",
+            dataset_path=BASE_DATASET_PATH / "mini_msmarco",
+            alpha=0,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.2)",
+            dataset_path=BASE_DATASET_PATH / "full_scifact",
+            alpha=0.2,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.2)",
+            dataset_path=BASE_DATASET_PATH / "full_nfcorpus",
+            alpha=0.2,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.2)",
+            dataset_path=BASE_DATASET_PATH / "mini_msmarco",
+            alpha=0.2,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.4)",
+            dataset_path=BASE_DATASET_PATH / "full_scifact",
+            alpha=0.4,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.4)",
+            dataset_path=BASE_DATASET_PATH / "full_nfcorpus",
+            alpha=0.4,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.4)",
+            dataset_path=BASE_DATASET_PATH / "mini_msmarco",
+            alpha=0.4,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.6)",
+            dataset_path=BASE_DATASET_PATH / "full_scifact",
+            alpha=0.6,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.6)",
+            dataset_path=BASE_DATASET_PATH / "full_nfcorpus",
+            alpha=0.6,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.6)",
+            dataset_path=BASE_DATASET_PATH / "mini_msmarco",
+            alpha=0.6,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.8)",
+            dataset_path=BASE_DATASET_PATH / "full_scifact",
+            alpha=0.8,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.8)",
+            dataset_path=BASE_DATASET_PATH / "full_nfcorpus",
+            alpha=0.8,
+        ),
+        ExperimentConfig(
+            "Fusion Search(alpha=0.8)",
+            dataset_path=BASE_DATASET_PATH / "mini_msmarco",
+            alpha=0.8,
+        ),
+        ExperimentConfig(
+            "Embedding Search(alpha=1)",
+            dataset_path=BASE_DATASET_PATH / "full_scifact",
+            alpha=1,
+        ),
+        ExperimentConfig(
+            "Embedding Search(alpha=1)",
+            dataset_path=BASE_DATASET_PATH / "full_nfcorpus",
+            alpha=1,
+        ),
+        ExperimentConfig(
+            "Embedding Search(alpha=1)",
+            dataset_path=BASE_DATASET_PATH / "mini_msmarco",
+            alpha=1,
+        ),
     ]
 
     # 2. Sort experiments by dataset to minimize I/O
     experiments = sorted(experiments, key=lambda e: e.dataset_path)
-    
+
     # ---------------------------------------------------------
     # PHASE 1: INDEX PREPARATION (Delete -> Create)
     # ---------------------------------------------------------
     # Identify all unique datasets required by the experiments
     unique_dataset_paths = sorted(list({exp.dataset_path for exp in experiments}))
-    
+
     # Map dataset paths to their created index names
     dataset_to_index_map: Dict[Path, str] = {}
     failed_datasets: Dict[Path, Dict[str, Any]] = {}
-    
+
     # Get current version for safe index naming
     try:
         current_sdk_version = pkg_version("moss")
@@ -273,8 +364,10 @@ async def main():
         current_sdk_version = "unknown"
     safe_version = current_sdk_version.replace(".", "_").replace("-", "_")
 
-    print(f"\n🚀 PRE-COMPUTING INDICES for {len(unique_dataset_paths)} unique datasets...")
-    
+    print(
+        f"\n🚀 PRE-COMPUTING INDICES for {len(unique_dataset_paths)} unique datasets..."
+    )
+
     for dpath in unique_dataset_paths:
         corpus_path = dpath / "corpus.jsonl"
         if not corpus_path.exists():
@@ -290,7 +383,7 @@ async def main():
         # 3. Force Delete Existing Index
         print(f"   🗑️  Cleaning old index: {index_name}...")
         try:
-            # Assuming delete_index is the API method. 
+            # Assuming delete_index is the API method.
             # Wrap in try/except in case it throws an error if index doesn't exist.
             await client.delete_index(index_name)
         except Exception:
@@ -381,7 +474,9 @@ async def main():
             continue
 
         if exp.dataset_path not in dataset_to_index_map:
-            print(f"Skipping {exp.name}: Index was not created during the preparation phase for {exp.dataset_path.name}")
+            print(
+                f"Skipping {exp.name}: Index was not created during the preparation phase for {exp.dataset_path.name}"
+            )
             continue
 
         index_name = dataset_to_index_map[exp.dataset_path]
@@ -391,16 +486,18 @@ async def main():
         if exp.dataset_path != dataset_cache.dataset_path:
             qrels_path = exp.dataset_path / "qrels.tsv"
             queries_path = exp.dataset_path / "queries.jsonl"
-            
+
             if not qrels_path.exists() or not queries_path.exists():
                 print(f"Skipping {exp.name}: Missing qrels/queries")
                 continue
 
             print(f"\n📂 Loading test data for: {exp.dataset_path.name}")
             dataset_cache.qrels = load_qrels(qrels_path)
-            dataset_cache.queries = load_queries(queries_path, set(dataset_cache.qrels.keys()))
+            dataset_cache.queries = load_queries(
+                queries_path, set(dataset_cache.qrels.keys())
+            )
             dataset_cache.dataset_path = exp.dataset_path
-            
+
             # CRITICAL STEP: Load the index specifically for this dataset
             print(f"🔌 Connecting to index: {index_name}")
             try:
@@ -432,18 +529,14 @@ async def main():
 
         # ----- Run Experiment -----
         stats = await run_scenario(
-            client, 
-            exp, 
-            dataset_cache.queries, 
-            dataset_cache.qrels, 
-            index_name
+            client, exp, dataset_cache.queries, dataset_cache.qrels, index_name
         )
         results.append(stats)
 
     # ---------------------------------------------------------
     # PHASE 3: REPORTING
     # ---------------------------------------------------------
-    
+
     # Print Table
     header = f"{'Experiment':<25} | {'SDK Version':<12} | {'Dataset':<30} | {'HitRate':>8} | {'NDCG':>8} | {'MRR':>8} | {'Avg(ms)':>8} | {'P95(ms)':>8} | {'Reason':<40}"
     separator = "=" * len(header)
@@ -452,7 +545,7 @@ async def main():
     print(separator)
     print(header)
     print("-" * len(header))
-    
+
     for stats in results:
         if stats.error_reason:
             print(
@@ -463,20 +556,20 @@ async def main():
                 f"{stats.experiment:<25} | {stats.sdk_version:<12} | {stats.dataset_name:<30} | {stats.hit_rate:>8.3f} | {stats.ndcg:>8.3f} | {stats.mrr:>8.3f} | {stats.avg_latency_ms:>8.1f} | {stats.p95_latency_ms:>8.1f} | {'':<40}"
             )
     print(separator)
-    
+
     # ---------------------------------------------------------
     # PHASE 4: CLEANUP (Delete all created indices)
     # ---------------------------------------------------------
     print("\n" + "=" * 60)
     print(" CLEANING UP INDICES")
     print("=" * 60)
-    
+
     all_indices = set(dataset_to_index_map.values())
     # Also include indices from failed datasets (they might have been created before failing)
     for failure_info in failed_datasets.values():
         if "index_name" in failure_info:
             all_indices.add(failure_info["index_name"])
-    
+
     if all_indices:
         print(f"\n🗑️  Deleting {len(all_indices)} indices...")
         for index_name in sorted(all_indices):
@@ -487,7 +580,7 @@ async def main():
                 print(f"   ⚠️  Failed to delete {index_name}: {e}")
     else:
         print("\n   No indices to delete.")
-    
+
     print("\nDone.")
 
 
@@ -501,4 +594,4 @@ async def test_search_benchmark():
     try:
         asyncio.run(main())
     except KeyboardInterrupt:
-        pass
\ No newline at end of file
+        pass
diff --git a/sdks/python/sdk/tests/test_types.py b/sdks/python/sdk/tests/test_types.py
index f5694c28..96cb4d34 100644
--- a/sdks/python/sdk/tests/test_types.py
+++ b/sdks/python/sdk/tests/test_types.py
@@ -58,7 +58,7 @@ async def test_get_docs_with_doc_ids(self):
             patch("moss.client.moss_client.ManageClient") as mock_manage,
             patch("moss.client.moss_client.IndexManager") as _,
         ):
-            from moss import MossClient, GetDocumentsOptions
+            from moss import GetDocumentsOptions, MossClient
 
             mock_manage_instance = mock_manage.return_value
             mock_manage_instance.get_docs = MagicMock(return_value=[])
@@ -126,7 +126,7 @@ async def test_create_index_with_document_info(self):
             patch("moss.client.moss_client.ManageClient") as mock_manage,
             patch("moss.client.moss_client.IndexManager") as _,
         ):
-            from moss import MossClient, DocumentInfo
+            from moss import DocumentInfo, MossClient
 
             mock_manage_instance = mock_manage.return_value
             mock_result = MagicMock()
@@ -154,7 +154,7 @@ async def test_create_index_with_metadata(self):
             patch("moss.client.moss_client.ManageClient") as mock_manage,
             patch("moss.client.moss_client.IndexManager") as _,
         ):
-            from moss import MossClient, DocumentInfo
+            from moss import DocumentInfo, MossClient
 
             mock_manage_instance = mock_manage.return_value
             mock_result = MagicMock()
@@ -188,7 +188,7 @@ async def test_create_index_with_embeddings(self):
             patch("moss.client.moss_client.ManageClient") as mock_manage,
             patch("moss.client.moss_client.IndexManager") as _,
         ):
-            from moss import MossClient, DocumentInfo
+            from moss import DocumentInfo, MossClient
 
             mock_manage_instance = mock_manage.return_value
             mock_result = MagicMock()
@@ -211,7 +211,7 @@ class TestSearchResultUsage:
     """Tests for SearchResult handling."""
 
     def test_search_result_structure(self):
-        from moss import SearchResult, QueryResultDocumentInfo
+        from moss import QueryResultDocumentInfo, SearchResult
 
         doc1 = QueryResultDocumentInfo(id="d1", text="First", score=0.95)
         doc2 = QueryResultDocumentInfo(id="d2", text="Second", score=0.85)

From 6f56b8a175ecd367304fd6ca0cfacc4325ddd541 Mon Sep 17 00:00:00 2001
From: Hendrixx-RE <athukuttan2004@gmail.com>
Date: Tue, 21 Jul 2026 02:14:12 +0530
Subject: [PATCH 03/27] fix type-error

---
 sdks/python/sdk/tests/test_rerank.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sdks/python/sdk/tests/test_rerank.py b/sdks/python/sdk/tests/test_rerank.py
index 0a42833d..fdaf3560 100644
--- a/sdks/python/sdk/tests/test_rerank.py
+++ b/sdks/python/sdk/tests/test_rerank.py
@@ -27,7 +27,7 @@ def test_query_options_validation():
 
     # Test invalid embedding
     with pytest.raises(ValueError, match="embedding must be a sequence of numbers"):
-        QueryOptions(embedding=["invalid"])
+        QueryOptions(embedding=["invalid"])  # type: ignore
 
     # Test invalid rerank_top_k
     with pytest.raises(ValueError, match="rerank_top_k must be an integer >= 1"):

From b14f95ff9371590cda15103aaafbccd27fcdff85 Mon Sep 17 00:00:00 2001
From: Harsha Nalluru <harsha.nalluru1997@gmail.com>
Date: Tue, 21 Jul 2026 10:15:39 -0700
Subject: [PATCH 04/27] =?UTF-8?q?feat(ten-moss):=20Moss=20=E2=86=94=20TEN?=
 =?UTF-8?q?=20Framework=20integration=20(#396)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## PR 1 of 2 — `ten-moss` session manager

Deep integration between **Moss** (sub-10ms on-device semantic search)
and the **[TEN
Framework](https://github.com/ten-framework/ten-framework)** (real-time
multimodal conversational AI). This first PR lands the reusable,
offline-testable core; the runnable, Moss-wired TEN voice-assistant
example follows in PR 2.

### What's in this PR

`packages/ten-moss/` — a **Moss session manager** for TEN, built on the
Moss [Sessions
API](https://docs.moss.dev/docs/reference/python/sessions):

- **`MossSessionManager`** — wraps a Moss session (`await
client.session(index_name=...)`, a local in-process index) and manages a
voice agent's session-scoped grounding. Its surface mirrors the Sessions
SDK:
  - `await open()` — open the session (create-or-resume)
- `await query_context(text) -> str` — injection-ready grounding for
this turn; `""` on blank/no-hit/error (never raises into the caller, so
the voice loop never stalls)
- `await add_docs(docs)` / `await get_docs()` / `await delete_docs(ids)`
— session document ops
- `await push_index()` — persist the session to the cloud for durability
/ cross-agent handoff
- `doc_count`; disabled via `enable_moss=false` (constructs no client,
all methods no-op)
- **`MossSessionConfig`** — pydantic model standardizing the `moss_*`
property names (`moss_project_id`, `moss_index_name`, `moss_model_id`,
`moss_top_k`, `moss_alpha`, `moss_context_header`, `enable_moss`) that
the TEN app in PR 2 consumes from `property.json`.
- **`examples/create_index.py`** — builds a demo index.
- Packaging + docs: `pyproject.toml` (uv), `README.md`, `CHANGELOG.md`,
`CONTRIBUTING.md`, `.env.example`, `LICENSE`; AGENTS.md entries.

The callable surface is deliberately session-oriented — a control
extension asks for grounding, it does not issue retrieval calls.

### How it will be used (preview of PR 2)

In the TEN control extension, on each final ASR transcript:

```python
ctx = await session.query_context(text)
await agent.queue_llm_input(f"{ctx}\n\n[Current User Question]\n{text}" if ctx else text)
```

This mirrors TEN Agent's own memory/RAG integrations
(`voice-assistant-with-memU`).

### Testing

- **15 offline unit tests** (`uv run pytest tests/`), mocking the Moss
client + session — no credentials, no network. Covers config defaults,
`start`/`context_for`/`remember`/`persist`/`doc_count`, context
formatting, and the degrade-to-`""` paths (blank input, no hits,
exception, timeout).
- `ruff check` + `ruff format --check` clean.

### Notes for reviewers

- Tests use the repo's mocked-client convention (as in
`examples/cookbook/langchain/test_integration.py`) — deterministic,
always CI-green.
- The root README **Integrations** table row is intentionally **deferred
to PR 2**, where it can point at the runnable `apps/ten-moss/` demo
instead of a helper-only package.

### The 2-PR plan

1. **`packages/ten-moss/`** (this PR) — reusable session-manager core +
tests.
2. **`apps/ten-moss/`** — a full runnable TEN voice assistant with
`MossSessionManager` wired into the control extension (vendored from
TEN's `voice-assistant` example + the Moss delta), a sample knowledge
corpus, and user-facing docs.
---
 AGENTS.md                                     |   2 +
 packages/ten-moss/.env.example                |   3 +
 packages/ten-moss/.gitignore                  |   9 +
 packages/ten-moss/CHANGELOG.md                |  13 +
 packages/ten-moss/CONTRIBUTING.md             |  18 +
 packages/ten-moss/LICENSE                     |  25 +
 packages/ten-moss/README.md                   |  96 ++++
 packages/ten-moss/examples/create_index.py    |  90 ++++
 packages/ten-moss/pyproject.toml              |  49 ++
 packages/ten-moss/src/ten_moss/__init__.py    |  17 +
 packages/ten-moss/src/ten_moss/config.py      |  28 +
 .../src/ten_moss/moss_session_manager.py      | 167 ++++++
 .../ten-moss/tests/test_session_manager.py    | 260 ++++++++++
 packages/ten-moss/uv.lock                     | 490 ++++++++++++++++++
 14 files changed, 1267 insertions(+)
 create mode 100644 packages/ten-moss/.env.example
 create mode 100644 packages/ten-moss/.gitignore
 create mode 100644 packages/ten-moss/CHANGELOG.md
 create mode 100644 packages/ten-moss/CONTRIBUTING.md
 create mode 100644 packages/ten-moss/LICENSE
 create mode 100644 packages/ten-moss/README.md
 create mode 100644 packages/ten-moss/examples/create_index.py
 create mode 100644 packages/ten-moss/pyproject.toml
 create mode 100644 packages/ten-moss/src/ten_moss/__init__.py
 create mode 100644 packages/ten-moss/src/ten_moss/config.py
 create mode 100644 packages/ten-moss/src/ten_moss/moss_session_manager.py
 create mode 100644 packages/ten-moss/tests/test_session_manager.py
 create mode 100644 packages/ten-moss/uv.lock

diff --git a/AGENTS.md b/AGENTS.md
index a4291351..b82606df 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -63,6 +63,7 @@ packages/
   moss-md-indexer/       — Markdown docs → Moss index builder
   pipecat-moss/          — Pipecat Python integration package
   strands-agents-moss/   — AWS Strands Agents integration package
+  ten-moss/              — TEN Framework Moss session manager (MossSessionManager)
   vapi-moss/             — VAPI Custom Knowledge Base webhook adapter
   vercel-sdk/            — Vercel AI SDK tool wrappers (@moss-tools/vercel-sdk)
   vitepress-plugin-moss/ — VitePress search plugin (on-device fallback after cloud)
@@ -139,6 +140,7 @@ asks for an experimental landing spot.
 | `pipecat-moss/` | `pipecat-moss` | `MossPipecatTool` — retrieval tool for Pipecat pipeline services |
 | `sim-moss/` | `sim-moss` | `MossSimSearch` — knowledge base adapter for sim.ai workflow HTTP tool nodes |
 | `strands-agents-moss/` | `strands-agents-moss` | Moss tool for AWS Strands Agents |
+| `ten-moss/` | `ten-moss` | `MossSessionManager` — session-scoped Moss grounding for TEN Framework control extensions |
 | `vapi-moss/` | `vapi-moss` | `MossVapiSearch` adapter + HMAC webhook verification for VAPI |
 | `vercel-sdk/` | `@moss-tools/vercel-sdk` | Vercel AI SDK 6 `tool()` wrappers: search, create index, manage documents |
 | `vitepress-plugin-moss/` | `vitepress-plugin-moss` | VitePress plugin: cloud search on first keystroke, on-device after index download |
diff --git a/packages/ten-moss/.env.example b/packages/ten-moss/.env.example
new file mode 100644
index 00000000..b9e0e40d
--- /dev/null
+++ b/packages/ten-moss/.env.example
@@ -0,0 +1,3 @@
+MOSS_PROJECT_ID=your_moss_project_id
+MOSS_PROJECT_KEY=your_moss_project_key
+MOSS_INDEX_NAME=ten-moss-demo
diff --git a/packages/ten-moss/.gitignore b/packages/ten-moss/.gitignore
new file mode 100644
index 00000000..602b68fe
--- /dev/null
+++ b/packages/ten-moss/.gitignore
@@ -0,0 +1,9 @@
+__pycache__/
+*.py[cod]
+.venv/
+.env
+*.egg-info/
+dist/
+build/
+.pytest_cache/
+.ruff_cache/
diff --git a/packages/ten-moss/CHANGELOG.md b/packages/ten-moss/CHANGELOG.md
new file mode 100644
index 00000000..f481cc6a
--- /dev/null
+++ b/packages/ten-moss/CHANGELOG.md
@@ -0,0 +1,13 @@
+# Changelog
+
+All notable changes to this project will be documented in this file.
+
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
+and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
+
+## [0.0.1] - 2026-07-15
+
+### Added
+- `MossSessionManager` — session-scoped Moss grounding for TEN extensions, built on the Moss Sessions API: `open`, `query_context`, `add_docs`, `get_docs`, `delete_docs`, `push_index`, `from_config`, `doc_count`.
+- `MossSessionConfig` — standardized `moss_*` properties for TEN extensions. The project key is a masked `SecretStr`; `moss_top_k`/`moss_alpha`/`moss_max_context_chars` are range-validated; unset `moss_model_id` adopts the stored index's model; `moss_max_context_chars` caps the injected grounding block.
+- `examples/create_index.py` — create and populate a demo index.
diff --git a/packages/ten-moss/CONTRIBUTING.md b/packages/ten-moss/CONTRIBUTING.md
new file mode 100644
index 00000000..766d6825
--- /dev/null
+++ b/packages/ten-moss/CONTRIBUTING.md
@@ -0,0 +1,18 @@
+# Contributing to ten-moss
+
+## Setup
+
+```bash
+cd packages/ten-moss
+uv sync
+```
+
+## Test & lint
+
+```bash
+uv run pytest tests/ -v
+uv run ruff check .
+uv run ruff format --check .
+```
+
+Tests are offline (the Moss client is mocked) — no credentials required.
diff --git a/packages/ten-moss/LICENSE b/packages/ten-moss/LICENSE
new file mode 100644
index 00000000..372ad0ad
--- /dev/null
+++ b/packages/ten-moss/LICENSE
@@ -0,0 +1,25 @@
+BSD 2-Clause License
+
+Copyright (c) 2026, Moss Team
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+1. Redistributions of source code must retain the above copyright notice, this
+   list of conditions and the following disclaimer.
+
+2. Redistributions in binary form must reproduce the above copyright notice,
+   this list of conditions and the following disclaimer in the documentation
+   and/or other materials provided with the distribution.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/packages/ten-moss/README.md b/packages/ten-moss/README.md
new file mode 100644
index 00000000..aca86811
--- /dev/null
+++ b/packages/ten-moss/README.md
@@ -0,0 +1,96 @@
+# ten-moss
+
+A **Moss session manager** for the [TEN Framework](https://github.com/ten-framework/ten-framework), powered by [Moss](https://moss.dev).
+
+`MossSessionManager` wraps a [Moss session](https://docs.moss.dev/docs/reference/python/sessions) — a local, in-process index (~1–10ms, no cloud round-trip) — and mirrors the Moss Sessions SDK (`open`, `add_docs`, `get_docs`, `delete_docs`, `push_index`, `doc_count`). It adds one convenience for grounding: `query_context(text)` returns an injection-ready context block (not a raw `SearchResult`), and degrades to an empty string on no-hit/error so the voice loop never stalls.
+
+A full runnable TEN voice-assistant example ships in the companion `apps/ten-moss/` app (see the app PR / the `apps/ten-moss/` directory once both land on `main`).
+
+## Install
+
+```bash
+pip install ten-moss   # or: uv add ten-moss
+```
+
+## Usage
+
+```python
+from ten_moss import DocumentInfo, MossSessionManager
+
+session = MossSessionManager(
+    project_id="...", project_key="...", index_name="support-docs",
+    top_k=5, alpha=0.8,
+)
+await session.open()                             # open the session (create-or-resume)
+context = await session.query_context(user_text) # per turn; "" on no hits/error
+# optional: write runtime context, then persist for handoff
+await session.add_docs([DocumentInfo(id="turn-1", text=user_text)])
+await session.push_index()
+```
+
+Or build it from TEN properties:
+
+```python
+from ten_moss import MossSessionConfig, MossSessionManager
+
+config = MossSessionConfig(**props)                # moss_* fields from property.json
+session = MossSessionManager.from_config(config)
+```
+
+## Public API (`MossSessionManager`)
+
+| Method | Purpose |
+| --- | --- |
+| `await open()` | Open the Moss session (create-or-resume the index) |
+| `await query_context(text) -> str` | Grounding block for this turn; `""` on blank/no-hit/error |
+| `await add_docs(docs)` | Add/update documents in the session (mirrors `SessionIndex.add_docs`) |
+| `await get_docs()` | Documents currently in the session |
+| `await delete_docs(ids)` | Delete documents from the session by id |
+| `await push_index()` | Persist the session to the cloud (durability / handoff) |
+| `doc_count` | Number of documents in the session |
+
+When built with `enable_moss=false`, no client is created and every method is a safe no-op.
+
+## Configuration (`MossSessionConfig`)
+
+| Field | Default | Meaning |
+| --- | --- | --- |
+| `moss_project_id` | `""` | Moss project id |
+| `moss_project_key` | `""` | Moss project key (stored as a masked `SecretStr`) |
+| `moss_index_name` | `""` | session index to open (create-or-resume) |
+| `moss_model_id` | `""` | embedding model; empty = adopt the stored index's model (or the SDK default for a new index). `"custom"` is rejected — it needs a query embedding this manager can't supply. |
+| `moss_top_k` | `5` | results per query (must be > 0) |
+| `moss_alpha` | `0.8` | semantic/keyword blend, 0.0–1.0 (1.0 semantic, 0.0 keyword) |
+| `moss_context_header` | `"Relevant knowledge from Moss:"` | header of the injected block |
+| `moss_max_context_chars` | `2000` | cap on the injected grounding block (0 = unlimited) |
+| `enable_moss` | `true` | master toggle |
+
+`moss_top_k`, `moss_alpha`, and `moss_max_context_chars` are validated at construction — an out-of-range value raises a clear error instead of failing later.
+
+## Create a demo index
+
+The example loads `.env` via `python-dotenv` if it's installed; otherwise export the
+variables directly.
+
+```bash
+pip install ten-moss python-dotenv     # python-dotenv is only needed for .env loading
+cp .env.example .env                   # fill in your Moss credentials
+python examples/create_index.py
+# — or, without python-dotenv —
+export MOSS_PROJECT_ID=... MOSS_PROJECT_KEY=... MOSS_INDEX_NAME=...
+python examples/create_index.py
+```
+
+## Development
+
+```bash
+uv sync
+uv run pytest tests/ -v
+uv run ruff check .
+```
+
+Tests are offline (the Moss client is mocked) — no credentials required.
+
+## License
+
+BSD-2-Clause.
diff --git a/packages/ten-moss/examples/create_index.py b/packages/ten-moss/examples/create_index.py
new file mode 100644
index 00000000..598c0a70
--- /dev/null
+++ b/packages/ten-moss/examples/create_index.py
@@ -0,0 +1,90 @@
+"""Create and populate a demo Moss index for the ten-moss integration.
+
+Usage:
+    export MOSS_PROJECT_ID=... MOSS_PROJECT_KEY=... MOSS_INDEX_NAME=...
+    python examples/create_index.py
+"""
+
+import asyncio
+import os
+
+from loguru import logger
+from moss import DocumentInfo, MossClient
+
+try:  # python-dotenv is optional; the script also works with real env vars.
+    from dotenv import load_dotenv
+except ImportError:  # pragma: no cover - fallback when python-dotenv isn't installed
+
+    def load_dotenv(*args, **kwargs):
+        """No-op fallback when python-dotenv is not installed."""
+        return False
+
+
+def build_documents() -> list[DocumentInfo]:
+    """Return a small support knowledge base for the demo index."""
+    return [
+        DocumentInfo(
+            id="doc-1",
+            text="Refunds are processed within 3-5 business days once approved.",
+            metadata={"category": "billing"},
+        ),
+        DocumentInfo(
+            id="doc-2",
+            text="You can track your order from the dashboard under Order History.",
+            metadata={"category": "orders"},
+        ),
+        DocumentInfo(
+            id="doc-3",
+            text="We offer 24/7 live chat support from the Help menu.",
+            metadata={"category": "support"},
+        ),
+        DocumentInfo(
+            id="doc-4",
+            text="Standard shipping takes 3-5 business days; express takes 1-2.",
+            metadata={"category": "shipping"},
+        ),
+        DocumentInfo(
+            id="doc-5",
+            text="Reset your password using the Forgot Password link on the login page.",
+            metadata={"category": "account"},
+        ),
+        DocumentInfo(
+            id="doc-6",
+            text="We accept Visa, Mastercard, American Express, PayPal, and Apple Pay.",
+            metadata={"category": "billing"},
+        ),
+        DocumentInfo(
+            id="doc-7",
+            text="Orders can be cancelled within 1 hour of placement.",
+            metadata={"category": "orders"},
+        ),
+        DocumentInfo(
+            id="doc-8",
+            text="International shipping is available to most countries; rates vary.",
+            metadata={"category": "shipping"},
+        ),
+        DocumentInfo(
+            id="doc-9",
+            text="Gift wrapping is available at checkout for a small fee.",
+            metadata={"category": "services"},
+        ),
+        DocumentInfo(
+            id="doc-10",
+            text="We price-match authorized retailers within 14 days of purchase.",
+            metadata={"category": "billing"},
+        ),
+    ]
+
+
+async def main() -> None:
+    """Create the index named by MOSS_INDEX_NAME from build_documents()."""
+    load_dotenv()
+    client = MossClient(os.environ["MOSS_PROJECT_ID"], os.environ["MOSS_PROJECT_KEY"])
+    index_name = os.environ["MOSS_INDEX_NAME"]
+    logger.info("Creating index {}", index_name)
+    await client.create_index(name=index_name, docs=build_documents(), model_id="moss-minilm")
+    logger.success("Index {} created", index_name)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/packages/ten-moss/pyproject.toml b/packages/ten-moss/pyproject.toml
new file mode 100644
index 00000000..62fa6a44
--- /dev/null
+++ b/packages/ten-moss/pyproject.toml
@@ -0,0 +1,49 @@
+[project]
+name = "ten-moss"
+version = "0.0.1"
+description = "Moss session manager for the TEN Framework"
+readme = "README.md"
+requires-python = ">=3.10,<3.15"
+license = { text = "BSD-2-Clause" }
+authors = [{ name = "InferEdge Inc.", email = "contact@moss.dev" }]
+dependencies = [
+    "moss>=1.7.1",
+    "pydantic>=2.0.0",
+    "loguru>=0.7.0",
+]
+
+[dependency-groups]
+dev = [
+    "pytest>=8.0",
+    "ruff>=0.1.0",
+    "python-dotenv>=1.0",
+]
+
+[tool.ruff]
+line-length = 100
+target-version = "py310"
+
+[tool.ruff.lint]
+select = ["E", "W", "F", "I", "B", "UP", "D"]
+ignore = ["D100", "D104"]
+
+[tool.ruff.lint.per-file-ignores]
+"examples/*.py" = ["E501"]
+"tests/*.py" = ["D"]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+skip-magic-trailing-comma = false
+line-ending = "auto"
+
+[build-system]
+requires = ["setuptools>=61.0"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools.packages.find]
+where = ["src"]
+namespaces = false
diff --git a/packages/ten-moss/src/ten_moss/__init__.py b/packages/ten-moss/src/ten_moss/__init__.py
new file mode 100644
index 00000000..0597414c
--- /dev/null
+++ b/packages/ten-moss/src/ten_moss/__init__.py
@@ -0,0 +1,17 @@
+"""Moss session manager for the TEN Framework."""
+
+from __future__ import annotations
+
+from moss import DocumentInfo, MossClient, QueryOptions, SearchResult
+
+from .config import MossSessionConfig
+from .moss_session_manager import MossSessionManager
+
+__all__ = [
+    "DocumentInfo",
+    "MossClient",
+    "MossSessionConfig",
+    "MossSessionManager",
+    "QueryOptions",
+    "SearchResult",
+]
diff --git a/packages/ten-moss/src/ten_moss/config.py b/packages/ten-moss/src/ten_moss/config.py
new file mode 100644
index 00000000..0ed38123
--- /dev/null
+++ b/packages/ten-moss/src/ten_moss/config.py
@@ -0,0 +1,28 @@
+"""Configuration model for the Moss session manager in TEN extensions."""
+
+from __future__ import annotations
+
+from pydantic import BaseModel, Field, SecretStr
+
+
+class MossSessionConfig(BaseModel):
+    """Standardized `moss_*` properties consumed from a TEN `property.json`.
+
+    A TEN extension's own config model can inherit these fields so property
+    names stay consistent across integrations.
+    """
+
+    moss_project_id: str = ""
+    # SecretStr so the key stays masked in reprs / logs / model dumps;
+    # MossSessionManager.from_config unwraps it via get_secret_value().
+    moss_project_key: SecretStr = SecretStr("")
+    moss_index_name: str = ""
+    # "" means unspecified: let Moss adopt the stored index's model on resume
+    # (and use its own default for a fresh index) instead of forcing one.
+    moss_model_id: str = ""
+    moss_top_k: int = Field(default=5, gt=0)
+    moss_alpha: float = Field(default=0.8, ge=0.0, le=1.0)
+    moss_context_header: str = "Relevant knowledge from Moss:"
+    # Cap the injected grounding block; 0 = unlimited.
+    moss_max_context_chars: int = Field(default=2000, ge=0)
+    enable_moss: bool = True
diff --git a/packages/ten-moss/src/ten_moss/moss_session_manager.py b/packages/ten-moss/src/ten_moss/moss_session_manager.py
new file mode 100644
index 00000000..1c72d2f8
--- /dev/null
+++ b/packages/ten-moss/src/ten_moss/moss_session_manager.py
@@ -0,0 +1,167 @@
+"""Moss session manager for TEN extensions."""
+
+from __future__ import annotations
+
+import asyncio
+from collections.abc import Sequence
+from typing import Any
+
+from moss import MossClient, QueryOptions
+
+from .config import MossSessionConfig
+
+__all__ = ["MossSessionManager"]
+
+
+def _default_logger() -> Any:
+    from loguru import logger
+
+    return logger
+
+
+class MossSessionManager:
+    """Manages a conversational session's grounding in Moss.
+
+    Wraps a Moss session (a local, in-process index) and mirrors the Moss
+    Sessions SDK — `open`, `add_docs`, `get_docs`, `delete_docs`, `push_index`,
+    `doc_count` — plus one convenience, `query_context`, that returns an
+    injection-ready grounding block instead of a raw `SearchResult`.
+    `query_context` never raises into the caller: on timeout, error, or no hits
+    it returns an empty string so the voice loop keeps flowing.
+
+    When built from a config with `enable_moss=False` (or constructed with
+    `enabled=False`), no client is created and every method is a safe no-op.
+    """
+
+    def __init__(
+        self,
+        *,
+        project_id: str,
+        project_key: str,
+        index_name: str,
+        model_id: str | None = None,
+        top_k: int = 5,
+        alpha: float = 0.8,
+        context_header: str = "Relevant knowledge from Moss:",
+        max_context_chars: int = 2000,
+        timeout_s: float = 2.0,
+        enabled: bool = True,
+        logger: Any = None,
+    ) -> None:
+        """Store per-session settings (call `open` to open the session)."""
+        self._enabled = enabled
+        self._client = MossClient(project_id, project_key) if enabled else None
+        self._index_name = index_name
+        # None/"" means unspecified: omit model_id so Moss adopts the stored
+        # index's model on resume (and uses its own default for a fresh index).
+        self._model_id = model_id or None
+        self._top_k = top_k
+        self._alpha = alpha
+        self._context_header = context_header
+        self._max_context_chars = max_context_chars
+        self._timeout_s = timeout_s
+        self._log = logger or _default_logger()
+        self._session: Any = None
+
+    @property
+    def doc_count(self) -> int:
+        """Number of documents in the open session (0 before `open`)."""
+        return getattr(self._session, "doc_count", 0) if self._session else 0
+
+    async def open(self) -> None:
+        """Open the Moss session (create-or-resume the index). No-op if disabled."""
+        if not self._enabled or self._client is None:
+            return
+        if self._model_id == "custom":
+            # Custom-model sessions require a query embedding on every call,
+            # which this text-only manager cannot supply — fail loudly.
+            raise ValueError(
+                "ten-moss does not support model_id='custom': custom-embedding "
+                "queries need a precomputed QueryOptions.embedding this manager "
+                "cannot provide."
+            )
+        kwargs: dict[str, Any] = {"index_name": self._index_name}
+        if self._model_id:
+            kwargs["model_id"] = self._model_id
+        self._session = await self._client.session(**kwargs)
+
+    async def query_context(self, user_text: str) -> str:
+        """Return grounding for this turn, or '' on blank input / no hits / error."""
+        text = (user_text or "").strip()
+        if not text or self._session is None:
+            return ""
+        try:
+            result = await asyncio.wait_for(
+                self._session.query(text, QueryOptions(top_k=self._top_k, alpha=self._alpha)),
+                timeout=self._timeout_s,
+            )
+        except asyncio.CancelledError:
+            raise  # never swallow cooperative cancellation (shutdown, etc.)
+        except Exception as exc:  # noqa: BLE001 - never break the voice loop
+            # Do not log the raw utterance: transcripts can contain PII.
+            self._log.error(
+                f"[ten-moss] context lookup failed (query_len={len(text)}): "
+                f"{type(exc).__name__}: {exc}"
+            )
+            return ""
+        docs = getattr(result, "docs", None) or []
+        if not docs:
+            return ""
+        return self._format_context(docs)
+
+    async def add_docs(self, docs: Sequence[Any]) -> Any:
+        """Add or update documents in the session (mirrors `SessionIndex.add_docs`)."""
+        if self._session is None:
+            return None
+        return await self._session.add_docs(list(docs))
+
+    async def get_docs(self) -> Any:
+        """Return the documents currently in the session."""
+        if self._session is None:
+            return []
+        return await self._session.get_docs()
+
+    async def delete_docs(self, ids: Sequence[str]) -> Any:
+        """Delete documents from the session by id."""
+        if self._session is None:
+            return None
+        return await self._session.delete_docs(list(ids))
+
+    async def push_index(self) -> Any:
+        """Persist the session to the cloud; returns the SDK job/result (or None)."""
+        if self._session is None:
+            return None
+        return await self._session.push_index()
+
+    @classmethod
+    def from_config(cls, config: MossSessionConfig, *, logger: Any = None) -> MossSessionManager:
+        """Build a session manager from a MossSessionConfig (respects `enable_moss`)."""
+        return cls(
+            project_id=config.moss_project_id,
+            project_key=config.moss_project_key.get_secret_value(),
+            index_name=config.moss_index_name,
+            model_id=config.moss_model_id or None,
+            top_k=config.moss_top_k,
+            alpha=config.moss_alpha,
+            context_header=config.moss_context_header,
+            max_context_chars=config.moss_max_context_chars,
+            enabled=config.enable_moss,
+            logger=logger,
+        )
+
+    def _format_context(self, docs: Sequence[Any]) -> str:
+        """Format retrieved passages into a grounding block, capped as a whole.
+
+        `max_context_chars` bounds the entire returned string — header and
+        separators included — so the injected block never exceeds it (a long
+        custom header is truncated too, rather than bypassing the cap).
+        """
+        lines = [self._context_header.rstrip(), ""]
+        for idx, doc in enumerate(docs, start=1):
+            text = (getattr(doc, "text", "") or "").strip()
+            lines.append(f"[{idx}] {text}")
+        block = "\n".join(lines).strip()
+        budget = self._max_context_chars  # 0 = unlimited
+        if budget and len(block) > budget:
+            block = block[:budget].rstrip()
+        return block
diff --git a/packages/ten-moss/tests/test_session_manager.py b/packages/ten-moss/tests/test_session_manager.py
new file mode 100644
index 00000000..7c4932c5
--- /dev/null
+++ b/packages/ten-moss/tests/test_session_manager.py
@@ -0,0 +1,260 @@
+"""Offline tests for the ten-moss session manager."""
+
+import asyncio
+import importlib.util
+import pathlib
+import unittest
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from ten_moss import DocumentInfo, MossSessionConfig, MossSessionManager
+
+
+class _Doc:
+    """Minimal stand-in for a Moss query result document."""
+
+    def __init__(self, text, score=0.0, id="d", metadata=None):
+        self.text = text
+        self.score = score
+        self.id = id
+        self.metadata = metadata or {}
+
+
+def _mock_session(docs=(), doc_count=0):
+    session = MagicMock()
+    session.query = AsyncMock(return_value=MagicMock(docs=list(docs)))
+    session.add_docs = AsyncMock(return_value=(1, 0))
+    session.get_docs = AsyncMock(return_value=list(docs))
+    session.delete_docs = AsyncMock(return_value=None)
+    session.push_index = AsyncMock()
+    session.doc_count = doc_count
+    return session
+
+
+class TestMossSessionConfig(unittest.TestCase):
+    """MossSessionConfig defaults and overrides."""
+
+    def test_defaults(self):
+        cfg = MossSessionConfig()
+        self.assertEqual(cfg.moss_project_id, "")
+        self.assertEqual(cfg.moss_index_name, "")
+        self.assertEqual(cfg.moss_model_id, "")  # unspecified: adopt stored/SDK default
+        self.assertEqual(cfg.moss_top_k, 5)
+        self.assertEqual(cfg.moss_alpha, 0.8)
+        self.assertEqual(cfg.moss_max_context_chars, 2000)
+        self.assertEqual(cfg.moss_context_header, "Relevant knowledge from Moss:")
+        self.assertTrue(cfg.enable_moss)
+
+    def test_project_key_is_masked_in_repr(self):
+        cfg = MossSessionConfig(moss_project_key="super-secret")
+        self.assertNotIn("super-secret", repr(cfg))
+        self.assertEqual(cfg.moss_project_key.get_secret_value(), "super-secret")
+
+    def test_overrides(self):
+        cfg = MossSessionConfig(moss_index_name="idx", moss_top_k=3, enable_moss=False)
+        self.assertEqual(cfg.moss_index_name, "idx")
+        self.assertEqual(cfg.moss_top_k, 3)
+        self.assertFalse(cfg.enable_moss)
+
+    def test_rejects_invalid_top_k_and_alpha(self):
+        from pydantic import ValidationError
+
+        with self.assertRaises(ValidationError):
+            MossSessionConfig(moss_top_k=0)
+        with self.assertRaises(ValidationError):
+            MossSessionConfig(moss_alpha=2.0)
+
+
+class TestSessionManager(unittest.IsolatedAsyncioTestCase):
+    """MossSessionManager behavior with a mocked Moss client + session."""
+
+    def _manager(self, cls, session=None, **kw):
+        client = cls.return_value
+        session = session if session is not None else _mock_session()
+        client.session = AsyncMock(return_value=session)
+        mgr = MossSessionManager(project_id="p", project_key="k", index_name="idx", **kw)
+        return mgr, client, session
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_open_omits_unspecified_model_id(self, cls):
+        mgr, client, session = self._manager(cls)  # no model_id -> unspecified
+        await mgr.open()
+        client.session.assert_awaited_once_with(index_name="idx")
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_open_passes_model_id_when_set(self, cls):
+        mgr, client, session = self._manager(cls, model_id="moss-mediumlm")
+        await mgr.open()
+        client.session.assert_awaited_once_with(index_name="idx", model_id="moss-mediumlm")
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_open_rejects_custom_model(self, cls):
+        mgr, client, session = self._manager(cls, model_id="custom")
+        with self.assertRaises(ValueError):
+            await mgr.open()
+        client.session.assert_not_awaited()
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_before_open_is_blank(self, cls):
+        mgr, client, session = self._manager(cls)
+        self.assertEqual(await mgr.query_context("q"), "")
+        session.query.assert_not_awaited()
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_formats_results(self, cls):
+        session = _mock_session(docs=[_Doc("first"), _Doc("second")])
+        mgr, client, session = self._manager(cls, session=session)
+        await mgr.open()
+        out = await mgr.query_context("q")
+        self.assertIn("[1] first", out)
+        self.assertIn("[2] second", out)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_empty_results_blank(self, cls):
+        mgr, client, session = self._manager(cls)
+        await mgr.open()
+        self.assertEqual(await mgr.query_context("q"), "")
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_blank_query_skips_query(self, cls):
+        mgr, client, session = self._manager(cls)
+        await mgr.open()
+        self.assertEqual(await mgr.query_context("   "), "")
+        session.query.assert_not_awaited()
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_swallows_exception(self, cls):
+        mgr, client, session = self._manager(cls)
+        await mgr.open()
+        session.query = AsyncMock(side_effect=RuntimeError("boom"))
+        self.assertEqual(await mgr.query_context("q"), "")
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_times_out_to_blank(self, cls):
+        mgr, client, session = self._manager(cls, timeout_s=0.01)
+        await mgr.open()
+
+        async def _slow(*a, **k):
+            await asyncio.sleep(0.1)
+            return MagicMock(docs=[_Doc("late")])
+
+        session.query = AsyncMock(side_effect=_slow)
+        self.assertEqual(await mgr.query_context("q"), "")
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_add_docs_delegates_to_session(self, cls):
+        mgr, client, session = self._manager(cls)
+        await mgr.open()
+        doc = DocumentInfo(id="turn-1", text="a duplicate charge")
+        await mgr.add_docs([doc])
+        session.add_docs.assert_awaited_once_with([doc])
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_add_docs_before_open_is_noop(self, cls):
+        mgr, client, session = self._manager(cls)
+        self.assertIsNone(await mgr.add_docs([DocumentInfo(id="1", text="x")]))
+        session.add_docs.assert_not_awaited()
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_get_docs_delegates_to_session(self, cls):
+        session = _mock_session(docs=[_Doc("x")])
+        mgr, client, session = self._manager(cls, session=session)
+        await mgr.open()
+        docs = await mgr.get_docs()
+        self.assertEqual(len(docs), 1)
+        session.get_docs.assert_awaited_once()
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_push_index_returns_result(self, cls):
+        mgr, client, session = self._manager(cls)
+        session.push_index = AsyncMock(return_value={"job_id": "j1"})
+        await mgr.open()
+        result = await mgr.push_index()
+        session.push_index.assert_awaited_once()
+        self.assertEqual(result, {"job_id": "j1"})
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_doc_count_reflects_session(self, cls):
+        session = _mock_session(doc_count=7)
+        mgr, client, session = self._manager(cls, session=session)
+        self.assertEqual(mgr.doc_count, 0)  # before open
+        await mgr.open()
+        self.assertEqual(mgr.doc_count, 7)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_from_config_builds_manager(self, cls):
+        cfg = MossSessionConfig(
+            moss_project_id="p",
+            moss_project_key="k",
+            moss_index_name="idx",
+            moss_model_id="moss-mediumlm",
+            moss_top_k=7,
+            moss_alpha=0.5,
+            moss_context_header="H",
+        )
+        mgr = MossSessionManager.from_config(cfg)
+        self.assertEqual(mgr._index_name, "idx")
+        self.assertEqual(mgr._model_id, "moss-mediumlm")
+        self.assertEqual(mgr._top_k, 7)
+        self.assertEqual(mgr._alpha, 0.5)
+        self.assertEqual(mgr._context_header, "H")
+        self.assertTrue(mgr._enabled)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_from_config_unwraps_secret_key(self, cls):
+        cfg = MossSessionConfig(moss_project_id="p", moss_project_key="k", moss_index_name="idx")
+        MossSessionManager.from_config(cfg)
+        # The plain (unwrapped) key must reach the client, not a SecretStr repr.
+        cls.assert_called_once_with("p", "k")
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_respects_char_budget(self, cls):
+        session = _mock_session(docs=[_Doc("x" * 5000)])
+        mgr, client, session = self._manager(cls, session=session, max_context_chars=100)
+        await mgr.open()
+        out = await mgr.query_context("q")
+        self.assertIn("Relevant knowledge from Moss:", out)
+        # The cap bounds the WHOLE block (header + separators + entries).
+        self.assertLessEqual(len(out), 100)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_query_context_budget_includes_long_header(self, cls):
+        session = _mock_session(docs=[_Doc("hello")])
+        mgr, client, session = self._manager(
+            cls, session=session, context_header="H" * 500, max_context_chars=50
+        )
+        await mgr.open()
+        out = await mgr.query_context("q")
+        self.assertLessEqual(len(out), 50)  # a long header can't bypass the cap
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_disabled_config_no_client_and_noop(self, cls):
+        cfg = MossSessionConfig(
+            moss_project_id="p", moss_project_key="k", moss_index_name="idx", enable_moss=False
+        )
+        mgr = MossSessionManager.from_config(cfg)
+        cls.assert_not_called()  # no client constructed when disabled
+        await mgr.open()  # no-op
+        self.assertEqual(await mgr.query_context("q"), "")
+        self.assertEqual(mgr.doc_count, 0)
+
+
+class TestCreateIndexExample(unittest.TestCase):
+    """The example script exposes a testable build_documents()."""
+
+    def _load_example(self):
+        path = pathlib.Path(__file__).parent.parent / "examples" / "create_index.py"
+        spec = importlib.util.spec_from_file_location("_ten_moss_create_index", path)
+        module = importlib.util.module_from_spec(spec)
+        spec.loader.exec_module(module)
+        return module
+
+    def test_build_documents_returns_ten_docs(self):
+        module = self._load_example()
+        docs = module.build_documents()
+        self.assertEqual(len(docs), 10)
+        self.assertTrue(all(d.text for d in docs))
+        self.assertEqual(len({d.id for d in docs}), 10)  # unique ids
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/packages/ten-moss/uv.lock b/packages/ten-moss/uv.lock
new file mode 100644
index 00000000..962726a4
--- /dev/null
+++ b/packages/ten-moss/uv.lock
@@ -0,0 +1,490 @@
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+    { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" },
+]
+
+[[package]]
+name = "win32-setctime"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b3/8f/705086c9d734d3b663af0e9bb3d4de6578d08f46b1b101c2442fd9aecaa2/win32_setctime-1.2.0.tar.gz", hash = "sha256:ae1fdf948f5640aae05c511ade119313fb6a30d7eabe25fef9764dca5873c4c0", size = 4867, upload-time = "2024-12-07T15:28:28.314Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e1/07/c6fe3ad3e685340704d314d765b7912993bcb8dc198f0e7a89382d37974b/win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390", size = 4083, upload-time = "2024-12-07T15:28:26.465Z" },
+]

From db7e6529b430a0920737917b11ccedcf1b87fa7a Mon Sep 17 00:00:00 2001
From: Adityacrypto-del <aditya050605@gmail.com>
Date: Tue, 21 Jul 2026 22:51:59 +0530
Subject: [PATCH 05/27] fix: close <label> with </label> in upload-section.tsx
 (#443)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Pull Request Checklist

- [x] I have read the [CONTRIBUTING](CONTRIBUTING.md) guide.
- [ ] I have updated the documentation (if applicable). — N/A, one-line
tag fix
- [x] My code follows the style guidelines of this project.
- [x] I have performed a self-review of my own code.
- [ ] I have added tests that prove my fix is effective. — N/A, syntax
fix
- [x] New and existing unit tests pass locally with my changes.

## Description

The drop-zone `<label>` element in
`apps/moss-llamaindex/frontend/components/demo/upload-section.tsx` was
closed
with `</div>` instead of `</label>` (line 92), causing Turbopack to fail
on
`npm run build` with `Expected '</', got 'jsx text'`.

Changed the closing tag to `</label>`. Verified the file now parses
cleanly.

Fixes #440

## Type of Change

- [x] Bug fix (non-breaking change which fixes an issue)

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/443?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
media="(prefers-color-scheme: light)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-light.svg"><img
alt="Review in cubic"
src="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"></picture></a>
<!-- End of auto-generated description by cubic. -->
---
 .../moss-llamaindex/frontend/components/demo/upload-section.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/apps/moss-llamaindex/frontend/components/demo/upload-section.tsx b/apps/moss-llamaindex/frontend/components/demo/upload-section.tsx
index 8d7a96a7..a6da888b 100644
--- a/apps/moss-llamaindex/frontend/components/demo/upload-section.tsx
+++ b/apps/moss-llamaindex/frontend/components/demo/upload-section.tsx
@@ -89,7 +89,7 @@ export default function UploadSection({ onUpload, isUploading }: UploadSectionPr
 						<p className='mt-1 text-xs text-[--color-moss-muted]'>Up to 5 documents, PDF format</p>
 					</div>
 				</div>
-			</div>
+			</label>
 
 			{/* File list */}
 			{files.length > 0 && (

From dd6497e17aaf97fe546a0d05ae8f3a6ef38a289d Mon Sep 17 00:00:00 2001
From: samanyugoyal2010 <samanyu.goyal2010@gmail.com>
Date: Tue, 21 Jul 2026 10:22:07 -0700
Subject: [PATCH 06/27] Fixed n8n Community Node Issue (#393)

## Pull Request Checklist

Please ensure that your PR meets the following requirements:

- [x] I have read the [CONTRIBUTING](CONTRIBUTING.md) guide.
- [x] I have updated the documentation (if applicable).
- [x] My code follows the style guidelines of this project.
- [x] I have performed a self-review of my own code.
- [x] I have added tests that prove my fix is effective or that my
feature works.
- [x] New and existing unit tests pass locally with my changes.

## Description

Adds an n8n community node for Moss index and query operations
(`packages/n8n-nodes-moss`), so no-code workflows can create indexes,
upsert documents, and run semantic search via the Moss Control Plane
HTTP API.

Fixes #345

## Type of Change

- [ ] Bug fix (non-breaking change which fixes an issue)
- [x] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to not work as expected)
- [ ] This change requires a documentation update

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
Co-authored-by: cubic-dev-ai[bot] <191113872+cubic-dev-ai[bot]@users.noreply.github.com>
---
 .github/workflows/publish-n8n-nodes-moss.yml  |  142 +
 AGENTS.md                                     |    2 +
 README.md                                     |    1 +
 apps/moss-vscode/package.json                 |    8 +-
 packages/n8n-nodes-moss/.gitignore            |    3 +
 packages/n8n-nodes-moss/LICENSE               |   25 +
 packages/n8n-nodes-moss/README.md             |  111 +
 .../credentials/MossApi.credentials.ts        |   65 +
 packages/n8n-nodes-moss/icons/moss.svg        |    6 +
 .../nodes/Moss/GenericFunctions.ts            |  590 ++++
 .../n8n-nodes-moss/nodes/Moss/Moss.node.json  |   18 +
 .../n8n-nodes-moss/nodes/Moss/Moss.node.ts    |  429 +++
 packages/n8n-nodes-moss/nodes/Moss/moss.svg   |    6 +
 packages/n8n-nodes-moss/package-lock.json     | 2894 +++++++++++++++++
 packages/n8n-nodes-moss/package.json          |   58 +
 packages/n8n-nodes-moss/scripts/copy-icons.js |   36 +
 .../test/genericFunctions.test.ts             |  323 ++
 packages/n8n-nodes-moss/tsconfig.json         |   23 +
 packages/n8n-nodes-moss/vitest.config.ts      |    8 +
 19 files changed, 4744 insertions(+), 4 deletions(-)
 create mode 100644 .github/workflows/publish-n8n-nodes-moss.yml
 create mode 100644 packages/n8n-nodes-moss/.gitignore
 create mode 100644 packages/n8n-nodes-moss/LICENSE
 create mode 100644 packages/n8n-nodes-moss/README.md
 create mode 100644 packages/n8n-nodes-moss/credentials/MossApi.credentials.ts
 create mode 100644 packages/n8n-nodes-moss/icons/moss.svg
 create mode 100644 packages/n8n-nodes-moss/nodes/Moss/GenericFunctions.ts
 create mode 100644 packages/n8n-nodes-moss/nodes/Moss/Moss.node.json
 create mode 100644 packages/n8n-nodes-moss/nodes/Moss/Moss.node.ts
 create mode 100644 packages/n8n-nodes-moss/nodes/Moss/moss.svg
 create mode 100644 packages/n8n-nodes-moss/package-lock.json
 create mode 100644 packages/n8n-nodes-moss/package.json
 create mode 100644 packages/n8n-nodes-moss/scripts/copy-icons.js
 create mode 100644 packages/n8n-nodes-moss/test/genericFunctions.test.ts
 create mode 100644 packages/n8n-nodes-moss/tsconfig.json
 create mode 100644 packages/n8n-nodes-moss/vitest.config.ts

diff --git a/.github/workflows/publish-n8n-nodes-moss.yml b/.github/workflows/publish-n8n-nodes-moss.yml
new file mode 100644
index 00000000..d5a2149a
--- /dev/null
+++ b/.github/workflows/publish-n8n-nodes-moss.yml
@@ -0,0 +1,142 @@
+name: Publish n8n-nodes-moss
+
+permissions:
+  contents: read
+
+on:
+  workflow_dispatch:
+
+concurrency:
+  group: n8n-nodes-moss-release
+  cancel-in-progress: false
+
+jobs:
+  determine-version:
+    runs-on: ubuntu-latest
+    outputs:
+      version: ${{ steps.compute.outputs.version }}
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: actions/setup-node@v4
+        with:
+          node-version: "20"
+
+      - name: Get version from package.json
+        id: compute
+        shell: bash
+        run: |
+          cd packages/n8n-nodes-moss
+          VERSION=$(node -p "require('./package.json').version")
+
+          if [[ $VERSION =~ ^([0-9]+)\.([0-9]+)\.([0-9]+) ]]; then
+            :
+          else
+            echo "Invalid version in package.json: $VERSION" >&2
+            exit 1
+          fi
+
+          echo "version=${VERSION}" >> $GITHUB_OUTPUT
+          echo "Publishing version: $VERSION"
+
+  build-and-publish:
+    needs: determine-version
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+
+    env:
+      PKG_DIR: packages/n8n-nodes-moss
+      VERSION: ${{ needs.determine-version.outputs.version }}
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: actions/setup-node@v4
+        with:
+          node-version: "20"
+          registry-url: "https://registry.npmjs.org"
+          cache: "npm"
+          cache-dependency-path: ${{ env.PKG_DIR }}/package-lock.json
+
+      - name: Install dependencies
+        working-directory: ${{ env.PKG_DIR }}
+        run: npm ci --ignore-scripts
+
+      - name: Build package
+        working-directory: ${{ env.PKG_DIR }}
+        run: npm run build
+
+      - name: Test package
+        working-directory: ${{ env.PKG_DIR }}
+        run: npm test
+
+      - name: Validate release tag before publish
+        id: tagcheck
+        env:
+          VERSION: ${{ env.VERSION }}
+        run: |
+          git fetch --tags --force
+          TAG="n8n-nodes-moss-v${VERSION}"
+          HEAD_SHA="$(git rev-parse HEAD)"
+          echo "tag=${TAG}" >> "$GITHUB_OUTPUT"
+          echo "head=${HEAD_SHA}" >> "$GITHUB_OUTPUT"
+
+          if git rev-parse --verify "refs/tags/$TAG" >/dev/null 2>&1; then
+            TAG_SHA="$(git rev-list -n 1 "refs/tags/$TAG")"
+            echo "exists=true" >> "$GITHUB_OUTPUT"
+            echo "sha=${TAG_SHA}" >> "$GITHUB_OUTPUT"
+            if [[ "$TAG_SHA" != "$HEAD_SHA" ]]; then
+              echo "ERROR: $TAG points at ${TAG_SHA}, but this checkout is ${HEAD_SHA}."
+              echo "Refusing to publish HEAD because an existing tag already claims this version."
+              exit 1
+            fi
+            echo "Tag $TAG already points at HEAD"
+          else
+            echo "exists=false" >> "$GITHUB_OUTPUT"
+          fi
+
+      - name: Check whether version is already published
+        id: published
+        working-directory: ${{ env.PKG_DIR }}
+        run: |
+          if npm view "n8n-nodes-moss@${VERSION}" version >/dev/null 2>&1; then
+            echo "exists=true" >> "$GITHUB_OUTPUT"
+            echo "n8n-nodes-moss@${VERSION} is already on npm; skipping publish"
+          else
+            echo "exists=false" >> "$GITHUB_OUTPUT"
+          fi
+
+      - name: Publish to npm
+        if: steps.published.outputs.exists != 'true'
+        working-directory: ${{ env.PKG_DIR }}
+        env:
+          NODE_AUTH_TOKEN: ${{ secrets.NPM_PUBLISH_TOKEN }}
+        # --ignore-scripts avoids re-running prepublishOnly after the explicit build/test steps
+        run: npm publish --access public --ignore-scripts
+
+      - name: Tag release
+        env:
+          VERSION: ${{ env.VERSION }}
+          ALREADY_PUBLISHED: ${{ steps.published.outputs.exists }}
+          TAG_EXISTS: ${{ steps.tagcheck.outputs.exists }}
+          TAG: ${{ steps.tagcheck.outputs.tag }}
+        run: |
+          if [[ "$TAG_EXISTS" == "true" ]]; then
+            echo "Tag $TAG already points at HEAD; nothing to do"
+            exit 0
+          fi
+
+          if [[ "$ALREADY_PUBLISHED" == "true" ]]; then
+            echo "ERROR: n8n-nodes-moss@${VERSION} is already on npm, but git tag $TAG is missing."
+            echo "Refusing to tag the current checkout because it may not match the published artifact."
+            echo "Recover manually: identify the commit that produced the npm package, then:"
+            echo "  git tag $TAG <published-commit-sha>"
+            echo "  git push origin $TAG"
+            exit 1
+          fi
+
+          git config user.name "github-actions"
+          git config user.email "github-actions@users.noreply.github.com"
+          git tag "$TAG"
+          git push origin "$TAG"
diff --git a/AGENTS.md b/AGENTS.md
index b82606df..449b87bb 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -65,6 +65,7 @@ packages/
   strands-agents-moss/   — AWS Strands Agents integration package
   ten-moss/              — TEN Framework Moss session manager (MossSessionManager)
   vapi-moss/             — VAPI Custom Knowledge Base webhook adapter
+  n8n-nodes-moss/        — n8n community node for Moss index + query
   vercel-sdk/            — Vercel AI SDK tool wrappers (@moss-tools/vercel-sdk)
   vitepress-plugin-moss/ — VitePress search plugin (on-device fallback after cloud)
   zo-computer/           — Zo computer skill for Moss search
@@ -142,6 +143,7 @@ asks for an experimental landing spot.
 | `strands-agents-moss/` | `strands-agents-moss` | Moss tool for AWS Strands Agents |
 | `ten-moss/` | `ten-moss` | `MossSessionManager` — session-scoped Moss grounding for TEN Framework control extensions |
 | `vapi-moss/` | `vapi-moss` | `MossVapiSearch` adapter + HMAC webhook verification for VAPI |
+| `n8n-nodes-moss/` | `n8n-nodes-moss` | n8n community node: create index, add/delete docs, list/get/delete indexes, query |
 | `vercel-sdk/` | `@moss-tools/vercel-sdk` | Vercel AI SDK 6 `tool()` wrappers: search, create index, manage documents |
 | `vitepress-plugin-moss/` | `vitepress-plugin-moss` | VitePress plugin: cloud search on first keystroke, on-device after index download |
 | `zo-computer/` | (internal) | Zo computer skill backed by Moss search |
diff --git a/README.md b/README.md
index 4d8d3457..31a3ef72 100644
--- a/README.md
+++ b/README.md
@@ -244,6 +244,7 @@ Full API reference: [docs.moss.dev](https://docs.moss.dev).
 | [Next.js](https://nextjs.org) | Available | [`apps/next-js/`](apps/next-js/) |
 | [VitePress](https://vitepress.dev) | Available | [`packages/vitepress-plugin-moss/`](packages/vitepress-plugin-moss/) |
 | [Vercel AI SDK](https://sdk.vercel.ai) | Available | [`examples/cookbook/vercel-ai-sdk/`](examples/cookbook/vercel-ai-sdk/) |
+| [n8n](https://n8n.io) | Available | [`packages/n8n-nodes-moss/`](packages/n8n-nodes-moss/) |
 
 ## Architecture
 
diff --git a/apps/moss-vscode/package.json b/apps/moss-vscode/package.json
index 752d9808..a3f0e188 100644
--- a/apps/moss-vscode/package.json
+++ b/apps/moss-vscode/package.json
@@ -8,14 +8,14 @@
   "icon": "media/moss_avatar_core.png",
   "repository": {
     "type": "git",
-    "url": "https://github.com/samanyugoyal2010/moss-vs-code.git",
+    "url": "https://github.com/usemoss/moss.git",
     "directory": "apps/moss-vscode"
   },
-  "homepage": "https://github.com/samanyugoyal2010/moss-vs-code/tree/main/apps/moss-vscode",
+  "homepage": "https://github.com/usemoss/moss/tree/main/apps/moss-vscode",
   "bugs": {
-    "url": "https://github.com/samanyugoyal2010/moss-vs-code/issues"
+    "url": "https://github.com/usemoss/moss/issues"
   },
-  "qna": "https://github.com/samanyugoyal2010/moss-vs-code/issues",
+  "qna": "https://github.com/usemoss/moss/issues",
   "engines": {
     "vscode": "^1.85.0",
     "node": ">=20"
diff --git a/packages/n8n-nodes-moss/.gitignore b/packages/n8n-nodes-moss/.gitignore
new file mode 100644
index 00000000..84f3869a
--- /dev/null
+++ b/packages/n8n-nodes-moss/.gitignore
@@ -0,0 +1,3 @@
+dist
+node_modules
+*.tsbuildinfo
diff --git a/packages/n8n-nodes-moss/LICENSE b/packages/n8n-nodes-moss/LICENSE
new file mode 100644
index 00000000..372ad0ad
--- /dev/null
+++ b/packages/n8n-nodes-moss/LICENSE
@@ -0,0 +1,25 @@
+BSD 2-Clause License
+
+Copyright (c) 2026, Moss Team
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+1. Redistributions of source code must retain the above copyright notice, this
+   list of conditions and the following disclaimer.
+
+2. Redistributions in binary form must reproduce the above copyright notice,
+   this list of conditions and the following disclaimer in the documentation
+   and/or other materials provided with the distribution.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/packages/n8n-nodes-moss/README.md b/packages/n8n-nodes-moss/README.md
new file mode 100644
index 00000000..838bdc0f
--- /dev/null
+++ b/packages/n8n-nodes-moss/README.md
@@ -0,0 +1,111 @@
+# n8n-nodes-moss
+
+n8n community node for [Moss](https://docs.moss.dev) semantic search.
+
+Index documents and run semantic queries from any n8n workflow via the Moss Control Plane HTTP API — no separate vector database or embedding API required.
+
+Implements [usemoss/moss#345](https://github.com/usemoss/moss/issues/345).
+
+## Installation
+
+### Community nodes UI
+
+In self-hosted n8n: **Settings → Community Nodes → Install** → `n8n-nodes-moss`.
+
+### npm (self-hosted n8n)
+
+Install into n8n's community nodes directory, then restart n8n:
+
+```bash
+# On the host running n8n
+mkdir -p ~/.n8n/nodes
+cd ~/.n8n/nodes
+npm install n8n-nodes-moss
+```
+
+If n8n runs in Docker, run the install inside the container (or a volume mounted at `/home/node/.n8n/nodes`), then restart the container.
+
+Alternatively, in the UI: **Settings → Community Nodes → Install** → `n8n-nodes-moss`.
+
+### From this monorepo
+
+```bash
+cd packages/n8n-nodes-moss
+npm install --ignore-scripts
+npm run build
+npm test
+```
+
+Then point n8n at the package:
+
+```bash
+export N8N_CUSTOM_EXTENSIONS=/absolute/path/to/packages/n8n-nodes-moss
+n8n start
+```
+
+## Credentials
+
+Create a **Moss API** credential with values from the [Moss Portal](https://portal.usemoss.dev):
+
+| Field | Description |
+|---|---|
+| Project ID | Your Moss project ID |
+| Project Key | Your Moss project access key |
+
+Credential test calls `listIndexes` against `https://service.usemoss.dev/v1/manage`.
+
+## Operations
+
+| Operation | Description |
+|---|---|
+| **Query** | Semantic search against an index (cloud `/query`) |
+| **Create Index** | Create an index from a JSON document array |
+| **Add Documents** | Upsert documents into an existing index |
+| **Delete Documents** | Remove documents by ID |
+| **Get Documents** | Fetch stored documents |
+| **List Indexes** | List every index in the project |
+| **Get Index** | Fetch index metadata |
+| **Delete Index** | Delete an index |
+| **Get Job Status** | Poll async create / add / delete jobs |
+
+Mutating operations (**Create Index**, **Add Documents**, **Delete Documents**) support:
+
+- **Wait for Completion** (default: on) — poll until the job finishes
+- **Max Wait (Seconds)** (default: 300) — then fail with the `jobId` so you can continue via **Get Job Status**
+
+## Example: Query
+
+1. Add a **Moss** node
+2. Select operation **Query**
+3. Set **Index Name** and **Query**
+4. Optionally set **Top K**
+
+## Example: Create Index
+
+**Documents** field (JSON):
+
+```json
+[
+  { "id": "faq-1", "text": "We offer a 30-day return policy." },
+  { "id": "faq-2", "text": "Track your order from your account dashboard.", "metadata": { "source": "faq" } }
+]
+```
+
+## Architecture
+
+This node talks to the public Moss HTTP APIs directly (no native SDK bindings):
+
+- Manage: `POST https://service.usemoss.dev/v1/manage`
+- Query: `POST https://service.usemoss.dev/query`
+
+Create Index uses the documented upload flow (`initUpload` → binary PUT → `startBuild` → optional poll), with `dimension: 0` so Moss generates embeddings server-side.
+
+## License
+
+BSD 2-Clause — see [LICENSE](LICENSE).
+
+## Support
+
+- [Moss Docs](https://docs.moss.dev)
+- [Moss Control Plane API](https://docs.moss.dev/docs/api-reference/v1/getting-started/introduction)
+- [Moss Discord](https://discord.gg/eMXExuafBR)
diff --git a/packages/n8n-nodes-moss/credentials/MossApi.credentials.ts b/packages/n8n-nodes-moss/credentials/MossApi.credentials.ts
new file mode 100644
index 00000000..ace26acd
--- /dev/null
+++ b/packages/n8n-nodes-moss/credentials/MossApi.credentials.ts
@@ -0,0 +1,65 @@
+import type {
+	IAuthenticateGeneric,
+	ICredentialTestRequest,
+	ICredentialType,
+	INodeProperties,
+	Icon,
+} from 'n8n-workflow';
+
+export class MossApi implements ICredentialType {
+	name = 'mossApi';
+
+	displayName = 'Moss API';
+
+	documentationUrl = 'https://docs.moss.dev/docs/integrate/authentication';
+
+	icon: Icon = { light: 'file:../icons/moss.svg', dark: 'file:../icons/moss.svg' };
+
+	properties: INodeProperties[] = [
+		{
+			displayName: 'Project ID',
+			name: 'projectId',
+			type: 'string',
+			default: '',
+			required: true,
+			description: 'Moss project ID from the Moss Portal',
+		},
+		{
+			displayName: 'Project Key',
+			name: 'projectKey',
+			type: 'string',
+			typeOptions: { password: true },
+			default: '',
+			required: true,
+			description: 'Moss project access key from the Moss Portal',
+		},
+	];
+
+	authenticate: IAuthenticateGeneric = {
+		type: 'generic',
+		properties: {
+			headers: {
+				'x-project-key': '={{$credentials.projectKey}}',
+				'x-service-version': 'v1',
+				'Content-Type': 'application/json',
+			},
+		},
+	};
+
+	test: ICredentialTestRequest = {
+		request: {
+			baseURL: 'https://service.usemoss.dev/v1',
+			url: '/manage',
+			method: 'POST',
+			headers: {
+				'Content-Type': 'application/json',
+				'x-project-key': '={{$credentials.projectKey}}',
+				'x-service-version': 'v1',
+			},
+			body: {
+				action: 'listIndexes',
+				projectId: '={{$credentials.projectId}}',
+			},
+		},
+	};
+}
diff --git a/packages/n8n-nodes-moss/icons/moss.svg b/packages/n8n-nodes-moss/icons/moss.svg
new file mode 100644
index 00000000..73bf7ad8
--- /dev/null
+++ b/packages/n8n-nodes-moss/icons/moss.svg
@@ -0,0 +1,6 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 60 60" fill="none">
+  <rect width="60" height="60" rx="12" fill="#1B4332"/>
+  <path d="M30 12c-2.5 6-8 10-8 18 0 6.5 4.5 12 8 14 3.5-2 8-7.5 8-14 0-8-5.5-12-8-18z" fill="#52B788"/>
+  <path d="M30 20c-1.5 4-5 6.5-5 11 0 4 2.8 7.5 5 9 2.2-1.5 5-5 5-9 0-4.5-3.5-7-5-11z" fill="#95D5B2"/>
+  <path d="M30 14v28" stroke="#D8F3DC" stroke-width="1.5" stroke-linecap="round"/>
+</svg>
diff --git a/packages/n8n-nodes-moss/nodes/Moss/GenericFunctions.ts b/packages/n8n-nodes-moss/nodes/Moss/GenericFunctions.ts
new file mode 100644
index 00000000..06df7114
--- /dev/null
+++ b/packages/n8n-nodes-moss/nodes/Moss/GenericFunctions.ts
@@ -0,0 +1,590 @@
+export const CLOUD_MANAGE_URL = 'https://service.usemoss.dev/v1/manage';
+export const CLOUD_QUERY_URL = 'https://service.usemoss.dev/query';
+
+export interface MossDocument {
+	id: string;
+	text: string;
+	metadata?: Record<string, string>;
+}
+
+export interface MossCredentials {
+	projectId: string;
+	projectKey: string;
+}
+
+export interface WaitOptions {
+	waitForCompletion?: boolean;
+	maxWaitSeconds?: number;
+}
+
+const MANAGE_TIMEOUT_MS = 120_000;
+const QUERY_TIMEOUT_MS = 60_000;
+const UPLOAD_TIMEOUT_MS = 1_800_000;
+const MAX_UPLOAD_RETRIES = 3;
+const POLL_INTERVAL_MS = 2_000;
+const MAX_CONSECUTIVE_ERRORS = 3;
+const DEFAULT_MAX_WAIT_SECONDS = 300;
+
+function extractErrorMessage(data: unknown, status: number, fallbackPrefix: string): string {
+	if (data && typeof data === 'object' && !Array.isArray(data)) {
+		const error = (data as Record<string, unknown>).error;
+		if (typeof error === 'string' && error.trim()) {
+			return error;
+		}
+		const message = (data as Record<string, unknown>).message;
+		if (typeof message === 'string' && message.trim()) {
+			return message;
+		}
+	}
+	return `${fallbackPrefix} ${status}`;
+}
+
+async function parseResponseBody(response: Response): Promise<unknown> {
+	const text = await response.text();
+	if (!text) {
+		return {};
+	}
+	try {
+		return JSON.parse(text) as unknown;
+	} catch {
+		const snippet = text.replace(/\s+/g, ' ').trim().slice(0, 200);
+		throw new Error(
+			`Moss API returned non-JSON response (${response.status}): ${snippet || '(empty)'}`,
+		);
+	}
+}
+
+function isRetryableTransportError(error: unknown): boolean {
+	if (!(error instanceof Error)) {
+		return false;
+	}
+	const name = error.name;
+	const message = error.message.toLowerCase();
+	return (
+		name === 'AbortError' ||
+		name === 'TimeoutError' ||
+		message.includes('fetch failed') ||
+		message.includes('network') ||
+		message.includes('econnreset') ||
+		message.includes('etimedout') ||
+		message.includes('socket')
+	);
+}
+
+const MAX_RETRY_AFTER_MS = 60_000;
+
+/** Parse Retry-After as delay-seconds or HTTP-date; returns wait milliseconds. */
+export function parseRetryAfterMs(header: string | null, nowMs: number = Date.now()): number | undefined {
+	if (!header) return undefined;
+	const trimmed = header.trim();
+	if (!trimmed) return undefined;
+
+	if (/^\d+$/.test(trimmed)) {
+		return Math.min(MAX_RETRY_AFTER_MS, Math.max(0, Number(trimmed) * 1000));
+	}
+
+	const dateMs = Date.parse(trimmed);
+	if (Number.isNaN(dateMs)) return undefined;
+	return Math.min(MAX_RETRY_AFTER_MS, Math.max(0, dateMs - nowMs));
+}
+
+export async function manageRequest(
+	credentials: MossCredentials,
+	body: Record<string, unknown>,
+	timeoutMs: number = MANAGE_TIMEOUT_MS,
+): Promise<unknown> {
+	const response = await fetch(CLOUD_MANAGE_URL, {
+		method: 'POST',
+		headers: {
+			'Content-Type': 'application/json',
+			'x-project-key': credentials.projectKey,
+			'x-service-version': 'v1',
+		},
+		body: JSON.stringify({
+			projectId: credentials.projectId,
+			...body,
+		}),
+		signal: AbortSignal.timeout(Math.max(1, timeoutMs)),
+	});
+
+	const data = await parseResponseBody(response);
+
+	if (!response.ok) {
+		throw new Error(extractErrorMessage(data, response.status, 'Moss API error'));
+	}
+
+	return data;
+}
+
+/**
+ * Serializes docs into the Moss bulk upload binary format:
+ *   [MOSS (4B)] [version=1 (4B)] [docCount (4B)] [dim (4B)]
+ *   [metaLen (4B)] [metadata JSON] [float32 embeddings]
+ *
+ * Uses dimension=0 so the control plane generates embeddings server-side.
+ */
+export function serializeBulkPayload(docs: MossDocument[]): ArrayBuffer {
+	const metadata = docs.map(({ id, text, metadata: meta }) => ({
+		id,
+		text,
+		...(meta ? { metadata: meta } : {}),
+	}));
+	const metadataBytes = new TextEncoder().encode(JSON.stringify(metadata));
+
+	const HEADER_SIZE = 20;
+	const totalSize = HEADER_SIZE + metadataBytes.length;
+	const buffer = new ArrayBuffer(totalSize);
+	const view = new DataView(buffer);
+	const byteView = new Uint8Array(buffer);
+
+	byteView.set([0x4d, 0x4f, 0x53, 0x53], 0); // "MOSS"
+	view.setUint32(4, 1, true); // bulk format version
+	view.setUint32(8, docs.length, true);
+	view.setUint32(12, 0, true); // dimension=0 → server embeds
+	view.setUint32(16, metadataBytes.length, true);
+	byteView.set(metadataBytes, HEADER_SIZE);
+
+	return buffer;
+}
+
+export function parseDocuments(raw: unknown): MossDocument[] {
+	let value = raw;
+	if (typeof value === 'string') {
+		try {
+			value = JSON.parse(value) as unknown;
+		} catch {
+			throw new Error('Documents must be valid JSON (array of { id, text, metadata? } objects)');
+		}
+	}
+
+	if (!Array.isArray(value)) {
+		throw new Error('Documents must be a JSON array of { id, text, metadata? } objects');
+	}
+
+	return value.map((doc, index) => {
+		if (!doc || typeof doc !== 'object') {
+			throw new Error(`Document at index ${index} must be an object`);
+		}
+		const record = doc as Record<string, unknown>;
+
+		const id =
+			typeof record.id === 'string'
+				? record.id
+				: typeof record.id === 'number'
+					? String(record.id)
+					: null;
+		const text =
+			typeof record.text === 'string'
+				? record.text
+				: typeof record.text === 'number'
+					? String(record.text)
+					: null;
+
+		if (id === null || text === null) {
+			throw new Error(`Document at index ${index} requires string "id" and "text" fields`);
+		}
+
+		let metadata: Record<string, string> | undefined;
+		if (record.metadata !== undefined) {
+			if (!record.metadata || typeof record.metadata !== 'object' || Array.isArray(record.metadata)) {
+				throw new Error(`Document at index ${index} metadata must be an object of string values`);
+			}
+			metadata = {};
+			for (const [key, metaValue] of Object.entries(record.metadata as Record<string, unknown>)) {
+				if (typeof metaValue === 'string') {
+					metadata[key] = metaValue;
+				} else if (typeof metaValue === 'number' || typeof metaValue === 'boolean') {
+					metadata[key] = String(metaValue);
+				} else {
+					throw new Error(
+						`Document at index ${index} metadata.${key} must be a string (got ${typeof metaValue})`,
+					);
+				}
+			}
+		}
+
+		return { id, text, ...(metadata ? { metadata } : {}) };
+	});
+}
+
+function normalizeIdToken(value: unknown, index: number): string {
+	if (typeof value === 'string') {
+		const trimmed = value.trim();
+		if (!trimmed) {
+			throw new Error(`Document ID at index ${index} is empty`);
+		}
+		return trimmed;
+	}
+	if (typeof value === 'number' && Number.isFinite(value)) {
+		return String(value);
+	}
+	throw new Error(
+		`Document ID at index ${index} must be a string or number (got ${
+			value === null ? 'null' : typeof value
+		})`,
+	);
+}
+
+export function parseStringList(raw: unknown): string[] {
+	if (Array.isArray(raw)) {
+		return raw.map((value, index) => normalizeIdToken(value, index));
+	}
+	if (typeof raw === 'string') {
+		const trimmed = raw.trim();
+		if (!trimmed) return [];
+		if (trimmed.startsWith('[')) {
+			try {
+				return parseStringList(JSON.parse(trimmed) as unknown);
+			} catch (error) {
+				if (error instanceof Error && error.message.startsWith('Document ID')) {
+					throw error;
+				}
+				throw new Error('Document IDs JSON array is invalid');
+			}
+		}
+		return trimmed
+			.split(/[\n,]/)
+			.map((part) => part.trim())
+			.filter(Boolean);
+	}
+	return [];
+}
+
+/** Normalize API payloads so n8n returnJsonArray always gets an object or object[]. */
+export function normalizeExecutionData(data: unknown): Record<string, unknown> | Record<string, unknown>[] {
+	if (Array.isArray(data)) {
+		return data.map((item, index) => {
+			if (item && typeof item === 'object' && !Array.isArray(item)) {
+				return item as Record<string, unknown>;
+			}
+			return { value: item, index };
+		});
+	}
+
+	if (data && typeof data === 'object') {
+		return data as Record<string, unknown>;
+	}
+
+	return { result: data };
+}
+
+async function uploadWithRetries(uploadUrl: string, payload: ArrayBuffer): Promise<void> {
+	let lastError: Error | undefined;
+	const body = Buffer.from(payload);
+
+	for (let attempt = 0; attempt < MAX_UPLOAD_RETRIES; attempt++) {
+		let retryDelayMs = 1000 * 2 ** attempt;
+
+		try {
+			const response = await fetch(uploadUrl, {
+				method: 'PUT',
+				body,
+				headers: { 'Content-Type': 'application/octet-stream' },
+				signal: AbortSignal.timeout(UPLOAD_TIMEOUT_MS),
+			});
+
+			const retryAfterMs = parseRetryAfterMs(response.headers.get('Retry-After'));
+
+			// Drain/cancel the body so keep-alive sockets are released promptly.
+			await response.arrayBuffer().catch(() => undefined);
+
+			if (response.ok) return;
+
+			lastError = new Error(`Failed to upload Moss index payload (HTTP ${response.status})`);
+			const retryableStatus = response.status === 429 || response.status >= 500;
+			if (!retryableStatus) {
+				throw lastError;
+			}
+			if (retryAfterMs !== undefined) {
+				retryDelayMs = retryAfterMs;
+			}
+		} catch (error) {
+			if (
+				error instanceof Error &&
+				/HTTP [4]\d\d/.test(error.message) &&
+				!/HTTP 429/.test(error.message)
+			) {
+				throw error;
+			}
+			lastError =
+				error instanceof Error
+					? error
+					: new Error(`Failed to upload Moss index payload: ${String(error)}`);
+			if (
+				!isRetryableTransportError(error) &&
+				!/HTTP 5\d\d/.test(lastError.message) &&
+				!/HTTP 429/.test(lastError.message)
+			) {
+				throw lastError;
+			}
+		}
+
+		if (attempt < MAX_UPLOAD_RETRIES - 1) {
+			await new Promise((resolve) => setTimeout(resolve, retryDelayMs));
+		}
+	}
+
+	throw lastError ?? new Error('Failed to upload Moss index payload');
+}
+
+function normalizeJobStatus(status: unknown): string {
+	return String(status ?? '')
+		.trim()
+		.toLowerCase()
+		.replace(/\s+/g, '_');
+}
+
+export async function pollJobUntilComplete(
+	credentials: MossCredentials,
+	jobId: string,
+	indexName: string,
+	docCount: number,
+	maxWaitSeconds: number = DEFAULT_MAX_WAIT_SECONDS,
+): Promise<Record<string, unknown>> {
+	const maxWaitMs = Math.max(1, maxWaitSeconds) * 1000;
+	const start = Date.now();
+	let consecutiveErrors = 0;
+
+	while (true) {
+		const elapsed = Date.now() - start;
+		const remainingMs = maxWaitMs - elapsed;
+		if (remainingMs <= 0) {
+			break;
+		}
+
+		let statusPayload: unknown;
+		try {
+			statusPayload = await manageRequest(
+				credentials,
+				{
+					action: 'getJobStatus',
+					jobId,
+				},
+				Math.min(MANAGE_TIMEOUT_MS, remainingMs),
+			);
+			consecutiveErrors = 0;
+		} catch (error) {
+			consecutiveErrors += 1;
+			if (consecutiveErrors >= MAX_CONSECUTIVE_ERRORS) {
+				throw new Error(
+					`Job status polling failed after ${MAX_CONSECUTIVE_ERRORS} consecutive errors: ${
+						error instanceof Error ? error.message : String(error)
+					}`,
+				);
+			}
+			const sleepMs = Math.min(POLL_INTERVAL_MS, Math.max(0, maxWaitMs - (Date.now() - start)));
+			if (sleepMs <= 0) break;
+			await new Promise((resolve) => setTimeout(resolve, sleepMs));
+			continue;
+		}
+
+		const status =
+			statusPayload && typeof statusPayload === 'object' && !Array.isArray(statusPayload)
+				? (statusPayload as Record<string, unknown>)
+				: {};
+		const jobStatus = normalizeJobStatus(status.status);
+		const compact = jobStatus.replace(/_/g, '');
+
+		if (jobStatus === 'completed' || compact === 'completed') {
+			return { jobId, indexName, docCount, status: 'completed' };
+		}
+		if (jobStatus === 'failed' || compact === 'failed') {
+			throw new Error(`Moss job failed: ${String(status.error ?? 'unknown error')}`);
+		}
+
+		const sleepMs = Math.min(POLL_INTERVAL_MS, Math.max(0, maxWaitMs - (Date.now() - start)));
+		if (sleepMs <= 0) break;
+		await new Promise((resolve) => setTimeout(resolve, sleepMs));
+	}
+
+	throw new Error(
+		`Moss job timed out after ${maxWaitSeconds}s (job ${jobId}). Use Get Job Status to keep polling.`,
+	);
+}
+
+async function maybeWaitForJob(
+	credentials: MossCredentials,
+	response: unknown,
+	indexName: string,
+	docCount: number,
+	wait?: WaitOptions,
+): Promise<Record<string, unknown>> {
+	const payload =
+		response && typeof response === 'object' && !Array.isArray(response)
+			? (response as Record<string, unknown>)
+			: { result: response };
+
+	const jobId = typeof payload.jobId === 'string' ? payload.jobId : '';
+	if (!wait?.waitForCompletion || !jobId) {
+		return payload;
+	}
+
+	return pollJobUntilComplete(
+		credentials,
+		jobId,
+		indexName,
+		docCount,
+		wait.maxWaitSeconds ?? DEFAULT_MAX_WAIT_SECONDS,
+	);
+}
+
+export async function createIndex(
+	credentials: MossCredentials,
+	indexName: string,
+	docs: MossDocument[],
+	modelId: string,
+	wait?: WaitOptions,
+): Promise<Record<string, unknown>> {
+	if (!docs.length) {
+		throw new Error('Create Index requires at least one document');
+	}
+
+	const init = (await manageRequest(credentials, {
+		action: 'initUpload',
+		indexName,
+		modelId,
+		docCount: docs.length,
+		dimension: 0,
+	})) as Record<string, unknown>;
+
+	const jobId = String(init.jobId ?? '');
+	const uploadUrl = String(init.uploadUrl ?? '');
+	if (!jobId || !uploadUrl) {
+		throw new Error('Moss initUpload did not return jobId/uploadUrl');
+	}
+
+	await uploadWithRetries(uploadUrl, serializeBulkPayload(docs));
+
+	const started = await manageRequest(credentials, {
+		action: 'startBuild',
+		jobId,
+	});
+
+	return maybeWaitForJob(
+		credentials,
+		{ ...(started as Record<string, unknown>), jobId, indexName, docCount: docs.length },
+		indexName,
+		docs.length,
+		wait,
+	);
+}
+
+export async function addDocs(
+	credentials: MossCredentials,
+	indexName: string,
+	docs: MossDocument[],
+	upsert: boolean,
+	wait?: WaitOptions,
+): Promise<Record<string, unknown>> {
+	if (!docs.length) {
+		throw new Error('Add Documents requires at least one document');
+	}
+
+	const response = await manageRequest(credentials, {
+		action: 'addDocs',
+		indexName,
+		docs,
+		options: { upsert },
+	});
+
+	return maybeWaitForJob(credentials, response, indexName, docs.length, wait);
+}
+
+export async function deleteDocs(
+	credentials: MossCredentials,
+	indexName: string,
+	docIds: string[],
+	wait?: WaitOptions,
+): Promise<Record<string, unknown>> {
+	if (!docIds.length) {
+		throw new Error('Delete Documents requires at least one document ID');
+	}
+
+	const response = await manageRequest(credentials, {
+		action: 'deleteDocs',
+		indexName,
+		docIds,
+	});
+
+	return maybeWaitForJob(credentials, response, indexName, docIds.length, wait);
+}
+
+export async function getDocs(
+	credentials: MossCredentials,
+	indexName: string,
+	docIds?: string[],
+): Promise<unknown> {
+	return manageRequest(credentials, {
+		action: 'getDocs',
+		indexName,
+		...(docIds?.length ? { options: { docIds } } : {}),
+	});
+}
+
+export async function listIndexes(credentials: MossCredentials): Promise<unknown> {
+	return manageRequest(credentials, { action: 'listIndexes' });
+}
+
+export async function getIndex(
+	credentials: MossCredentials,
+	indexName: string,
+): Promise<Record<string, unknown>> {
+	return (await manageRequest(credentials, { action: 'getIndex', indexName })) as Record<
+		string,
+		unknown
+	>;
+}
+
+export async function deleteIndex(
+	credentials: MossCredentials,
+	indexName: string,
+): Promise<Record<string, unknown>> {
+	return (await manageRequest(credentials, { action: 'deleteIndex', indexName })) as Record<
+		string,
+		unknown
+	>;
+}
+
+export async function getJobStatus(
+	credentials: MossCredentials,
+	jobId: string,
+): Promise<Record<string, unknown>> {
+	return (await manageRequest(credentials, { action: 'getJobStatus', jobId })) as Record<
+		string,
+		unknown
+	>;
+}
+
+export async function queryIndex(
+	credentials: MossCredentials,
+	indexName: string,
+	query: string,
+	topK: number,
+): Promise<Record<string, unknown>> {
+	const response = await fetch(CLOUD_QUERY_URL, {
+		method: 'POST',
+		headers: {
+			'Content-Type': 'application/json',
+		},
+		body: JSON.stringify({
+			query,
+			indexName,
+			projectId: credentials.projectId,
+			projectKey: credentials.projectKey,
+			topK,
+		}),
+		signal: AbortSignal.timeout(QUERY_TIMEOUT_MS),
+	});
+
+	const data = await parseResponseBody(response);
+
+	if (!response.ok) {
+		throw new Error(extractErrorMessage(data, response.status, 'Moss query error'));
+	}
+
+	if (data && typeof data === 'object' && !Array.isArray(data)) {
+		return data as Record<string, unknown>;
+	}
+
+	return { result: data };
+}
diff --git a/packages/n8n-nodes-moss/nodes/Moss/Moss.node.json b/packages/n8n-nodes-moss/nodes/Moss/Moss.node.json
new file mode 100644
index 00000000..f1f62553
--- /dev/null
+++ b/packages/n8n-nodes-moss/nodes/Moss/Moss.node.json
@@ -0,0 +1,18 @@
+{
+	"node": "n8n-nodes-moss.moss",
+	"nodeVersion": "1.0",
+	"codexVersion": "1.0",
+	"categories": ["Data & Storage"],
+	"resources": {
+		"credentialDocumentation": [
+			{
+				"url": "https://docs.moss.dev/docs/integrate/authentication"
+			}
+		],
+		"primaryDocumentation": [
+			{
+				"url": "https://github.com/usemoss/moss/tree/main/packages/n8n-nodes-moss"
+			}
+		]
+	}
+}
diff --git a/packages/n8n-nodes-moss/nodes/Moss/Moss.node.ts b/packages/n8n-nodes-moss/nodes/Moss/Moss.node.ts
new file mode 100644
index 00000000..83e14829
--- /dev/null
+++ b/packages/n8n-nodes-moss/nodes/Moss/Moss.node.ts
@@ -0,0 +1,429 @@
+import type {
+	IDataObject,
+	IExecuteFunctions,
+	INodeExecutionData,
+	INodeType,
+	INodeTypeDescription,
+} from 'n8n-workflow';
+import { NodeConnectionTypes, NodeOperationError } from 'n8n-workflow';
+
+import {
+	addDocs,
+	createIndex,
+	deleteDocs,
+	deleteIndex,
+	getDocs,
+	getIndex,
+	getJobStatus,
+	listIndexes,
+	normalizeExecutionData,
+	parseDocuments,
+	parseStringList,
+	queryIndex,
+	type MossCredentials,
+} from './GenericFunctions';
+
+async function getMossCredentials(this: IExecuteFunctions): Promise<MossCredentials> {
+	const credentials = await this.getCredentials('mossApi');
+	const projectId = credentials.projectId as string;
+	const projectKey = credentials.projectKey as string;
+
+	if (!projectId || !projectKey) {
+		throw new NodeOperationError(this.getNode(), 'Moss Project ID and Project Key are required');
+	}
+
+	return { projectId, projectKey };
+}
+
+const waitProperties = [
+	{
+		displayName: 'Wait for Completion',
+		name: 'waitForCompletion',
+		type: 'boolean' as const,
+		default: true,
+		description:
+			'Whether to poll until the async Moss job finishes. Disable to return the jobId immediately and poll with Get Job Status.',
+		displayOptions: {
+			show: {
+				operation: ['createIndex', 'addDocs', 'deleteDocs'],
+			},
+		},
+	},
+	{
+		displayName: 'Max Wait (Seconds)',
+		name: 'maxWaitSeconds',
+		type: 'number' as const,
+		typeOptions: {
+			minValue: 5,
+			maxValue: 1800,
+		},
+		default: 300,
+		description: 'Maximum seconds to wait when Wait for Completion is enabled',
+		displayOptions: {
+			show: {
+				operation: ['createIndex', 'addDocs', 'deleteDocs'],
+				waitForCompletion: [true],
+			},
+		},
+	},
+];
+
+export class Moss implements INodeType {
+	description: INodeTypeDescription = {
+		displayName: 'Moss',
+		name: 'moss',
+		icon: { light: 'file:moss.svg', dark: 'file:moss.svg' },
+		group: ['transform'],
+		version: 1,
+		subtitle: '={{$parameter["operation"]}}',
+		description: 'Index documents and run semantic search with Moss',
+		defaults: {
+			name: 'Moss',
+		},
+		usableAsTool: true,
+		inputs: [NodeConnectionTypes.Main],
+		outputs: [NodeConnectionTypes.Main],
+		credentials: [
+			{
+				name: 'mossApi',
+				required: true,
+			},
+		],
+		properties: [
+			{
+				displayName: 'Operation',
+				name: 'operation',
+				type: 'options',
+				noDataExpression: true,
+				options: [
+					{
+						name: 'Add Documents',
+						value: 'addDocs',
+						description: 'Add or upsert documents into an existing index',
+						action: 'Add documents',
+					},
+					{
+						name: 'Create Index',
+						value: 'createIndex',
+						description: 'Create a new index from documents',
+						action: 'Create an index',
+					},
+					{
+						name: 'Delete Documents',
+						value: 'deleteDocs',
+						description: 'Delete documents from an index by ID',
+						action: 'Delete documents',
+					},
+					{
+						name: 'Delete Index',
+						value: 'deleteIndex',
+						description: 'Delete an index and all of its data',
+						action: 'Delete an index',
+					},
+					{
+						name: 'Get Documents',
+						value: 'getDocs',
+						description: 'Retrieve documents from an index',
+						action: 'Get documents',
+					},
+					{
+						name: 'Get Index',
+						value: 'getIndex',
+						description: 'Get metadata for a single index',
+						action: 'Get an index',
+					},
+					{
+						name: 'Get Job Status',
+						value: 'getJobStatus',
+						description: 'Check the status of an async index job',
+						action: 'Get job status',
+					},
+					{
+						name: 'List Indexes',
+						value: 'listIndexes',
+						description: 'List every index in the project',
+						action: 'List indexes',
+					},
+					{
+						name: 'Query',
+						value: 'query',
+						description: 'Run a semantic search against an index',
+						action: 'Query an index',
+					},
+				],
+				default: 'query',
+			},
+			{
+				displayName: 'Index Name',
+				name: 'indexName',
+				type: 'string',
+				default: '',
+				required: true,
+				displayOptions: {
+					show: {
+						operation: [
+							'createIndex',
+							'addDocs',
+							'query',
+							'getIndex',
+							'deleteIndex',
+							'getDocs',
+							'deleteDocs',
+						],
+					},
+				},
+				description: 'Name of the Moss index',
+			},
+			{
+				displayName: 'Documents',
+				name: 'documents',
+				type: 'json',
+				default: '[{"id":"doc1","text":"Your document text here"}]',
+				required: true,
+				displayOptions: {
+					show: {
+						operation: ['createIndex', 'addDocs'],
+					},
+				},
+				description: 'JSON array of documents with id, text, and optional string metadata',
+			},
+			{
+				displayName: 'Model ID',
+				name: 'modelId',
+				type: 'options',
+				options: [
+					{ name: 'moss-minilm (default)', value: 'moss-minilm' },
+					{ name: 'moss-mediumlm', value: 'moss-mediumlm' },
+				],
+				default: 'moss-minilm',
+				displayOptions: {
+					show: {
+						operation: ['createIndex'],
+					},
+				},
+				description: 'Embedding model used when creating the index',
+			},
+			{
+				displayName: 'Upsert',
+				name: 'upsert',
+				type: 'boolean',
+				default: true,
+				displayOptions: {
+					show: {
+						operation: ['addDocs'],
+					},
+				},
+				description: 'Whether to update documents that already exist (matched by id)',
+			},
+			...waitProperties,
+			{
+				displayName: 'Query',
+				name: 'query',
+				type: 'string',
+				default: '',
+				required: true,
+				typeOptions: {
+					rows: 2,
+				},
+				displayOptions: {
+					show: {
+						operation: ['query'],
+					},
+				},
+				description: 'Natural-language search query',
+			},
+			{
+				displayName: 'Top K',
+				name: 'topK',
+				type: 'number',
+				typeOptions: {
+					minValue: 1,
+					maxValue: 100,
+				},
+				default: 5,
+				displayOptions: {
+					show: {
+						operation: ['query'],
+					},
+				},
+				description: 'Maximum number of results to return',
+			},
+			{
+				displayName: 'Document IDs',
+				name: 'docIds',
+				type: 'string',
+				default: '',
+				required: true,
+				displayOptions: {
+					show: {
+						operation: ['deleteDocs'],
+					},
+				},
+				description: 'Comma-separated or JSON array of document IDs to delete',
+			},
+			{
+				displayName: 'Document IDs',
+				name: 'getDocIds',
+				type: 'string',
+				default: '',
+				displayOptions: {
+					show: {
+						operation: ['getDocs'],
+					},
+				},
+				description:
+					'Optional comma-separated or JSON array of document IDs. Leave empty to fetch all.',
+			},
+			{
+				displayName: 'Job ID',
+				name: 'jobId',
+				type: 'string',
+				default: '',
+				required: true,
+				displayOptions: {
+					show: {
+						operation: ['getJobStatus'],
+					},
+				},
+				description: 'Job ID returned by create index, add documents, or delete documents',
+			},
+		],
+	};
+
+	async execute(this: IExecuteFunctions): Promise<INodeExecutionData[][]> {
+		const items = this.getInputData();
+		const returnData: INodeExecutionData[] = [];
+
+		if (!items.length) {
+			return [returnData];
+		}
+
+		const credentials = await getMossCredentials.call(this);
+		const mutatingOps = new Set(['createIndex', 'addDocs', 'deleteDocs']);
+
+		for (let itemIndex = 0; itemIndex < items.length; itemIndex++) {
+			try {
+				const operation = this.getNodeParameter('operation', itemIndex) as string;
+				let responseData: IDataObject | IDataObject[] | unknown;
+
+				let waitOptions: { waitForCompletion: boolean; maxWaitSeconds: number } | undefined;
+				if (mutatingOps.has(operation)) {
+					const waitForCompletion = this.getNodeParameter(
+						'waitForCompletion',
+						itemIndex,
+						true,
+					) as boolean;
+					waitOptions = {
+						waitForCompletion,
+						maxWaitSeconds: waitForCompletion
+							? (this.getNodeParameter('maxWaitSeconds', itemIndex, 300) as number)
+							: 300,
+					};
+				}
+
+				switch (operation) {
+					case 'createIndex': {
+						const indexName = this.getNodeParameter('indexName', itemIndex) as string;
+						const documents = parseDocuments(this.getNodeParameter('documents', itemIndex));
+						const modelId = this.getNodeParameter('modelId', itemIndex) as string;
+						responseData = await createIndex(
+							credentials,
+							indexName,
+							documents,
+							modelId,
+							waitOptions,
+						);
+						break;
+					}
+					case 'addDocs': {
+						const indexName = this.getNodeParameter('indexName', itemIndex) as string;
+						const documents = parseDocuments(this.getNodeParameter('documents', itemIndex));
+						const upsert = this.getNodeParameter('upsert', itemIndex) as boolean;
+						responseData = await addDocs(
+							credentials,
+							indexName,
+							documents,
+							upsert,
+							waitOptions,
+						);
+						break;
+					}
+					case 'query': {
+						const indexName = this.getNodeParameter('indexName', itemIndex) as string;
+						const query = this.getNodeParameter('query', itemIndex) as string;
+						const topK = this.getNodeParameter('topK', itemIndex) as number;
+						responseData = await queryIndex(credentials, indexName, query, topK);
+						break;
+					}
+					case 'listIndexes': {
+						responseData = await listIndexes(credentials);
+						break;
+					}
+					case 'getIndex': {
+						const indexName = this.getNodeParameter('indexName', itemIndex) as string;
+						responseData = await getIndex(credentials, indexName);
+						break;
+					}
+					case 'deleteIndex': {
+						const indexName = this.getNodeParameter('indexName', itemIndex) as string;
+						responseData = await deleteIndex(credentials, indexName);
+						break;
+					}
+					case 'getDocs': {
+						const indexName = this.getNodeParameter('indexName', itemIndex) as string;
+						const docIds = parseStringList(this.getNodeParameter('getDocIds', itemIndex, ''));
+						responseData = await getDocs(
+							credentials,
+							indexName,
+							docIds.length ? docIds : undefined,
+						);
+						break;
+					}
+					case 'deleteDocs': {
+						const indexName = this.getNodeParameter('indexName', itemIndex) as string;
+						const docIds = parseStringList(this.getNodeParameter('docIds', itemIndex));
+						responseData = await deleteDocs(credentials, indexName, docIds, waitOptions);
+						break;
+					}
+					case 'getJobStatus': {
+						const jobId = this.getNodeParameter('jobId', itemIndex) as string;
+						responseData = await getJobStatus(credentials, jobId);
+						break;
+					}
+					default:
+						throw new NodeOperationError(this.getNode(), `Unknown operation: ${operation}`, {
+							itemIndex,
+						});
+				}
+
+				const executionData = this.helpers.constructExecutionMetaData(
+					this.helpers.returnJsonArray(
+						normalizeExecutionData(responseData) as IDataObject | IDataObject[],
+					),
+					{ itemData: { item: itemIndex } },
+				);
+				returnData.push(...executionData);
+			} catch (error) {
+				if (this.continueOnFail()) {
+					returnData.push({
+						json: {
+							error: error instanceof Error ? error.message : String(error),
+						},
+						pairedItem: itemIndex,
+					});
+					continue;
+				}
+				if (error instanceof NodeOperationError) {
+					throw error;
+				}
+				throw new NodeOperationError(
+					this.getNode(),
+					error instanceof Error ? error : new Error(String(error)),
+					{ itemIndex },
+				);
+			}
+		}
+
+		return [returnData];
+	}
+}
diff --git a/packages/n8n-nodes-moss/nodes/Moss/moss.svg b/packages/n8n-nodes-moss/nodes/Moss/moss.svg
new file mode 100644
index 00000000..73bf7ad8
--- /dev/null
+++ b/packages/n8n-nodes-moss/nodes/Moss/moss.svg
@@ -0,0 +1,6 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 60 60" fill="none">
+  <rect width="60" height="60" rx="12" fill="#1B4332"/>
+  <path d="M30 12c-2.5 6-8 10-8 18 0 6.5 4.5 12 8 14 3.5-2 8-7.5 8-14 0-8-5.5-12-8-18z" fill="#52B788"/>
+  <path d="M30 20c-1.5 4-5 6.5-5 11 0 4 2.8 7.5 5 9 2.2-1.5 5-5 5-9 0-4.5-3.5-7-5-11z" fill="#95D5B2"/>
+  <path d="M30 14v28" stroke="#D8F3DC" stroke-width="1.5" stroke-linecap="round"/>
+</svg>
diff --git a/packages/n8n-nodes-moss/package-lock.json b/packages/n8n-nodes-moss/package-lock.json
new file mode 100644
index 00000000..1d43fd58
--- /dev/null
+++ b/packages/n8n-nodes-moss/package-lock.json
@@ -0,0 +1,2894 @@
+{
+	"name": "n8n-nodes-moss",
+	"version": "0.1.0",
+	"lockfileVersion": 3,
+	"requires": true,
+	"packages": {
+		"": {
+			"name": "n8n-nodes-moss",
+			"version": "0.1.0",
+			"license": "BSD-2-Clause",
+			"devDependencies": {
+				"@types/node": "^22.13.14",
+				"n8n-workflow": "*",
+				"typescript": "^5.8.2",
+				"vitest": "^3.2.6"
+			},
+			"engines": {
+				"node": ">=20"
+			},
+			"peerDependencies": {
+				"n8n-workflow": "*"
+			}
+		},
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+			"cpu": [
+				"ppc64"
+			],
+			"dev": true,
+			"license": "MIT",
+			"optional": true,
+			"os": [
+				"aix"
+			],
+			"engines": {
+				"node": ">=18"
+			}
+		},
+		"node_modules/@esbuild/android-arm": {
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.28.1.tgz",
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+				"node": ">=18"
+			}
+		},
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+			}
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+			"dev": true,
+			"license": "MIT",
+			"optional": true,
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+				"darwin"
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+			"engines": {
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+		"node_modules/@esbuild/darwin-x64": {
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+				"freebsd"
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+			}
+		},
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+			"resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.28.1.tgz",
+			"integrity": "sha512-i7dZ9vQgnvSCzi/rYCXNgtF/U+eKZNJBzu3eTQbRgHnM7tNSizLOkRFAl3qzVc/Op/u5YkHHa4pf/3DOYHthLQ==",
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+			"optional": true,
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+				"freebsd"
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+				"node": ">=18"
+			}
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+		"node_modules/@esbuild/linux-arm": {
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.28.1.tgz",
+			"integrity": "sha512-qVXBOHQS+d5Y722GwJzJUtOLlX7km3CraOaGormF1pDtPd2C/l1SHRPgjLunLGe51Sh5YYWKMFDyV4SxgMQYTQ==",
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+				"arm"
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+			"license": "MIT",
+			"optional": true,
+			"os": [
+				"linux"
+			],
+			"engines": {
+				"node": ">=18"
+			}
+		},
+		"node_modules/@esbuild/linux-arm64": {
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.28.1.tgz",
+			"integrity": "sha512-yHs+0uc8+nvEAfAfxrWQKK5peSNzBc4PegcMO0EJ2hT71uA7vB8Ihg2e77R2P7SG5uYjPbHlLLmve4LLLRCf0g==",
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+			"license": "MIT",
+			"optional": true,
+			"os": [
+				"linux"
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+				"node": ">=18"
+			}
+		},
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+			"resolved": "https://registry.npmjs.org/@esbuild/linux-ia32/-/linux-ia32-0.28.1.tgz",
+			"integrity": "sha512-d1z4ZuP0ajrfz/FhGT4vv278rX8KnPPJx8i5+AtK7TYbx9Le9F1hyzurZpkEyjkGa9dUGhQow4C1NmeGvqxN2w==",
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+				"ia32"
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+			"dev": true,
+			"license": "MIT",
+			"optional": true,
+			"os": [
+				"linux"
+			],
+			"engines": {
+				"node": ">=18"
+			}
+		},
+		"node_modules/@esbuild/linux-loong64": {
+			"version": "0.28.1",
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+			"integrity": "sha512-M5sRjUVZrkm1OAPR3dlOYzNmN+loZKGVi1VUQGrwuqLcbR6qeAz+famMhjASeH3YVKvZz+zT1jlh/keC3Rj/lg==",
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+				"loong64"
+			],
+			"dev": true,
+			"license": "MIT",
+			"optional": true,
+			"os": [
+				"linux"
+			],
+			"engines": {
+				"node": ">=18"
+			}
+		},
+		"node_modules/@esbuild/linux-mips64el": {
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diff --git a/packages/n8n-nodes-moss/package.json b/packages/n8n-nodes-moss/package.json
new file mode 100644
index 00000000..aba97b8e
--- /dev/null
+++ b/packages/n8n-nodes-moss/package.json
@@ -0,0 +1,58 @@
+{
+	"name": "n8n-nodes-moss",
+	"version": "0.1.0",
+	"description": "n8n community node for Moss semantic search — create indexes, add documents, and query",
+	"license": "BSD-2-Clause",
+	"homepage": "https://docs.moss.dev",
+	"keywords": [
+		"n8n-community-node-package",
+		"moss",
+		"semantic-search",
+		"rag",
+		"vector-search"
+	],
+	"author": {
+		"name": "Moss Team",
+		"email": "contact@moss.dev"
+	},
+	"repository": {
+		"type": "git",
+		"url": "https://github.com/usemoss/moss.git",
+		"directory": "packages/n8n-nodes-moss"
+	},
+	"engines": {
+		"node": ">=20"
+	},
+	"scripts": {
+		"build": "tsc && node scripts/copy-icons.js",
+		"dev": "tsc --watch",
+		"typecheck": "tsc --noEmit",
+		"test": "vitest run",
+		"prepack": "npm run build && npm run test",
+		"prepublishOnly": "npm run build && npm run test"
+	},
+	"files": [
+		"dist",
+		"README.md",
+		"LICENSE"
+	],
+	"n8n": {
+		"n8nNodesApiVersion": 1,
+		"strict": true,
+		"credentials": [
+			"dist/credentials/MossApi.credentials.js"
+		],
+		"nodes": [
+			"dist/nodes/Moss/Moss.node.js"
+		]
+	},
+	"devDependencies": {
+		"@types/node": "^22.13.14",
+		"n8n-workflow": "*",
+		"typescript": "^5.8.2",
+		"vitest": "^3.2.6"
+	},
+	"peerDependencies": {
+		"n8n-workflow": "*"
+	}
+}
diff --git a/packages/n8n-nodes-moss/scripts/copy-icons.js b/packages/n8n-nodes-moss/scripts/copy-icons.js
new file mode 100644
index 00000000..0383f680
--- /dev/null
+++ b/packages/n8n-nodes-moss/scripts/copy-icons.js
@@ -0,0 +1,36 @@
+const fs = require('fs');
+const path = require('path');
+
+function copyDirFiltered(srcDir, destDir, predicate) {
+	if (!fs.existsSync(srcDir)) {
+		throw new Error(`Required asset directory missing: ${srcDir}`);
+	}
+	fs.mkdirSync(destDir, { recursive: true });
+	let copied = 0;
+	for (const file of fs.readdirSync(srcDir)) {
+		const src = path.join(srcDir, file);
+		if (!fs.statSync(src).isFile()) continue;
+		if (!predicate(file)) continue;
+		fs.copyFileSync(src, path.join(destDir, file));
+		copied += 1;
+	}
+	if (copied === 0) {
+		throw new Error(`No matching assets found in ${srcDir}`);
+	}
+}
+
+const root = path.join(__dirname, '..');
+
+copyDirFiltered(
+	path.join(root, 'nodes', 'Moss'),
+	path.join(root, 'dist', 'nodes', 'Moss'),
+	(file) => file.endsWith('.svg') || file.endsWith('.png') || file.endsWith('.json'),
+);
+
+copyDirFiltered(
+	path.join(root, 'icons'),
+	path.join(root, 'dist', 'icons'),
+	(file) => file.endsWith('.svg') || file.endsWith('.png'),
+);
+
+console.log('Copied Moss node icons and metadata');
diff --git a/packages/n8n-nodes-moss/test/genericFunctions.test.ts b/packages/n8n-nodes-moss/test/genericFunctions.test.ts
new file mode 100644
index 00000000..4ba35cfe
--- /dev/null
+++ b/packages/n8n-nodes-moss/test/genericFunctions.test.ts
@@ -0,0 +1,323 @@
+import { afterEach, describe, expect, it, vi } from 'vitest';
+
+import {
+	CLOUD_MANAGE_URL,
+	CLOUD_QUERY_URL,
+	addDocs,
+	createIndex,
+	getDocs,
+	listIndexes,
+	normalizeExecutionData,
+	parseDocuments,
+	parseRetryAfterMs,
+	parseStringList,
+	queryIndex,
+	serializeBulkPayload,
+} from '../nodes/Moss/GenericFunctions';
+
+function decodeHeader(buf: ArrayBuffer) {
+	const view = new DataView(buf);
+	const magic = new TextDecoder().decode(new Uint8Array(buf, 0, 4));
+	return {
+		magic,
+		version: view.getUint32(4, true),
+		docCount: view.getUint32(8, true),
+		dimension: view.getUint32(12, true),
+		metadataLen: view.getUint32(16, true),
+	};
+}
+
+const credentials = {
+	projectId: 'project-123',
+	projectKey: 'key-abc',
+};
+
+afterEach(() => {
+	vi.unstubAllGlobals();
+	vi.restoreAllMocks();
+});
+
+describe('serializeBulkPayload', () => {
+	it('writes MOSS magic, version 1, and dimension 0 for text-only docs', () => {
+		const buf = serializeBulkPayload([
+			{ id: 'd1', text: 'hello' },
+			{ id: 'd2', text: 'world', metadata: { source: 'faq' } },
+		]);
+		const header = decodeHeader(buf);
+		expect(header.magic).toBe('MOSS');
+		expect(header.version).toBe(1);
+		expect(header.docCount).toBe(2);
+		expect(header.dimension).toBe(0);
+		expect(buf.byteLength).toBe(20 + header.metadataLen);
+
+		const metadata = JSON.parse(
+			new TextDecoder().decode(new Uint8Array(buf, 20, header.metadataLen)),
+		);
+		expect(metadata).toEqual([
+			{ id: 'd1', text: 'hello' },
+			{ id: 'd2', text: 'world', metadata: { source: 'faq' } },
+		]);
+	});
+});
+
+describe('parseDocuments', () => {
+	it('parses JSON string and coerces numeric ids/metadata', () => {
+		expect(
+			parseDocuments('[{"id":1,"text":"one","metadata":{"k":2,"ok":true}}]'),
+		).toEqual([{ id: '1', text: 'one', metadata: { k: '2', ok: 'true' } }]);
+	});
+
+	it('rejects invalid JSON and non-string object metadata', () => {
+		expect(() => parseDocuments('{bad')).toThrow(/valid JSON/);
+		expect(() =>
+			parseDocuments([{ id: 'a', text: 'one', metadata: { nested: { x: 1 } } }]),
+		).toThrow(/metadata\.nested must be a string/);
+	});
+});
+
+describe('parseStringList', () => {
+	it('parses comma-separated, newline, and JSON arrays', () => {
+		expect(parseStringList('a, b, c')).toEqual(['a', 'b', 'c']);
+		expect(parseStringList('a\nb')).toEqual(['a', 'b']);
+		expect(parseStringList('["x","y"]')).toEqual(['x', 'y']);
+		expect(parseStringList('')).toEqual([]);
+		expect(parseStringList([1, '  two  '])).toEqual(['1', 'two']);
+	});
+
+	it('rejects null/boolean/object IDs instead of stringifying them', () => {
+		expect(() => parseStringList([null])).toThrow(/must be a string or number/);
+		expect(() => parseStringList([true])).toThrow(/must be a string or number/);
+		expect(() => parseStringList([{}])).toThrow(/must be a string or number/);
+		expect(() => parseStringList(['  '])).toThrow(/empty/);
+	});
+});
+
+describe('parseRetryAfterMs', () => {
+	it('parses delay-seconds and HTTP-date forms with a 60s cap', () => {
+		expect(parseRetryAfterMs('3')).toBe(3000);
+		expect(parseRetryAfterMs('120')).toBe(60_000);
+
+		const now = Date.parse('Wed, 21 Oct 2015 07:28:00 GMT');
+		expect(parseRetryAfterMs('Wed, 21 Oct 2015 07:28:05 GMT', now)).toBe(5000);
+		expect(parseRetryAfterMs('Wed, 21 Oct 2015 07:30:00 GMT', now)).toBe(60_000);
+		expect(parseRetryAfterMs('not-a-date')).toBeUndefined();
+		expect(parseRetryAfterMs(null)).toBeUndefined();
+	});
+});
+
+describe('normalizeExecutionData', () => {
+	it('passes through objects and maps arrays for n8n items', () => {
+		expect(normalizeExecutionData({ ok: true })).toEqual({ ok: true });
+		expect(normalizeExecutionData([{ name: 'a' }, { name: 'b' }])).toEqual([
+			{ name: 'a' },
+			{ name: 'b' },
+		]);
+		expect(normalizeExecutionData([])).toEqual([]);
+	});
+});
+
+describe('HTTP helpers (mocked)', () => {
+	it('listIndexes posts manage action with auth headers', async () => {
+		const fetchMock = vi.fn(async () =>
+			new Response(JSON.stringify([{ name: 'support-faq', docCount: 2 }]), {
+				status: 200,
+				headers: { 'Content-Type': 'application/json' },
+			}),
+		);
+		vi.stubGlobal('fetch', fetchMock);
+
+		const result = await listIndexes(credentials);
+		expect(result).toEqual([{ name: 'support-faq', docCount: 2 }]);
+		expect(fetchMock).toHaveBeenCalledWith(
+			CLOUD_MANAGE_URL,
+			expect.objectContaining({
+				method: 'POST',
+				headers: expect.objectContaining({
+					'x-project-key': 'key-abc',
+					'x-service-version': 'v1',
+				}),
+			}),
+		);
+		const body = JSON.parse((fetchMock.mock.calls[0][1] as RequestInit).body as string);
+		expect(body).toEqual({
+			projectId: 'project-123',
+			action: 'listIndexes',
+		});
+	});
+
+	it('queryIndex posts to cloud query endpoint', async () => {
+		const fetchMock = vi.fn(async () =>
+			new Response(
+				JSON.stringify({
+					query: 'refunds',
+					docs: [{ id: '1', text: '30 day returns', score: 0.9 }],
+				}),
+				{ status: 200, headers: { 'Content-Type': 'application/json' } },
+			),
+		);
+		vi.stubGlobal('fetch', fetchMock);
+
+		const result = await queryIndex(credentials, 'support-faq', 'refunds', 3);
+		expect(result.docs).toHaveLength(1);
+		expect(fetchMock).toHaveBeenCalledWith(
+			CLOUD_QUERY_URL,
+			expect.objectContaining({ method: 'POST' }),
+		);
+		const body = JSON.parse((fetchMock.mock.calls[0][1] as RequestInit).body as string);
+		expect(body).toEqual({
+			query: 'refunds',
+			indexName: 'support-faq',
+			projectId: 'project-123',
+			projectKey: 'key-abc',
+			topK: 3,
+		});
+	});
+
+	it('createIndex runs initUpload → PUT → startBuild → poll completed', async () => {
+		const fetchMock = vi.fn(async (url: string, init?: RequestInit) => {
+			if (url === CLOUD_MANAGE_URL) {
+				const body = JSON.parse(String(init?.body)) as { action: string };
+				if (body.action === 'initUpload') {
+					return new Response(
+						JSON.stringify({
+							jobId: 'job-1',
+							uploadUrl: 'https://upload.example/put',
+						}),
+						{ status: 200 },
+					);
+				}
+				if (body.action === 'startBuild') {
+					return new Response(JSON.stringify({ jobId: 'job-1', status: 'building' }), {
+						status: 200,
+					});
+				}
+				if (body.action === 'getJobStatus') {
+					return new Response(
+						JSON.stringify({ jobId: 'job-1', status: 'completed', progress: 100 }),
+						{ status: 200 },
+					);
+				}
+			}
+			if (url === 'https://upload.example/put') {
+				expect(init?.method).toBe('PUT');
+				expect(init?.body).toBeInstanceOf(Buffer);
+				return new Response(null, { status: 200 });
+			}
+			return new Response(JSON.stringify({ error: `unexpected ${url}` }), { status: 500 });
+		});
+		vi.stubGlobal('fetch', fetchMock);
+
+		const result = await createIndex(
+			credentials,
+			'faqs',
+			[{ id: '1', text: 'hello' }],
+			'moss-minilm',
+			{ waitForCompletion: true, maxWaitSeconds: 5 },
+		);
+
+		expect(result).toEqual({
+			jobId: 'job-1',
+			indexName: 'faqs',
+			docCount: 1,
+			status: 'completed',
+		});
+		expect(fetchMock).toHaveBeenCalled();
+	});
+
+	it('createIndex retries upload on HTTP 429 then succeeds', async () => {
+		let uploadAttempts = 0;
+		const fetchMock = vi.fn(async (url: string, init?: RequestInit) => {
+			if (url === CLOUD_MANAGE_URL) {
+				const body = JSON.parse(String(init?.body)) as { action: string };
+				if (body.action === 'initUpload') {
+					return new Response(
+						JSON.stringify({
+							jobId: 'job-429',
+							uploadUrl: 'https://upload.example/put-429',
+						}),
+						{ status: 200 },
+					);
+				}
+				if (body.action === 'startBuild') {
+					return new Response(JSON.stringify({ jobId: 'job-429', status: 'building' }), {
+						status: 200,
+					});
+				}
+				if (body.action === 'getJobStatus') {
+					return new Response(
+						JSON.stringify({ jobId: 'job-429', status: 'completed', progress: 100 }),
+						{ status: 200 },
+					);
+				}
+			}
+			if (url === 'https://upload.example/put-429') {
+				uploadAttempts += 1;
+				if (uploadAttempts === 1) {
+					return new Response('slow down', {
+						status: 429,
+						headers: { 'Retry-After': '0' },
+					});
+				}
+				return new Response(null, { status: 200 });
+			}
+			return new Response(JSON.stringify({ error: `unexpected ${url}` }), { status: 500 });
+		});
+		vi.stubGlobal('fetch', fetchMock);
+
+		const result = await createIndex(
+			credentials,
+			'faqs',
+			[{ id: '1', text: 'hello' }],
+			'moss-minilm',
+			{ waitForCompletion: true, maxWaitSeconds: 5 },
+		);
+
+		expect(uploadAttempts).toBe(2);
+		expect(result.status).toBe('completed');
+	});
+
+	it('addDocs returns job payload when wait is disabled', async () => {
+		const fetchMock = vi.fn(async () =>
+			new Response(JSON.stringify({ jobId: 'job-2', status: 'building' }), { status: 200 }),
+		);
+		vi.stubGlobal('fetch', fetchMock);
+
+		const result = await addDocs(
+			credentials,
+			'faqs',
+			[{ id: '2', text: 'more' }],
+			true,
+			{ waitForCompletion: false },
+		);
+		expect(result).toEqual({ jobId: 'job-2', status: 'building' });
+	});
+
+	it('getDocs nests docIds under options', async () => {
+		const fetchMock = vi.fn(async () =>
+			new Response(JSON.stringify([{ id: 'a', text: 'hello' }]), { status: 200 }),
+		);
+		vi.stubGlobal('fetch', fetchMock);
+
+		await getDocs(credentials, 'faqs', ['a', 'b']);
+		const body = JSON.parse((fetchMock.mock.calls[0][1] as RequestInit).body as string);
+		expect(body).toEqual({
+			projectId: 'project-123',
+			action: 'getDocs',
+			indexName: 'faqs',
+			options: { docIds: ['a', 'b'] },
+		});
+	});
+
+	it('surfaces API error messages from manage requests', async () => {
+		vi.stubGlobal(
+			'fetch',
+			vi.fn(async () =>
+				new Response(JSON.stringify({ error: 'Index not found', action: 'getIndex' }), {
+					status: 404,
+				}),
+			),
+		);
+
+		await expect(listIndexes(credentials)).rejects.toThrow('Index not found');
+	});
+});
diff --git a/packages/n8n-nodes-moss/tsconfig.json b/packages/n8n-nodes-moss/tsconfig.json
new file mode 100644
index 00000000..4ea20722
--- /dev/null
+++ b/packages/n8n-nodes-moss/tsconfig.json
@@ -0,0 +1,23 @@
+{
+	"compilerOptions": {
+		"strict": true,
+		"module": "commonjs",
+		"moduleResolution": "node",
+		"target": "es2019",
+		"lib": ["es2019", "es2020", "es2022.error"],
+		"removeComments": true,
+		"forceConsistentCasingInFileNames": true,
+		"noImplicitAny": true,
+		"noImplicitReturns": true,
+		"noUnusedLocals": true,
+		"strictNullChecks": true,
+		"preserveConstEnums": true,
+		"esModuleInterop": true,
+		"resolveJsonModule": true,
+		"declaration": true,
+		"sourceMap": true,
+		"skipLibCheck": true,
+		"outDir": "./dist/"
+	},
+	"include": ["credentials/**/*", "nodes/**/*", "nodes/**/*.json"]
+}
diff --git a/packages/n8n-nodes-moss/vitest.config.ts b/packages/n8n-nodes-moss/vitest.config.ts
new file mode 100644
index 00000000..32a595c0
--- /dev/null
+++ b/packages/n8n-nodes-moss/vitest.config.ts
@@ -0,0 +1,8 @@
+/// <reference types="vitest" />
+import { defineConfig } from 'vitest/config';
+
+export default defineConfig({
+	test: {
+		include: ['test/**/*.test.ts'],
+	},
+});

From 614293c6dfd096605198fa388075fdf8eface571 Mon Sep 17 00:00:00 2001
From: Harsha Nalluru <harsha.nalluru1997@gmail.com>
Date: Tue, 21 Jul 2026 11:01:45 -0700
Subject: [PATCH 07/27] =?UTF-8?q?chore(ten-moss):=20release=20v0.1.0=20?=
 =?UTF-8?q?=E2=80=94=20publish=20workflow=20+=20package=20(#453)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Follow-up to #396: make `ten-moss` **releasable** to PyPI. Release
pipeline + package changes only — the usage/latency example is split
into #454.

## What
- **`.github/workflows/publish-ten-moss.yml`** — `workflow_dispatch`
release, mirrors `publish-pipecat-moss.yml`: reads version from
pyproject, builds, smoke-tests `import ten_moss`, publishes to PyPI
(`PYPI_API_TOKEN`), tags `ten-moss-v<version>`.
- **`MossSessionManager.last_time_taken_ms`** — exposes the
engine-measured retrieval time from `SearchResult.time_taken_ms` (set on
each `query_context`; `None` before first query / on error). Additive;
all 24 offline tests pass.
- Version **0.0.1 → 0.1.0**; CHANGELOG + README (API row).

## Release steps (after merge)
1. Merge this PR.
2. Run the **Publish ten-moss** workflow (`workflow_dispatch`).
3. Verify `pip install ten-moss==0.1.0` and `import ten_moss`.

Depends on `moss>=1.7.1` (1.7.2 published), `pydantic>=2`,
`loguru>=0.7`.

---
Example / latency breakdown: **#454** (stacked on this PR).
---
 .github/workflows/publish-ten-moss.yml        | 151 ++++++++++++++++++
 packages/ten-moss/CHANGELOG.md                |   8 +
 packages/ten-moss/README.md                   |   1 +
 packages/ten-moss/pyproject.toml              |   2 +-
 .../src/ten_moss/moss_session_manager.py      |   6 +
 .../ten-moss/tests/test_session_manager.py    |  47 ++++++
 6 files changed, 214 insertions(+), 1 deletion(-)
 create mode 100644 .github/workflows/publish-ten-moss.yml

diff --git a/.github/workflows/publish-ten-moss.yml b/.github/workflows/publish-ten-moss.yml
new file mode 100644
index 00000000..4cea851e
--- /dev/null
+++ b/.github/workflows/publish-ten-moss.yml
@@ -0,0 +1,151 @@
+name: Publish ten-moss
+
+permissions:
+  contents: read
+
+on:
+  workflow_dispatch:
+
+concurrency:
+  group: ten-moss-release
+  cancel-in-progress: false
+
+jobs:
+  determine-version:
+    runs-on: ubuntu-latest
+    outputs:
+      version: ${{ steps.compute.outputs.version }}
+      major_minor: ${{ steps.compute.outputs.major_minor }}
+      patch: ${{ steps.compute.outputs.patch }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Read version from pyproject
+        id: compute
+        shell: python
+        run: |
+          import os, pathlib, re, sys
+
+          text = pathlib.Path("packages/ten-moss/pyproject.toml").read_text(encoding="utf-8")
+          match = re.search(r'(?m)^version\s*=\s*"([^"]+)"', text)
+          if not match:
+              print("Could not find version in pyproject", file=sys.stderr)
+              sys.exit(1)
+          version = match.group(1)
+
+          semver = re.fullmatch(r"(\d+)\.(\d+)\.(\d+)", version)
+          if not semver:
+              print(f"Invalid version format in pyproject: {version}", file=sys.stderr)
+              sys.exit(1)
+          major, minor, patch = semver.group(1), semver.group(2), semver.group(3)
+          major_minor = f"{major}.{minor}"
+
+          out = pathlib.Path(os.environ["GITHUB_OUTPUT"])
+          with out.open("a", encoding="utf-8") as fh:
+              fh.write(f"version={version}\n")
+              fh.write(f"major_minor={major_minor}\n")
+              fh.write(f"patch={patch}\n")
+
+          print(f"Publishing version: {version}")
+
+  build-and-publish:
+    needs: determine-version
+    strategy:
+      fail-fast: false
+      matrix:
+        python: ["3.10", "3.11", "3.12", "3.13", "3.14"]
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+    env:
+      VERSION: ${{ needs.determine-version.outputs.version }}
+      DIST_DIR: dist
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python }}
+
+      - name: Install build tooling
+        run: |
+          python -m pip install --upgrade pip
+          pip install build twine
+
+      - name: Validate metadata version
+        shell: python
+        env:
+          EXPECTED_VERSION: ${{ env.VERSION }}
+        run: |
+          import os, pathlib, re, sys
+
+          expected = os.environ["EXPECTED_VERSION"]
+          path = pathlib.Path("packages/ten-moss/pyproject.toml")
+          text = path.read_text(encoding="utf-8")
+          match = re.search(r'(?m)^version\s*=\s*"([^"]+)"', text)
+          if not match:
+              print(f"Could not find version in {path}", file=sys.stderr)
+              sys.exit(1)
+          actual = match.group(1)
+          if actual != expected:
+              print(
+                  f"Version mismatch for {path}: expected {expected}, found {actual}",
+                  file=sys.stderr,
+              )
+              sys.exit(1)
+
+          print(f"Metadata version matches expected {expected}")
+
+      - name: Build distributions
+        working-directory: packages/ten-moss
+        run: |
+          rm -rf "${DIST_DIR}"
+          python -m build
+
+      - name: Smoke test import
+        shell: python
+        run: |
+          import glob, subprocess, sys
+
+          wheels = glob.glob("packages/ten-moss/dist/*.whl")
+          if not wheels:
+              raise SystemExit("No wheel found in dist/")
+
+          wheel = wheels[0]
+          subprocess.check_call([sys.executable, "-m", "pip", "install", "--force-reinstall", wheel])
+
+          import importlib
+          module = importlib.import_module("ten_moss")
+          print("import ok; sample attrs:", dir(module)[:5])
+
+      - name: Publish to PyPI
+        if: matrix.python == '3.11'
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }}
+        run: |
+          twine upload --skip-existing packages/ten-moss/dist/*
+
+      - name: Tag release
+        if: matrix.python == '3.11'
+        env:
+          VERSION: ${{ env.VERSION }}
+        run: |
+          git fetch --tags --force
+          if git rev-parse "ten-moss-v${VERSION}" >/dev/null 2>&1; then
+            echo "Tag ten-moss-v${VERSION} already exists"
+          else
+            git config user.name "github-actions"
+            git config user.email "github-actions@users.noreply.github.com"
+            git tag "ten-moss-v${VERSION}"
+            git push origin "ten-moss-v${VERSION}"
+          fi
diff --git a/packages/ten-moss/CHANGELOG.md b/packages/ten-moss/CHANGELOG.md
index f481cc6a..fe747c2f 100644
--- a/packages/ten-moss/CHANGELOG.md
+++ b/packages/ten-moss/CHANGELOG.md
@@ -5,6 +5,14 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [0.1.0] - 2026-07-21
+
+### Added
+- `MossSessionManager.last_time_taken_ms` — the engine-measured retrieval time (ms) from the most recent `query_context` call (`SearchResult.time_taken_ms`); `None` before the first query or on error.
+
+### Changed
+- First public release to PyPI (`pip install ten-moss`).
+
 ## [0.0.1] - 2026-07-15
 
 ### Added
diff --git a/packages/ten-moss/README.md b/packages/ten-moss/README.md
index aca86811..06bcb461 100644
--- a/packages/ten-moss/README.md
+++ b/packages/ten-moss/README.md
@@ -48,6 +48,7 @@ session = MossSessionManager.from_config(config)
 | `await delete_docs(ids)` | Delete documents from the session by id |
 | `await push_index()` | Persist the session to the cloud (durability / handoff) |
 | `doc_count` | Number of documents in the session |
+| `last_time_taken_ms` | Engine-measured retrieval time (ms) from the last `query_context` (`SearchResult.time_taken_ms`); `None` before the first query / on error |
 
 When built with `enable_moss=false`, no client is created and every method is a safe no-op.
 
diff --git a/packages/ten-moss/pyproject.toml b/packages/ten-moss/pyproject.toml
index 62fa6a44..b575919a 100644
--- a/packages/ten-moss/pyproject.toml
+++ b/packages/ten-moss/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "ten-moss"
-version = "0.0.1"
+version = "0.1.0"
 description = "Moss session manager for the TEN Framework"
 readme = "README.md"
 requires-python = ">=3.10,<3.15"
diff --git a/packages/ten-moss/src/ten_moss/moss_session_manager.py b/packages/ten-moss/src/ten_moss/moss_session_manager.py
index 1c72d2f8..ce043c5e 100644
--- a/packages/ten-moss/src/ten_moss/moss_session_manager.py
+++ b/packages/ten-moss/src/ten_moss/moss_session_manager.py
@@ -62,6 +62,9 @@ def __init__(
         self._timeout_s = timeout_s
         self._log = logger or _default_logger()
         self._session: Any = None
+        # Engine-measured retrieval time (ms) from the most recent query_context
+        # call — SearchResult.time_taken_ms. None if no query has run / it failed.
+        self.last_time_taken_ms: int | None = None
 
     @property
     def doc_count(self) -> int:
@@ -87,6 +90,7 @@ async def open(self) -> None:
 
     async def query_context(self, user_text: str) -> str:
         """Return grounding for this turn, or '' on blank input / no hits / error."""
+        self.last_time_taken_ms = None
         text = (user_text or "").strip()
         if not text or self._session is None:
             return ""
@@ -104,6 +108,8 @@ async def query_context(self, user_text: str) -> str:
                 f"{type(exc).__name__}: {exc}"
             )
             return ""
+        # Engine-measured retrieval time from the SearchResult object.
+        self.last_time_taken_ms = getattr(result, "time_taken_ms", None)
         docs = getattr(result, "docs", None) or []
         if not docs:
             return ""
diff --git a/packages/ten-moss/tests/test_session_manager.py b/packages/ten-moss/tests/test_session_manager.py
index 7c4932c5..e2101e80 100644
--- a/packages/ten-moss/tests/test_session_manager.py
+++ b/packages/ten-moss/tests/test_session_manager.py
@@ -140,6 +140,53 @@ async def _slow(*a, **k):
         session.query = AsyncMock(side_effect=_slow)
         self.assertEqual(await mgr.query_context("q"), "")
 
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_last_time_taken_ms_none_before_query(self, cls):
+        mgr, client, session = self._manager(cls)
+        self.assertIsNone(mgr.last_time_taken_ms)
+        await mgr.open()
+        self.assertIsNone(mgr.last_time_taken_ms)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_last_time_taken_ms_set_from_result(self, cls):
+        mgr, client, session = self._manager(cls)
+        await mgr.open()
+        session.query = AsyncMock(return_value=MagicMock(docs=[_Doc("hit")], time_taken_ms=7))
+        await mgr.query_context("q")
+        self.assertEqual(mgr.last_time_taken_ms, 7)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_last_time_taken_ms_set_even_on_no_hit(self, cls):
+        # A no-hit result still carries a timing; record it even though grounding is "".
+        mgr, client, session = self._manager(cls)
+        await mgr.open()
+        session.query = AsyncMock(return_value=MagicMock(docs=[], time_taken_ms=4))
+        self.assertEqual(await mgr.query_context("q"), "")
+        self.assertEqual(mgr.last_time_taken_ms, 4)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_last_time_taken_ms_reset_on_error(self, cls):
+        mgr, client, session = self._manager(cls)
+        await mgr.open()
+        mgr.last_time_taken_ms = 999  # stale value from a prior successful call
+        session.query = AsyncMock(side_effect=RuntimeError("boom"))
+        await mgr.query_context("q")
+        self.assertIsNone(mgr.last_time_taken_ms)
+
+    @patch("ten_moss.moss_session_manager.MossClient")
+    async def test_last_time_taken_ms_reset_on_timeout(self, cls):
+        mgr, client, session = self._manager(cls, timeout_s=0.01)
+        await mgr.open()
+        mgr.last_time_taken_ms = 999
+
+        async def _slow(*a, **k):
+            await asyncio.sleep(0.1)
+            return MagicMock(docs=[_Doc("late")], time_taken_ms=5)
+
+        session.query = AsyncMock(side_effect=_slow)
+        await mgr.query_context("q")
+        self.assertIsNone(mgr.last_time_taken_ms)
+
     @patch("ten_moss.moss_session_manager.MossClient")
     async def test_add_docs_delegates_to_session(self, cls):
         mgr, client, session = self._manager(cls)

From 4b57bcb51139f2823190df45c120dda85651ec4b Mon Sep 17 00:00:00 2001
From: Harsha Nalluru <harsha.nalluru1997@gmail.com>
Date: Tue, 21 Jul 2026 12:35:23 -0700
Subject: [PATCH 08/27] =?UTF-8?q?feat(ten-moss):=20Moss=20=E2=86=94=20TEN?=
 =?UTF-8?q?=20Framework=20integration=20=E2=80=94=20PR=202:=20voice-assist?=
 =?UTF-8?q?ant=20app=20(#399)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## PR 2 of 2 — `apps/ten-moss/`: TEN voice assistant with Moss session
grounding

The runnable half of the Moss ↔ [TEN
Framework](https://github.com/ten-framework/ten-framework) integration.
A real-time voice agent that, on each final ASR transcript, asks a
**Moss session** for session-scoped grounding (~1–10ms, in-process) and
injects it into the LLM prompt before the model responds.

> **Depends on #396 — merge that first.** This branch's `main_python`
imports
> `ten_moss` (`MossSessionManager`), which ships in #396. On `main`
(both merged)
> the import resolves; in isolation this PR won't import `ten_moss`.

### The Moss delta (the part to review)

The `tenapp/` baseline is vendored verbatim from TEN's `voice-assistant`
example; the Moss integration is a small, localized delta in the
`main_python` control extension:

- **`config.py`** — `MainControlConfig(MossSessionConfig)` picks up the
`moss_*` properties.
- **`extension.py` `on_init`** — opens the session, best-effort:
  ```python
  if self.config.enable_moss and self.config.moss_index_name:
      self.moss = MossSessionManager.from_config(self.config)
      await self.moss.open()
  ```
- **`extension.py` `_on_asr_result`** (final turn) — grounds the turn
(guarded so a
  grounding failure can't drop the turn):
  ```python
  ctx = await self.moss.query_context(event.text)
llm_input = f"{ctx}\n\n[Current User Question]\n{event.text}" if ctx
else event.text
  await self.agent.queue_llm_input(llm_input)
  ```
- **`manifest.json`** declares the `moss_*` properties;
**`requirements.txt`** documents the `ten-moss` install (not a hard PyPI
pin, since it isn't published yet).
- **`tenapp/property.json`** sets `moss_*` on the `main_control` node
(env-substituted).

Plus a sample corpus (`data/knowledge.jsonl`) and `create_index.py` to
build the demo index.

### Graph

`agora_rtc → streamid_adapter → stt(deepgram) →
main_control(main_python) → llm(openai) → tts(elevenlabs) → agora_rtc`,
with `message_collector2` for transcripts. Identical to TEN's
`voice-assistant` graph minus the weather tool.

### Provenance / license

`tenapp/` (graph, `main_python`, agent runtime, scripts) is vendored
from ten-framework at commit
[`c385d27`](https://github.com/ten-framework/ten-framework/tree/c385d2724a1f3e6ac4ee0b81fcc7dada8346c0e0/ai_agents/agents/examples/voice-assistant)
under **Apache-2.0** (headers preserved). Only the Moss delta above —
plus two small correctness patches (`decorators.py` annotation,
defensive `session_id` parse) — is applied on top. The repo-level TEN
monorepo harness (Taskfile/Dockerfile/playground/server) is
intentionally **not** vendored; this example is designed to run inside a
TEN Framework checkout (it references shared `ten_packages` via
`../../../`). See the app README.

### Validation

Static checks all pass: JSON parse (4 files), JSONL corpus (10 docs),
`py_compile` (all 11 modules incl. the vendored runtime), import graph
resolves, `create_index.load_documents()` returns 10 docs.

**Not** run end-to-end in CI — it needs the TEN toolchain (tman/Docker)
plus Agora/Deepgram/OpenAI/ElevenLabs keys. Documented for manual runs
in the app README. The `ten-moss` logic itself is covered by the offline
unit tests in #396.

### Running (summary)

```bash
cp .env.example .env      # Moss + provider keys
python create_index.py    # build the demo index (from this dir; needs only the Moss SDK)
```
Then drop `tenapp/` into a TEN Framework checkout and run it with TEN's
own tooling
(after `uv pip install -e /path/to/moss/packages/ten-moss`). Full steps
in the app README.
---
 AGENTS.md                                     |   2 +
 README.md                                     |   1 +
 apps/ten-moss/.env.example                    |  18 +
 apps/ten-moss/.gitignore                      |   4 +
 apps/ten-moss/BENCHMARK.md                    |  86 +++++
 apps/ten-moss/README.md                       | 154 ++++++++
 apps/ten-moss/compare.py                      | 138 +++++++
 apps/ten-moss/create_index.py                 |  48 +++
 apps/ten-moss/data/knowledge.jsonl            |  10 +
 apps/ten-moss/ruff.toml                       |   7 +
 apps/ten-moss/tenapp/.tenignore               |  10 +
 apps/ten-moss/tenapp/go.mod                   |   7 +
 apps/ten-moss/tenapp/go.sum                   |   0
 apps/ten-moss/tenapp/main.go                  |  71 ++++
 apps/ten-moss/tenapp/manifest.json            |  41 ++
 apps/ten-moss/tenapp/property.json            | 206 +++++++++++
 .../tenapp/scripts/install_python_deps.sh     |  90 +++++
 apps/ten-moss/tenapp/scripts/start.sh         |  13 +
 .../extension/main_python/README.md           | 142 +++++++
 .../extension/main_python/__init__.py         |   6 +
 .../extension/main_python/addon.py            |  19 +
 .../extension/main_python/agent/__init__.py   |   0
 .../extension/main_python/agent/agent.py      | 227 ++++++++++++
 .../extension/main_python/agent/decorators.py |  16 +
 .../extension/main_python/agent/events.py     |  73 ++++
 .../extension/main_python/agent/llm_exec.py   | 278 ++++++++++++++
 .../extension/main_python/config.py           |  10 +
 .../extension/main_python/extension.py        | 349 ++++++++++++++++++
 .../extension/main_python/helper.py           |  88 +++++
 .../extension/main_python/manifest.json       |  63 ++++
 .../extension/main_python/property.json       |   1 +
 .../extension/main_python/requirements.txt    |   4 +
 32 files changed, 2182 insertions(+)
 create mode 100644 apps/ten-moss/.env.example
 create mode 100644 apps/ten-moss/.gitignore
 create mode 100644 apps/ten-moss/BENCHMARK.md
 create mode 100644 apps/ten-moss/README.md
 create mode 100644 apps/ten-moss/compare.py
 create mode 100644 apps/ten-moss/create_index.py
 create mode 100644 apps/ten-moss/data/knowledge.jsonl
 create mode 100644 apps/ten-moss/ruff.toml
 create mode 100644 apps/ten-moss/tenapp/.tenignore
 create mode 100644 apps/ten-moss/tenapp/go.mod
 create mode 100644 apps/ten-moss/tenapp/go.sum
 create mode 100644 apps/ten-moss/tenapp/main.go
 create mode 100644 apps/ten-moss/tenapp/manifest.json
 create mode 100644 apps/ten-moss/tenapp/property.json
 create mode 100644 apps/ten-moss/tenapp/scripts/install_python_deps.sh
 create mode 100644 apps/ten-moss/tenapp/scripts/start.sh
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/README.md
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/__init__.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/addon.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/__init__.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/agent.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/decorators.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/events.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/llm_exec.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/helper.py
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/property.json
 create mode 100644 apps/ten-moss/tenapp/ten_packages/extension/main_python/requirements.txt

diff --git a/AGENTS.md b/AGENTS.md
index 449b87bb..c2cbc8e9 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -50,6 +50,7 @@ apps/
     pipecat-quickstart/  — Cloud-deployable quickstart bot
     ollama-local/        — Local LLM + Moss + Pipecat via docker compose
     hume-ollama-local/   — Local LLM + Hume AI TTS + Moss + Pipecat
+  ten-moss/        — TEN Framework voice agent with Moss session-scoped grounding
   vapi-moss/       — VAPI Custom Tool webhook server
 packages/
   agora-moss/            — Agora Conversational AI MCP server package
@@ -115,6 +116,7 @@ asks for an experimental landing spot.
 | `pipecat-moss/pipecat-quickstart/` | Pipecat Cloud | Minimal Pipecat bot — local dev → Pipecat Cloud deployment |
 | `pipecat-moss/ollama-local/` | Pipecat + Ollama | Full-stack local voice AI: Ollama LLM + Moss RAG + Pipecat audio, one `docker compose up` |
 | `pipecat-moss/hume-ollama-local/` | Pipecat + Ollama + Hume | Same as above with Hume AI (Octave) expressive TTS |
+| `ten-moss/` | TEN Framework | Voice agent that grounds each turn in a Moss session (`MossSessionManager`); TEN `voice-assistant` example + the Moss delta |
 | `vapi-moss/` | VAPI | Webhook server connecting VAPI Custom Tool calls to Moss search; LLM-directed retrieval |
 
 ### Other Apps
diff --git a/README.md b/README.md
index 31a3ef72..4281a692 100644
--- a/README.md
+++ b/README.md
@@ -239,6 +239,7 @@ Full API reference: [docs.moss.dev](https://docs.moss.dev).
 | [Vapi](https://vapi.ai) | Available | [`apps/vapi-moss/`](apps/vapi-moss/) |
 | [ElevenLabs](https://elevenlabs.io) | Available | [`apps/elevenlabs-moss/`](apps/elevenlabs-moss/) |
 | [Agora](https://www.agora.io/) | Available | [`apps/agora-moss/`](apps/agora-moss/) |
+| [TEN Framework](https://github.com/ten-framework/ten-framework) | Available | [`apps/ten-moss/`](apps/ten-moss/) |
 | [Strands Agents](https://github.com/strands-agents/sdk-python) | Available | [`packages/strands-agents-moss/`](packages/strands-agents-moss/) |
 | [Langflow](https://github.com/langflow-ai/langflow) | Available | [`examples/cookbook/langflow/`](examples/cookbook/langflow/) |
 | [Next.js](https://nextjs.org) | Available | [`apps/next-js/`](apps/next-js/) |
diff --git a/apps/ten-moss/.env.example b/apps/ten-moss/.env.example
new file mode 100644
index 00000000..155bac33
--- /dev/null
+++ b/apps/ten-moss/.env.example
@@ -0,0 +1,18 @@
+# --- Moss (session-scoped grounding) ---
+MOSS_PROJECT_ID=your_moss_project_id
+MOSS_PROJECT_KEY=your_moss_project_key
+MOSS_INDEX_NAME=ten-moss-demo
+
+# --- Agora (real-time audio transport) ---
+AGORA_APP_ID=your_agora_app_id
+AGORA_APP_CERTIFICATE=
+
+# --- Deepgram (speech-to-text) ---
+DEEPGRAM_API_KEY=your_deepgram_api_key
+
+# --- OpenAI (LLM) ---
+OPENAI_API_KEY=your_openai_api_key
+OPENAI_MODEL=gpt-4o-mini
+
+# --- ElevenLabs (text-to-speech) ---
+ELEVENLABS_TTS_KEY=your_elevenlabs_key
diff --git a/apps/ten-moss/.gitignore b/apps/ten-moss/.gitignore
new file mode 100644
index 00000000..4fc221c6
--- /dev/null
+++ b/apps/ten-moss/.gitignore
@@ -0,0 +1,4 @@
+__pycache__/
+*.py[cod]
+.env
+.ten/
diff --git a/apps/ten-moss/BENCHMARK.md b/apps/ten-moss/BENCHMARK.md
new file mode 100644
index 00000000..a8c7db81
--- /dev/null
+++ b/apps/ten-moss/BENCHMARK.md
@@ -0,0 +1,86 @@
+# TEN default retrieval (memU) vs Moss — per-turn latency
+
+Same framework (TEN), same voice pipeline (Agora → Deepgram → LLM → ElevenLabs),
+same questions. The only thing that changes is **where retrieval happens**:
+
+| Agent | Retrieval backend | Where it runs |
+| --- | --- | --- |
+| `voice-assistant-with-memU` (TEN's shipped example) | memU | **remote** — HTTPS to `api.memu.so` every turn |
+| `voice-assistant-with-moss` (this repo) | Moss | **in-process** — local session, no network hop |
+
+memU is TEN's flagship memory example; OceanBase PowerRAG and EverMemOS (TEN's other
+options) are remote services too. So this is representative of TEN's default: retrieval
+is a network round trip. Moss runs where the agent runs.
+
+Both agents log the same line each turn, so you can read the difference directly:
+
+```
+[retrieval-latency] backend=memU(cloud)     took 380 ms this turn
+[retrieval-latency] backend=moss(in-process) took 2 ms this turn
+```
+
+## 1. Instrument TEN's memU example (one small edit)
+
+In your TEN checkout, open
+`ai_agents/agents/examples/voice-assistant-with-memU/tenapp/ten_packages/extension/main_python/extension.py`
+and, inside `_on_asr_result`, wrap the retrieval call:
+
+```python
+# before
+            related_memory = await self._retrieve_related_memory(event.text)
+
+# after
+            import time
+            _t0 = time.perf_counter()
+            related_memory = await self._retrieve_related_memory(event.text)
+            self.ten_env.log_info(
+                f"[retrieval-latency] backend=memU(cloud) took "
+                f"{(time.perf_counter() - _t0) * 1000:.0f} ms this turn"
+            )
+```
+
+The Moss example already logs its line (no edit needed).
+
+## 2. Configure keys (`ai_agents/.env`)
+
+Shared: `AGORA_APP_ID`/`AGORA_APP_CERTIFICATE`, `DEEPGRAM_API_KEY`, `OPENAI_API_KEY`,
+`OPENAI_MODEL`, `ELEVENLABS_TTS_KEY`.
+memU: `MEMU_API_KEY` (free trial at https://memu.pro).
+Moss: `MOSS_PROJECT_ID`, `MOSS_PROJECT_KEY`, `MOSS_INDEX_NAME=ten-moss-demo`.
+
+## 3. Run each agent and ask the same questions
+
+```bash
+docker compose up -d
+docker exec -it ten_agent_dev bash
+
+# --- Agent A: TEN default (memU) ---
+task use AGENT=agents/examples/voice-assistant-with-memU
+task run
+# open http://localhost:3000, connect, ask: "how long do refunds take?",
+# "which payment methods can I use?", "how fast is express shipping?"
+# watch the logs for:  [retrieval-latency] backend=memU(cloud) took NNN ms
+
+# --- Agent B: Moss (in a second run) ---
+uv pip install --system /app/ten_moss-0.0.1-py3-none-any.whl   # once
+task use AGENT=agents/examples/voice-assistant-with-moss
+task run
+# ask the same three questions
+# watch the logs for:  [retrieval-latency] backend=moss(in-process) took N ms
+```
+
+Isolate the numbers in the terminal with:
+
+```bash
+docker logs -f ten_agent_dev 2>&1 | grep --line-buffered "[retrieval-latency]"
+```
+
+## What you'll see
+
+- **memU (TEN default):** hundreds of ms per turn — a network round trip to `api.memu.so`
+  plus server-side search, right on the hot path before the LLM can start.
+- **Moss:** single-digit ms per turn (≈2 ms measured on this demo index) — the retrieval
+  effectively disappears from the turn budget, so the agent starts replying immediately.
+
+Same agent, same answer quality — Moss removes the retrieval latency that TEN's default,
+remote-by-design backends add to every turn.
diff --git a/apps/ten-moss/README.md b/apps/ten-moss/README.md
new file mode 100644
index 00000000..4d8a38dc
--- /dev/null
+++ b/apps/ten-moss/README.md
@@ -0,0 +1,154 @@
+# Voice Assistant with Moss (TEN Framework)
+
+A real-time voice agent built on the [TEN Framework](https://github.com/ten-framework/ten-framework) that grounds its answers in a [Moss](https://moss.dev) session. On every final ASR transcript the control extension asks Moss for session-scoped context (~1–10ms, in-process) and injects it into the LLM prompt before the model responds — so answers reflect your knowledge base with no perceptible added latency.
+
+The Moss integration lives in the `main_python` control extension and is powered by the [`ten-moss`](../../packages/ten-moss) package (`MossSessionManager`).
+
+## How it works
+
+```
+mic ─▶ agora_rtc ─▶ streamid_adapter ─▶ stt (deepgram) ─┐
+                                                         │ data: asr_result (final)
+                                                         ▼
+                                               main_control (main_python)
+                                                  │  MossSessionManager.query_context(text)
+                                                  ▼  ── Moss session query <10ms ──▶ index
+                                                  │  ◀── grounding ──
+                       queue_llm_input("{context}\n\n[Current User Question]\n{text}")
+                                                  ▼
+                                        llm (openai) ─▶ tts (elevenlabs) ─▶ agora_rtc ─▶ speaker
+```
+
+The Moss delta over the stock TEN voice assistant is small and lives in three places in `main_python`:
+
+- `config.py` — `MainControlConfig` inherits `MossSessionConfig` (the `moss_*` properties).
+- `extension.py` `on_init` — opens the Moss session (`MossSessionManager.from_config(...).open()`), best-effort.
+- `extension.py` `_on_asr_result` — `query_context(text)` and prepends the grounding to the user's turn.
+
+## Provenance
+
+The `tenapp/` baseline (graph, `main_python` control extension, agent runtime, scripts) is vendored from the TEN Framework `voice-assistant` example at commit
+[`c385d27`](https://github.com/ten-framework/ten-framework/tree/c385d2724a1f3e6ac4ee0b81fcc7dada8346c0e0/ai_agents/agents/examples/voice-assistant),
+licensed under **Apache-2.0** (headers preserved). Only the Moss delta described above is Moss-authored.
+
+Two small correctness patches were applied on top of the vendored baseline:
+`agent/decorators.py` fixes the `agent_event_handler` annotation to `type[AgentEvent]`,
+and `extension.py` parses `session_id` defensively so a non-numeric value can't crash the
+ASR handler.
+
+## Prerequisites
+
+- A **TEN Framework checkout**. This example references shared TEN extensions via relative paths (`../../../ten_packages/extension/...`) and runs with TEN's own tooling, so it lives **inside** a TEN Framework repo. It ships the TEN app (`tenapp/`) — not the repo-level run harness (playground / server / Taskfile / Dockerfile), which the TEN Framework provides.
+- A **Moss** project (`MOSS_PROJECT_ID` / `MOSS_PROJECT_KEY`) — [moss.dev](https://moss.dev).
+- Provider keys: **Agora** (transport), **Deepgram** (STT), **OpenAI** (LLM), **ElevenLabs** (TTS).
+
+## Run
+
+1. **Build the demo knowledge index** (from this directory — needs only the Moss SDK):
+   ```bash
+   cp .env.example .env      # fill in MOSS_PROJECT_ID / MOSS_PROJECT_KEY / MOSS_INDEX_NAME
+   python create_index.py    # reads data/knowledge.jsonl, creates MOSS_INDEX_NAME
+   ```
+
+2. **Drop the app into a TEN checkout.** Copy `tenapp/` to
+   `ten-framework/ai_agents/agents/examples/voice-assistant-with-moss/tenapp/`, alongside
+   the sibling `voice-assistant` example whose `Taskfile`/`playground`/`server` harness you
+   reuse. `main_python` depends on [`ten-moss`](https://pypi.org/project/ten-moss/) (listed
+   in `main_python/requirements.txt`), so `task install` installs it from PyPI automatically —
+   no manual step needed.
+
+3. **Run with TEN's tooling** from that example dir (`task install && task run`, per the TEN
+   docs), providing the same env vars as step 1. Then open the TEN playground
+   (http://localhost:3000) and ask something covered by `data/knowledge.jsonl` — e.g.
+   *"how long do refunds take?"* — to hear grounded answers.
+
+## See the difference Moss makes (no voice stack needed)
+
+`compare.py` answers the same questions with the same LLM twice — once **without** Moss and
+once **with** the Moss grounding the agent injects — so you can see the improvement without
+standing up the full voice pipeline. It needs only your Moss + OpenAI keys (no Agora/STT/TTS):
+
+```bash
+cp .env.example .env                       # MOSS_* + OPENAI_API_KEY (+ optional OPENAI_MODEL)
+python create_index.py                     # build the index once
+pip install ten-moss openai python-dotenv
+python compare.py                          # or: python compare.py "your own question?"
+```
+
+Sample run (`gpt-4o-mini` over `data/knowledge.jsonl`):
+
+| Question | Without Moss | With Moss |
+| --- | --- | --- |
+| How long do refunds take? | "5–10 business days" ❌ | "3–5 business days once approved" ✅ |
+| Can I cancel my order? | "within a specific timeframe… check our policy" | "within 1 hour of placement" ✅ |
+| Which payment methods? | misses American Express | "Visa, Mastercard, Amex, PayPal, Apple Pay" ✅ |
+| Do you offer price matching? | "provide competitor details" | "authorized retailers within 14 days" ✅ |
+| How fast is express shipping? | "1–3 business days" ❌ | "1–2 business days" ✅ |
+
+Without grounding the model confidently invents plausible-but-wrong specifics; with Moss it
+answers from your knowledge base. This is the exact delta the live voice agent applies per
+turn — flip `enable_moss` in `property.json` to A/B the same thing in the playground.
+
+## Showcase the speed (live, in the agent)
+
+Every turn, the control extension logs the retrieval cost using the SDK's own
+`SearchResult.time_taken_ms` (surfaced by `ten-moss` as `last_time_taken_ms`), with the
+wall-clock alongside for reference:
+
+```
+[retrieval-latency] backend=moss(in-process) time_taken_ms=2 (wall_clock=64ms)
+```
+
+And in the playground transcript you see, per turn, **what Moss retrieved + the SDK
+`time_taken_ms`**, followed by the **LLM's answer**:
+
+```
+🔎 Moss · retrieved in 2 ms (SDK time_taken_ms)
+   Relevant knowledge from Moss: [1] Refunds are processed within 3-5 business days…
+<the assistant's spoken answer>
+```
+
+It also emits a **per-turn latency breakdown** — a grep-able log line *and* a note in the
+transcript — so you can see where the turn's time goes across the pipeline:
+
+```
+[latency-breakdown] turn=3 moss_retrieval_ms=2 llm_ttft_ms=480 llm_total_ms=1150 turn_total_ms=1160
+```
+
+- **moss_retrieval_ms** — the SDK's `SearchResult.time_taken_ms` (in-process retrieval engine time).
+- **llm_ttft_ms** — time to the LLM's first token after dispatch.
+- **llm_total_ms** — full LLM generation for the turn.
+- **turn_total_ms** — ASR-final → LLM-final (the whole control-side turn).
+
+ASR timing appears in the Deepgram STT extension logs and TTS audio-out in the ElevenLabs
+TTS logs (both per turn in the worker log) — so between those and the line above you get the
+full component-by-component breakdown.
+
+**TEN default retrieval vs Moss (real numbers).** TEN's shipped memory/RAG backends
+(memU, OceanBase PowerRAG, EverMemOS) are all remote services — every turn is a network
+round trip. To compare TEN's default (memU) against Moss with real logged latency from
+both agents, follow **[`BENCHMARK.md`](BENCHMARK.md)**: it adds the same one‑line
+latency log to TEN's shipped `voice-assistant-with-memU` example, then you run both agents
+and read `[retrieval-latency]` from each (memU: hundreds of ms; Moss: single‑digit ms).
+
+**Quick single‑agent approximation (no memU key).** If you just want to hear the effect in
+this one agent, set `moss_simulate_remote_ms` on the `main_control` node in
+`tenapp/property.json` to a remote‑like latency and re‑run `task run`:
+
+- `0`   → Moss in‑process (~2 ms) — the agent replies immediately.
+- `400` → the same agent, same answer, but audibly **pauses ~400 ms before every reply**.
+
+## Configuration
+
+Moss is configured on the `main_control` node in `tenapp/property.json` (env-substituted):
+`moss_project_id`, `moss_project_key`, `moss_index_name`, `moss_model_id`,
+`moss_top_k`, `moss_alpha`, `moss_context_header`, `enable_moss`,
+`moss_simulate_remote_ms`. Set `enable_moss` to `false` to run the plain voice
+assistant with no grounding; set `moss_simulate_remote_ms` to imitate a slow remote store.
+
+## Testing status
+
+The `ten-moss` package is covered by offline unit tests (`packages/ten-moss/tests/`).
+This end-to-end app is **not** run in CI — it requires the TEN toolchain plus paid
+Agora/Deepgram/OpenAI/ElevenLabs credentials, so it is validated manually via the
+steps above.
diff --git a/apps/ten-moss/compare.py b/apps/ten-moss/compare.py
new file mode 100644
index 00000000..eabea94b
--- /dev/null
+++ b/apps/ten-moss/compare.py
@@ -0,0 +1,138 @@
+"""Show the difference Moss makes: the same questions, the same LLM, with and
+without Moss grounding.
+
+Each question is answered twice by the same model with the same system prompt.
+The only difference is whether the Moss grounding block (exactly what the TEN
+`main_python` control extension injects per turn via
+`MossSessionManager.query_context`) is prepended to the user's turn.
+
+Prereqs:
+    pip install ten-moss openai python-dotenv    # ten-moss editable until published
+    python create_index.py                        # build the MOSS_INDEX_NAME index first
+
+Env (via .env or exported):
+    MOSS_PROJECT_ID, MOSS_PROJECT_KEY, MOSS_INDEX_NAME, OPENAI_API_KEY, OPENAI_MODEL
+
+Usage:
+    python compare.py                     # default question set
+    python compare.py "your question?"    # one or more custom questions
+    python compare.py --json report.json  # also write structured results
+"""
+
+import argparse
+import asyncio
+import json
+import os
+import statistics
+import time
+
+from openai import AsyncOpenAI
+from ten_moss import MossSessionManager
+
+try:  # python-dotenv is optional
+    from dotenv import load_dotenv
+except ImportError:
+
+    def load_dotenv(*a, **k):
+        """No-op fallback when python-dotenv is not installed."""
+        return False
+
+
+SYSTEM = (
+    "You are the customer-support assistant for an online store. "
+    "Answer the customer's question directly and concisely (1-2 sentences)."
+)
+
+DEFAULT_QUESTIONS = [
+    "How long do refunds take?",
+    "Can I cancel my order after I place it?",
+    "Which payment methods can I use?",
+    "Do you offer price matching?",
+    "How fast is express shipping?",
+]
+
+
+async def _answer(client: AsyncOpenAI, model: str, user_content: str) -> str:
+    resp = await client.chat.completions.create(
+        model=model,
+        messages=[
+            {"role": "system", "content": SYSTEM},
+            {"role": "user", "content": user_content},
+        ],
+        temperature=0,
+        max_tokens=150,
+    )
+    return (resp.choices[0].message.content or "").strip()
+
+
+async def _latency(moss: MossSessionManager, questions: list[str], open_ms: float) -> dict:
+    """Measure the retrieval latency Moss adds per turn (the headline metric)."""
+    for q in questions:  # warm-up (not measured)
+        await moss.query_context(q)
+    samples = []
+    for _ in range(20):
+        for q in questions:
+            t = time.perf_counter()
+            await moss.query_context(q)
+            samples.append((time.perf_counter() - t) * 1000)
+    samples.sort()
+    n = len(samples)
+    stats = {
+        "calls": n,
+        "p50_ms": round(samples[n // 2], 2),
+        "p95_ms": round(samples[min(n - 1, int(0.95 * n))], 2),
+        "mean_ms": round(statistics.mean(samples), 2),
+        "open_ms": round(open_ms, 1),
+    }
+    print("== Per-turn retrieval latency (what Moss adds to each turn) ==")
+    print(f"  {n} calls: p50={stats['p50_ms']} ms  p95={stats['p95_ms']} ms  mean={stats['mean_ms']} ms")
+    print(f"  session open (one-time, at startup): {stats['open_ms']} ms")
+    print("  For comparison, a remote vector-DB round trip is typically 200-500 ms per turn.\n")
+    return stats
+
+
+async def run(questions: list[str], json_path: str | None) -> None:
+    """Show what Moss adds per turn (latency) and how grounding changes answers."""
+    load_dotenv()
+    client = AsyncOpenAI(api_key=os.environ["OPENAI_API_KEY"])
+    model = os.environ.get("OPENAI_MODEL", "gpt-4o-mini")
+    moss = MossSessionManager(
+        project_id=os.environ["MOSS_PROJECT_ID"],
+        project_key=os.environ["MOSS_PROJECT_KEY"],
+        index_name=os.environ.get("MOSS_INDEX_NAME", "ten-moss-demo"),
+    )
+    t0 = time.perf_counter()
+    await moss.open()
+    latency = await _latency(moss, questions, (time.perf_counter() - t0) * 1000)
+
+    print("== Same model, same question: without Moss vs with Moss ==")
+    rows = []
+    for q in questions:
+        without = await _answer(client, model, q)
+        grounding = await moss.query_context(q)
+        grounded_turn = f"{grounding}\n\n[Current User Question]\n{q}" if grounding else q
+        with_moss = await _answer(client, model, grounded_turn)
+        rows.append(
+            {"question": q, "without_moss": without, "with_moss": with_moss, "grounding": grounding}
+        )
+        print(f"\n### {q}")
+        print(f"  WITHOUT Moss: {without}")
+        print(f"  WITH Moss:    {with_moss}")
+
+    if json_path:
+        with open(json_path, "w") as f:
+            json.dump({"model": model, "system_prompt": SYSTEM, "latency": latency, "rows": rows}, f, indent=2)
+        print(f"\nsaved -> {json_path}")
+
+
+def main() -> None:
+    """CLI entry point."""
+    parser = argparse.ArgumentParser(description="Compare LLM answers without vs with Moss grounding.")
+    parser.add_argument("questions", nargs="*", help="custom questions (defaults to a built-in set)")
+    parser.add_argument("--json", dest="json_path", help="write structured results to this path")
+    args = parser.parse_args()
+    asyncio.run(run(args.questions or DEFAULT_QUESTIONS, args.json_path))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/apps/ten-moss/create_index.py b/apps/ten-moss/create_index.py
new file mode 100644
index 00000000..68a9d508
--- /dev/null
+++ b/apps/ten-moss/create_index.py
@@ -0,0 +1,48 @@
+"""Build the demo Moss index for the ten-moss voice assistant.
+
+Reads documents from ``data/knowledge.jsonl`` and creates the cloud index named
+by ``MOSS_INDEX_NAME``. The running agent opens a Moss session on that index.
+
+Usage (from ``apps/ten-moss/``):
+    cp .env.example .env    # fill in MOSS_PROJECT_ID / MOSS_PROJECT_KEY / MOSS_INDEX_NAME
+    python create_index.py
+"""
+
+import asyncio
+import json
+import os
+import pathlib
+
+from dotenv import load_dotenv
+from moss import DocumentInfo, MossClient
+
+DATA = pathlib.Path(__file__).parent / "data" / "knowledge.jsonl"
+
+
+def load_documents() -> list[DocumentInfo]:
+    """Parse ``data/knowledge.jsonl`` into Moss documents."""
+    docs: list[DocumentInfo] = []
+    for line in DATA.read_text().splitlines():
+        line = line.strip()
+        if not line:
+            continue
+        row = json.loads(line)
+        docs.append(
+            DocumentInfo(id=row["id"], text=row["text"], metadata=row.get("metadata", {}))
+        )
+    return docs
+
+
+async def main() -> None:
+    """Create the MOSS_INDEX_NAME index from the sample knowledge base."""
+    load_dotenv()
+    client = MossClient(os.environ["MOSS_PROJECT_ID"], os.environ["MOSS_PROJECT_KEY"])
+    index_name = os.environ["MOSS_INDEX_NAME"]
+    docs = load_documents()
+    print(f"Creating index '{index_name}' with {len(docs)} documents...")
+    await client.create_index(name=index_name, docs=docs, model_id="moss-minilm")
+    print("Done.")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/apps/ten-moss/data/knowledge.jsonl b/apps/ten-moss/data/knowledge.jsonl
new file mode 100644
index 00000000..d767c3bf
--- /dev/null
+++ b/apps/ten-moss/data/knowledge.jsonl
@@ -0,0 +1,10 @@
+{"id": "kb-1", "text": "Refunds are processed within 3-5 business days once the return is approved.", "metadata": {"category": "billing"}}
+{"id": "kb-2", "text": "You can track an order from the dashboard under Order History using its tracking number.", "metadata": {"category": "orders"}}
+{"id": "kb-3", "text": "Live chat support is available 24/7 from the Help menu in the app.", "metadata": {"category": "support"}}
+{"id": "kb-4", "text": "Standard shipping takes 3-5 business days; express shipping takes 1-2 business days.", "metadata": {"category": "shipping"}}
+{"id": "kb-5", "text": "Reset your password using the Forgot Password link on the login page.", "metadata": {"category": "account"}}
+{"id": "kb-6", "text": "We accept Visa, Mastercard, American Express, PayPal, and Apple Pay.", "metadata": {"category": "billing"}}
+{"id": "kb-7", "text": "Orders can be cancelled within 1 hour of placement, before they are dispatched.", "metadata": {"category": "orders"}}
+{"id": "kb-8", "text": "International shipping is available to most countries; rates and delivery times vary by destination.", "metadata": {"category": "shipping"}}
+{"id": "kb-9", "text": "Gift wrapping with a personalized message is available at checkout for a small fee.", "metadata": {"category": "services"}}
+{"id": "kb-10", "text": "We price-match identical items from authorized retailers within 14 days of purchase.", "metadata": {"category": "billing"}}
diff --git a/apps/ten-moss/ruff.toml b/apps/ten-moss/ruff.toml
new file mode 100644
index 00000000..4149b71b
--- /dev/null
+++ b/apps/ten-moss/ruff.toml
@@ -0,0 +1,7 @@
+# `tenapp/` is vendored from the TEN Framework voice-assistant example (Apache-2.0;
+# see apps/ten-moss/README.md "Provenance"). Its runtime/agent modules ship with
+# star-imports and package re-exports upstream, which we don't restyle. Silence
+# those vendored-code lints; the Moss delta (extension.py, config.py) stays linted.
+[lint.per-file-ignores]
+"tenapp/ten_packages/extension/main_python/__init__.py" = ["F401"]
+"tenapp/ten_packages/extension/main_python/agent/*.py" = ["F401", "F403", "F405", "F841"]
diff --git a/apps/ten-moss/tenapp/.tenignore b/apps/ten-moss/tenapp/.tenignore
new file mode 100644
index 00000000..f6342132
--- /dev/null
+++ b/apps/ten-moss/tenapp/.tenignore
@@ -0,0 +1,10 @@
+# Node.js
+node_modules/
+
+# Python
+__pycache__
+*.pyc
+tests
+
+# ten
+.ten
\ No newline at end of file
diff --git a/apps/ten-moss/tenapp/go.mod b/apps/ten-moss/tenapp/go.mod
new file mode 100644
index 00000000..b5fa6db0
--- /dev/null
+++ b/apps/ten-moss/tenapp/go.mod
@@ -0,0 +1,7 @@
+module app
+
+go 1.20
+
+replace ten_framework => ./ten_packages/system/ten_runtime_go/interface
+
+require ten_framework v0.0.0-00010101000000-000000000000
diff --git a/apps/ten-moss/tenapp/go.sum b/apps/ten-moss/tenapp/go.sum
new file mode 100644
index 00000000..e69de29b
diff --git a/apps/ten-moss/tenapp/main.go b/apps/ten-moss/tenapp/main.go
new file mode 100644
index 00000000..f9156910
--- /dev/null
+++ b/apps/ten-moss/tenapp/main.go
@@ -0,0 +1,71 @@
+/**
+ *
+ * Agora Real Time Engagement
+ * Created by Wei Hu in 2022-10.
+ * Copyright (c) 2024 Agora IO. All rights reserved.
+ *
+ */
+package main
+
+import (
+	"flag"
+	"log"
+	"os"
+
+	ten "ten_framework/ten_runtime"
+)
+
+type appConfig struct {
+	PropertyFilePath string
+}
+
+type defaultApp struct {
+	ten.DefaultApp
+
+	cfg *appConfig
+}
+
+func (p *defaultApp) OnConfigure(
+	tenEnv ten.TenEnv,
+) {
+	// Using the default property.json if not specified.
+	if len(p.cfg.PropertyFilePath) > 0 {
+		if b, err := os.ReadFile(p.cfg.PropertyFilePath); err != nil {
+			log.Fatalf("Failed to read property file %s, err %v\n", p.cfg.PropertyFilePath, err)
+		} else {
+			tenEnv.InitPropertyFromJSONBytes(b)
+		}
+	}
+
+	tenEnv.OnConfigureDone()
+}
+
+func startAppBlocking(cfg *appConfig) {
+	appInstance, err := ten.NewApp(&defaultApp{
+		cfg: cfg,
+	})
+	if err != nil {
+		log.Fatalf("Failed to create the app, %v\n", err)
+	}
+
+	appInstance.Run(true)
+	appInstance.Wait()
+
+	ten.EnsureCleanupWhenProcessExit()
+}
+
+func setDefaultLog() {
+	log.SetFlags(log.LstdFlags | log.Lmicroseconds)
+}
+
+func main() {
+	// Set the default log format globally, users can use `log.Println()` directly.
+	setDefaultLog()
+
+	cfg := &appConfig{}
+
+	flag.StringVar(&cfg.PropertyFilePath, "property", "", "The absolute path of property.json")
+	flag.Parse()
+
+	startAppBlocking(cfg)
+}
diff --git a/apps/ten-moss/tenapp/manifest.json b/apps/ten-moss/tenapp/manifest.json
new file mode 100644
index 00000000..5822c99e
--- /dev/null
+++ b/apps/ten-moss/tenapp/manifest.json
@@ -0,0 +1,41 @@
+{
+  "type": "app",
+  "name": "voice_assistant_with_moss",
+  "version": "0.1.0",
+  "dependencies": [
+    {
+      "type": "system",
+      "name": "ten_runtime_go",
+      "version": "0.11"
+    },
+    {
+      "type": "extension",
+      "name": "agora_rtc",
+      "version": "=0.23.9-t1"
+    },
+    {
+      "type": "system",
+      "name": "ten_ai_base",
+      "version": "0.7"
+    },
+    {
+      "path": "../../../ten_packages/extension/streamid_adapter"
+    },
+    {
+      "path": "../../../ten_packages/extension/deepgram_asr_python"
+    },
+    {
+      "path": "../../../ten_packages/extension/openai_llm2_python"
+    },
+    {
+      "path": "../../../ten_packages/extension/elevenlabs_tts2_python"
+    },
+    {
+      "path": "../../../ten_packages/extension/message_collector2"
+    }
+  ],
+  "scripts": {
+    "start": "scripts/start.sh",
+    "build": "scripts/install_python_deps.sh"
+  }
+}
diff --git a/apps/ten-moss/tenapp/property.json b/apps/ten-moss/tenapp/property.json
new file mode 100644
index 00000000..0c49362f
--- /dev/null
+++ b/apps/ten-moss/tenapp/property.json
@@ -0,0 +1,206 @@
+{
+  "ten": {
+    "predefined_graphs": [
+      {
+        "name": "voice_assistant",
+        "auto_start": true,
+        "graph": {
+          "nodes": [
+            {
+              "type": "extension",
+              "name": "agora_rtc",
+              "addon": "agora_rtc",
+              "extension_group": "default",
+              "property": {
+                "app_id": "${env:AGORA_APP_ID}",
+                "app_certificate": "${env:AGORA_APP_CERTIFICATE|}",
+                "channel": "ten_agent_test",
+                "stream_id": 1234,
+                "remote_stream_id": 123,
+                "subscribe_audio": true,
+                "publish_audio": true,
+                "publish_data": true,
+                "enable_agora_asr": false,
+                "agora_asr_vendor_name": "microsoft",
+                "agora_asr_language": "en-US",
+                "agora_asr_vendor_key": "${env:AZURE_STT_KEY|}",
+                "agora_asr_vendor_region": "${env:AZURE_STT_REGION|}",
+                "agora_asr_session_control_file_path": "session_control.conf"
+              }
+            },
+            {
+              "type": "extension",
+              "name": "stt",
+              "addon": "deepgram_asr_python",
+              "extension_group": "stt",
+              "property": {
+                "params": {
+                  "api_key": "${env:DEEPGRAM_API_KEY}",
+                  "language": "en-US",
+                  "model": "nova-3"
+                }
+              }
+            },
+            {
+              "type": "extension",
+              "name": "llm",
+              "addon": "openai_llm2_python",
+              "extension_group": "chatgpt",
+              "property": {
+                "base_url": "https://api.openai.com/v1",
+                "api_key": "${env:OPENAI_API_KEY}",
+                "frequency_penalty": 0.9,
+                "model": "${env:OPENAI_MODEL}",
+                "max_tokens": 512,
+                "prompt": "You are a helpful customer-support voice assistant. Answer using only the knowledge provided to you as context. Keep every reply short and conversational \u2014 one or two sentences, the way you would say it out loud. Do not use lists, numbered steps, bullet points, markdown, or headings; give the direct answer, not a how-to guide. If the context does not cover the question, briefly say you are not sure.",
+                "proxy_url": "${env:OPENAI_PROXY_URL|}",
+                "greeting": "TEN Agent connected. How can I help you today?",
+                "max_memory_length": 10
+              }
+            },
+            {
+              "type": "extension",
+              "name": "tts",
+              "addon": "elevenlabs_tts2_python",
+              "extension_group": "tts",
+              "property": {
+                "dump": false,
+                "dump_path": "./",
+                "params": {
+                  "key": "${env:ELEVENLABS_TTS_KEY}",
+                  "model_id": "eleven_multilingual_v2",
+                  "voice_id": "pNInz6obpgDQGcFmaJgB",
+                  "output_format": "pcm_16000"
+                }
+              }
+            },
+            {
+              "type": "extension",
+              "name": "main_control",
+              "addon": "main_python",
+              "extension_group": "control",
+              "property": {
+                "greeting": "Hello, I am your Moss-powered AI assistant.",
+                "moss_project_id": "${env:MOSS_PROJECT_ID}",
+                "moss_project_key": "${env:MOSS_PROJECT_KEY}",
+                "moss_index_name": "${env:MOSS_INDEX_NAME}",
+                "moss_model_id": "moss-minilm",
+                "moss_top_k": 3,
+                "moss_alpha": 0.8,
+                "moss_context_header": "Relevant knowledge from Moss:",
+                "enable_moss": true,
+                "moss_simulate_remote_ms": 0
+              }
+            },
+            {
+              "type": "extension",
+              "name": "message_collector",
+              "addon": "message_collector2",
+              "extension_group": "transcriber",
+              "property": {}
+            },
+            {
+              "type": "extension",
+              "name": "streamid_adapter",
+              "addon": "streamid_adapter",
+              "property": {}
+            }
+          ],
+          "connections": [
+            {
+              "extension": "main_control",
+              "cmd": [
+                {
+                  "names": [
+                    "on_user_joined",
+                    "on_user_left"
+                  ],
+                  "source": [
+                    {
+                      "extension": "agora_rtc"
+                    }
+                  ]
+                }
+              ],
+              "data": [
+                {
+                  "name": "asr_result",
+                  "source": [
+                    {
+                      "extension": "stt"
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "extension": "agora_rtc",
+              "audio_frame": [
+                {
+                  "name": "pcm_frame",
+                  "dest": [
+                    {
+                      "extension": "streamid_adapter"
+                    }
+                  ]
+                },
+                {
+                  "name": "pcm_frame",
+                  "source": [
+                    {
+                      "extension": "tts"
+                    }
+                  ]
+                }
+              ],
+              "data": [
+                {
+                  "name": "data",
+                  "source": [
+                    {
+                      "extension": "message_collector"
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "extension": "streamid_adapter",
+              "audio_frame": [
+                {
+                  "name": "pcm_frame",
+                  "dest": [
+                    {
+                      "extension": "stt"
+                    }
+                  ]
+                }
+              ]
+            }
+          ]
+        }
+      }
+    ],
+    "log": {
+      "handlers": [
+        {
+          "matchers": [
+            {
+              "level": "info"
+            }
+          ],
+          "formatter": {
+            "type": "plain",
+            "colored": true
+          },
+          "emitter": {
+            "type": "console",
+            "config": {
+              "stream": "stdout"
+            }
+          }
+        }
+      ]
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/ten-moss/tenapp/scripts/install_python_deps.sh b/apps/ten-moss/tenapp/scripts/install_python_deps.sh
new file mode 100644
index 00000000..0729e5ee
--- /dev/null
+++ b/apps/ten-moss/tenapp/scripts/install_python_deps.sh
@@ -0,0 +1,90 @@
+#!/usr/bin/env bash
+
+# Fail loudly: abort on any error, unset var, or failed pipe — so a failed
+# dependency install (e.g. ten-moss) fails `task install` immediately instead of
+# surfacing later as an import error at startup. (Patch on the vendored baseline.)
+set -euo pipefail
+
+# Set default pip install command
+PIP_INSTALL_CMD=${PIP_INSTALL_CMD:-"uv pip install --system"}
+
+install_python_requirements() {
+  local app_dir=$1
+
+  echo "Starting Python dependencies installation..."
+
+
+  # Install Twilio server Python dependencies
+  if [[ -f "$app_dir/../server/requirements.txt" ]]; then
+    echo "Installing Twilio server Python dependencies..."
+    ${PIP_INSTALL_CMD} -r "$app_dir/../server/requirements.txt"
+  else
+    echo "No requirements.txt found in server directory: $app_dir/../server"
+  fi
+
+  # Traverse ten_packages/extension directory to find requirements.txt
+  if [[ -d "$app_dir/ten_packages/extension" ]]; then
+    echo "Traversing ten_packages/extension directory..."
+    for extension in "$app_dir/ten_packages/extension"/*; do
+      if [[ -d "$extension" && -f "$extension/requirements.txt" ]]; then
+        echo "Found requirements.txt in $extension, installing dependencies..."
+        ${PIP_INSTALL_CMD} -r "$extension/requirements.txt"
+      fi
+    done
+  else
+    echo "ten_packages/extension directory not found"
+  fi
+
+  # Traverse ten_packages/system directory to find requirements.txt
+  if [[ -d "$app_dir/ten_packages/system" ]]; then
+    echo "Traversing ten_packages/system directory..."
+    for extension in "$app_dir/ten_packages/system"/*; do
+      if [[ -d "$extension" && -f "$extension/requirements.txt" ]]; then
+        echo "Found requirements.txt in $extension, installing dependencies..."
+        ${PIP_INSTALL_CMD} -r "$extension/requirements.txt"
+      fi
+    done
+  else
+    echo "ten_packages/system directory not found"
+  fi
+
+  echo "Python dependencies installation completed!"
+}
+
+build_go_app() {
+  local app_dir=$1
+  cd $app_dir
+
+  go run "$app_dir/ten_packages/system/ten_runtime_go/tools/build/main.go" --verbose
+  if [[ $? -ne 0 ]]; then
+    echo "FATAL: failed to build go app, see logs for detail."
+    exit 1
+  fi
+}
+
+main() {
+  # Get the parent directory of script location as app root directory
+  APP_HOME=$(
+    cd $(dirname $0)/..
+    pwd
+  )
+
+  echo "App root directory: $APP_HOME"
+  echo "Using pip command: $PIP_INSTALL_CMD"
+
+  # Check if manifest.json exists
+  if [[ ! -f "$APP_HOME/manifest.json" ]]; then
+    echo "Error: manifest.json file not found"
+    exit 1
+  fi
+
+  build_go_app "$APP_HOME"
+
+  # Install Python dependencies
+  install_python_requirements "$APP_HOME"
+}
+
+# If script is executed directly, run main function
+if [[ "${BASH_SOURCE[0]}" == "${0}" ]]; then
+  main "$@"
+fi
diff --git a/apps/ten-moss/tenapp/scripts/start.sh b/apps/ten-moss/tenapp/scripts/start.sh
new file mode 100644
index 00000000..0d77cd1e
--- /dev/null
+++ b/apps/ten-moss/tenapp/scripts/start.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+
+set -e
+
+cd "$(dirname "${BASH_SOURCE[0]}")/.."
+
+#export TEN_ENABLE_PYTHON_DEBUG=true
+#export TEN_PYTHON_DEBUG_PORT=5678
+export PYTHONPATH=$(pwd)/ten_packages/system/ten_ai_base/interface:$PYTHONPATH
+export LD_LIBRARY_PATH=$(pwd)/ten_packages/system/agora_rtc_sdk/lib:$(pwd)/ten_packages/extension/agora_rtm/lib:$(pwd)/ten_packages/system/azure_speech_sdk/lib
+export NODE_PATH=$(pwd)/ten_packages/system/ten_runtime_nodejs/lib:$NODE_PATH
+
+exec bin/main "$@"
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/README.md b/apps/ten-moss/tenapp/ten_packages/extension/main_python/README.md
new file mode 100644
index 00000000..69ad38d2
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/README.md
@@ -0,0 +1,142 @@
+# Main Control Python Extension
+
+A TEN Framework extension that serves as the central control logic for AI agent interactions, managing speech recognition, language model processing, and text-to-speech coordination.
+
+## Overview
+
+The `main_python` extension acts as the orchestrator for AI agent conversations, handling real-time speech processing, LLM interactions, and TTS output. It manages user session state and coordinates data flow between different components in the TEN Framework.
+
+## Features
+
+- **Real-time Speech Processing**: Handles ASR (Automatic Speech Recognition) results and manages streaming text
+- **LLM Integration**: Coordinates with language models for natural language understanding and response generation
+- **TTS Coordination**: Manages text-to-speech requests for audio output
+- **Session Management**: Tracks user presence and manages conversation state
+- **Streaming Support**: Handles both final and intermediate results for smooth user experience
+- **Caption Generation**: Provides real-time captions for accessibility and logging
+
+## API Interface
+
+### Input Data
+
+#### ASR Result
+```json
+{
+  "text": "string",
+  "final": "bool",
+  "metadata": {
+    "session_id": "string"
+  }
+}
+```
+
+#### LLM Result
+```json
+{
+  "text": "string",
+  "end_of_segment": "bool"
+}
+```
+
+### Output Data
+
+#### Text Data
+```json
+{
+  "text": "string",
+  "is_final": "bool",
+  "end_of_segment": "bool",
+  "stream_id": "uint32"
+}
+```
+
+### Commands
+
+#### Input Commands
+- `on_user_joined`: Triggered when a user joins the session
+- `on_user_left`: Triggered when a user leaves the session
+
+#### Output Commands
+- `flush`: Sends flush commands to LLM, TTS, and RTC components
+
+## Configuration
+
+The extension supports the following configuration options:
+
+```json
+{
+  "greeting": "Hello there, I'm TEN Agent"
+}
+```
+
+### Configuration Parameters
+
+- `greeting` (string, default: "Hello there, I'm TEN Agent"): The greeting message to display when the first user joins
+
+## Dependencies
+
+- `ten_runtime_python` (version 0.10): Core TEN Framework runtime
+- `ten_ai_base` (version 0.6.9): AI base functionality
+
+## Usage
+
+### Installation
+
+The extension is part of the TEN Framework and can be installed through the TEN package manager:
+
+```bash
+ten install main_python
+```
+
+### Integration
+
+This extension is designed to work with other TEN Framework components:
+
+- **ASR Extension**: Provides speech recognition results
+- **LLM Extension**: Processes natural language and generates responses
+- **TTS Extension**: Converts text to speech
+- **RTC Extension**: Handles real-time communication
+- **Message Collector**: Captures and displays conversation data
+
+### Workflow
+
+1. **User Joins**: When a user joins, the extension sends a greeting if configured
+2. **Speech Processing**: ASR results are processed and captions are generated
+3. **LLM Processing**: Final speech segments are sent to the LLM for processing
+4. **Response Generation**: LLM responses are converted to speech and displayed as captions
+5. **Streaming**: Both intermediate and final results are handled for smooth interaction
+
+## Development
+
+### Building
+
+The extension uses the standard TEN Framework build system:
+
+```bash
+ten build main_python
+```
+
+### Testing
+
+Run the extension tests:
+
+```bash
+ten test main_python
+```
+
+## Architecture
+
+The extension implements the `AsyncExtension` interface and provides:
+
+- **Lifecycle Management**: Proper initialization, start, stop, and cleanup
+- **Event Handling**: Processes commands and data events asynchronously
+- **State Management**: Tracks user count and conversation state
+- **Data Routing**: Routes data between different framework components
+
+## License
+
+This extension is part of the TEN Framework and is licensed under the Apache License, Version 2.0.
+
+## Contributing
+
+Contributions are welcome! Please refer to the main TEN Framework documentation for contribution guidelines.
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/__init__.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/__init__.py
new file mode 100644
index 00000000..72593ab2
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/__init__.py
@@ -0,0 +1,6 @@
+#
+# This file is part of TEN Framework, an open source project.
+# Licensed under the Apache License, Version 2.0.
+# See the LICENSE file for more information.
+#
+from . import addon
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/addon.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/addon.py
new file mode 100644
index 00000000..d7441c50
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/addon.py
@@ -0,0 +1,19 @@
+#
+# This file is part of TEN Framework, an open source project.
+# Licensed under the Apache License, Version 2.0.
+# See the LICENSE file for more information.
+#
+from ten_runtime import (
+    Addon,
+    register_addon_as_extension,
+    TenEnv,
+)
+
+
+@register_addon_as_extension("main_python")
+class MainControlExtensionAddon(Addon):
+    def on_create_instance(self, ten_env: TenEnv, name: str, context) -> None:
+        from .extension import MainControlExtension
+
+        ten_env.log_info("on_create_instance")
+        ten_env.on_create_instance_done(MainControlExtension(name), context)
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/__init__.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/agent.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/agent.py
new file mode 100644
index 00000000..5a4b4e9b
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/agent.py
@@ -0,0 +1,227 @@
+import asyncio
+import json
+from typing import Awaitable, Callable, Optional
+from .llm_exec import LLMExec
+from ten_runtime import AsyncTenEnv, Cmd, CmdResult, Data, StatusCode
+from ten_ai_base.types import LLMToolMetadata
+from .events import *
+
+
+class Agent:
+    def __init__(self, ten_env: AsyncTenEnv):
+        self.ten_env: AsyncTenEnv = ten_env
+        self.stopped = False
+
+        # Callback registry
+        self._callbacks: dict[
+            AgentEvent, list[Callable[[AgentEvent], Awaitable]]
+        ] = {}
+
+        # Queues for ordered processing
+        self._asr_queue: asyncio.Queue[ASRResultEvent] = asyncio.Queue()
+        self._llm_queue: asyncio.Queue[LLMResponseEvent] = asyncio.Queue()
+
+        # Current consumer tasks
+        self._asr_consumer: Optional[asyncio.Task] = None
+        self._llm_consumer: Optional[asyncio.Task] = None
+        self._llm_active_task: Optional[asyncio.Task] = (
+            None  # currently running handler
+        )
+
+        self.llm_exec = LLMExec(ten_env)
+        self.llm_exec.on_response = (
+            self._on_llm_response
+        )  # callback handled internally
+        self.llm_exec.on_reasoning_response = (
+            self._on_llm_reasoning_response
+        )  # callback handled internally
+
+        # Start consumers
+        self._asr_consumer = asyncio.create_task(self._consume_asr())
+        self._llm_consumer = asyncio.create_task(self._consume_llm())
+
+    # === Register handlers ===
+    def on(
+        self,
+        event_type: AgentEvent,
+        handler: Callable[[AgentEvent], Awaitable] = None,
+    ):
+        """
+        Register a callback for a given event type.
+
+        Can be used in two ways:
+        1) agent.on(EventType, handler)
+        2) @agent.on(EventType)
+           async def handler(event: EventType): ...
+        """
+
+        def decorator(func: Callable[[AgentEvent], Awaitable]):
+            self._callbacks.setdefault(event_type, []).append(func)
+            return func
+
+        if handler is None:
+            return decorator
+        else:
+            return decorator(handler)
+
+    async def _dispatch(self, event: AgentEvent):
+        """Dispatch event to registered handlers sequentially."""
+        for etype, handlers in self._callbacks.items():
+            if isinstance(event, etype):
+                for h in handlers:
+                    try:
+                        await h(event)
+                    except asyncio.CancelledError:
+                        raise
+                    except Exception as e:
+                        self.ten_env.log_error(
+                            f"Handler error for {etype}: {e}"
+                        )
+
+    # === Consumers ===
+    async def _consume_asr(self):
+        while not self.stopped:
+            event = await self._asr_queue.get()
+            await self._dispatch(event)
+
+    async def _consume_llm(self):
+        while not self.stopped:
+            event = await self._llm_queue.get()
+            # Run handler as a task so we can cancel mid-flight
+            self._llm_active_task = asyncio.create_task(self._dispatch(event))
+            try:
+                await self._llm_active_task
+            except asyncio.CancelledError:
+                self.ten_env.log_info("[Agent] Active LLM task cancelled")
+            finally:
+                self._llm_active_task = None
+
+    # === Emit events ===
+    async def _emit_asr(self, event: ASRResultEvent):
+        await self._asr_queue.put(event)
+
+    async def _emit_llm(self, event: LLMResponseEvent):
+        await self._llm_queue.put(event)
+
+    async def _emit_direct(self, event: AgentEvent):
+        await self._dispatch(event)
+
+    # === Incoming from runtime ===
+    async def on_cmd(self, cmd: Cmd):
+        try:
+            name = cmd.get_name()
+            if name == "on_user_joined":
+                await self._emit_direct(UserJoinedEvent())
+            elif name == "on_user_left":
+                await self._emit_direct(UserLeftEvent())
+            elif name == "tool_register":
+                tool_json, err = cmd.get_property_to_json("tool")
+                if err:
+                    raise RuntimeError(f"Invalid tool metadata: {err}")
+                tool = LLMToolMetadata.model_validate_json(tool_json)
+                await self._emit_direct(
+                    ToolRegisterEvent(
+                        tool=tool, source=cmd.get_source().extension_name
+                    )
+                )
+            else:
+                self.ten_env.log_warn(f"Unhandled cmd: {name}")
+
+            await self.ten_env.return_result(
+                CmdResult.create(StatusCode.OK, cmd)
+            )
+        except Exception as e:
+            self.ten_env.log_error(f"on_cmd error: {e}")
+            await self.ten_env.return_result(
+                CmdResult.create(StatusCode.ERROR, cmd)
+            )
+
+    async def on_data(self, data: Data):
+        try:
+            if data.get_name() == "asr_result":
+                asr_json, _ = data.get_property_to_json(None)
+                asr = json.loads(asr_json)
+                await self._emit_asr(
+                    ASRResultEvent(
+                        text=asr.get("text", ""),
+                        final=asr.get("final", False),
+                        metadata=asr.get("metadata", {}),
+                    )
+                )
+            elif data.get_name() in ("tts_audio_start", "tts_audio_end"):
+                return
+            else:
+                self.ten_env.log_warn(f"Unhandled data: {data.get_name()}")
+        except Exception as e:
+            self.ten_env.log_error(f"on_data error: {e}")
+
+    async def _on_llm_response(
+        self, ten_env: AsyncTenEnv, delta: str, text: str, is_final: bool
+    ):
+        await self._emit_llm(
+            LLMResponseEvent(delta=delta, text=text, is_final=is_final)
+        )
+
+    async def _on_llm_reasoning_response(
+        self, ten_env: AsyncTenEnv, delta: str, text: str, is_final: bool
+    ):
+        """
+        Internal callback for streaming LLM output, wrapped as an AgentEvent.
+        """
+        await self._emit_llm(
+            LLMResponseEvent(
+                delta=delta, text=text, is_final=is_final, type="reasoning"
+            )
+        )
+
+    # === LLM control ===
+    async def register_llm_tool(self, tool: LLMToolMetadata, source: str):
+        """
+        Register tools with the LLM.
+        This method sends a command to register the provided tools.
+        """
+        await self.llm_exec.register_tool(tool, source)
+
+    async def queue_llm_input(self, text: str):
+        """
+        Queue a new message to the LLM context.
+        This method sends the text input to the LLM for processing.
+        """
+        await self.llm_exec.queue_input(text)
+
+    async def flush_llm(self):
+        """
+        Flush the LLM input queue.
+        This will ensure that all queued inputs are processed.
+        """
+        await self.llm_exec.flush()
+
+        # Clear queue
+        while not self._llm_queue.empty():
+            try:
+                self._llm_queue.get_nowait()
+                self._llm_queue.task_done()
+            except asyncio.QueueEmpty:
+                break
+
+        # Cancel active LLM task
+        if self._llm_active_task and not self._llm_active_task.done():
+            self._llm_active_task.cancel()
+            try:
+                await self._llm_active_task
+            except asyncio.CancelledError:
+                pass
+            self._llm_active_task = None
+
+    async def stop(self):
+        """
+        Stop the agent processing.
+        This will stop the event queue and any ongoing tasks.
+        """
+        self.stopped = True
+        await self.llm_exec.stop()
+        await self.flush_llm()
+        if self._asr_consumer:
+            self._asr_consumer.cancel()
+        if self._llm_consumer:
+            self._llm_consumer.cancel()
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/decorators.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/decorators.py
new file mode 100644
index 00000000..dbab6c62
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/decorators.py
@@ -0,0 +1,16 @@
+from .events import AgentEvent
+
+
+def agent_event_handler(event_type: type[AgentEvent]):
+    """
+    Decorator to mark a method as an Agent event handler.
+    Usage:
+        @agent_event_handler(ASRResultEvent)
+        async def on_asr(self, event: ASRResultEvent): ...
+    """
+
+    def wrapper(func):
+        setattr(func, "_agent_event_type", event_type)
+        return func
+
+    return wrapper
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/events.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/events.py
new file mode 100644
index 00000000..df61ec5c
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/events.py
@@ -0,0 +1,73 @@
+from pydantic import BaseModel
+from typing import Literal, Union, Dict, Any
+from ten_ai_base.types import LLMToolMetadata
+
+
+# ==== Base Event ====
+
+
+class AgentEventBase(BaseModel):
+    """Base class for all agent-level events."""
+
+    type: Literal["cmd", "data"]
+    name: str
+
+
+# ==== CMD Events ====
+
+
+class UserJoinedEvent(AgentEventBase):
+    """Event triggered when a user joins the session."""
+
+    type: Literal["cmd"] = "cmd"
+    name: Literal["on_user_joined"] = "on_user_joined"
+
+
+class UserLeftEvent(AgentEventBase):
+    """Event triggered when a user leaves the session."""
+
+    type: Literal["cmd"] = "cmd"
+    name: Literal["on_user_left"] = "on_user_left"
+
+
+class ToolRegisterEvent(AgentEventBase):
+    """Event triggered when a tool is registered by the user."""
+
+    type: Literal["cmd"] = "cmd"
+    name: Literal["tool_register"] = "tool_register"
+    tool: LLMToolMetadata
+    source: str
+
+
+# ==== DATA Events ====
+
+
+class ASRResultEvent(AgentEventBase):
+    """Event triggered when ASR result is received (partial or final)."""
+
+    type: Literal["data"] = "data"
+    name: Literal["asr_result"] = "asr_result"
+    text: str
+    final: bool
+    metadata: Dict[str, Any]
+
+
+class LLMResponseEvent(AgentEventBase):
+    """Event triggered when LLM returns a streaming response."""
+
+    type: Literal["message", "reasoning"] = "message"
+    name: Literal["llm_response"] = "llm_response"
+    delta: str
+    text: str
+    is_final: bool
+
+
+# ==== Unified Event Union ====
+
+AgentEvent = Union[
+    UserJoinedEvent,
+    UserLeftEvent,
+    ToolRegisterEvent,
+    ASRResultEvent,
+    LLMResponseEvent,
+]
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/llm_exec.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/llm_exec.py
new file mode 100644
index 00000000..5e57598d
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/agent/llm_exec.py
@@ -0,0 +1,278 @@
+#
+# This file is part of TEN Framework, an open source project.
+# Licensed under the Apache License, Version 2.0.
+# See the LICENSE file for more information.
+#
+import asyncio
+import json
+import traceback
+from typing import Awaitable, Callable, Literal, Optional
+from ten_ai_base.const import CMD_PROPERTY_RESULT
+from ten_ai_base.helper import AsyncQueue
+from ten_ai_base.struct import (
+    LLMMessage,
+    LLMMessageContent,
+    LLMMessageFunctionCall,
+    LLMMessageFunctionCallOutput,
+    LLMRequest,
+    LLMResponse,
+    LLMResponseMessageDelta,
+    LLMResponseMessageDone,
+    LLMResponseReasoningDelta,
+    LLMResponseReasoningDone,
+    LLMResponseToolCall,
+    parse_llm_response,
+)
+from ten_ai_base.types import LLMToolMetadata, LLMToolResult
+from ..helper import _send_cmd, _send_cmd_ex
+from ten_runtime import AsyncTenEnv, Loc, StatusCode
+import uuid
+
+
+class LLMExec:
+    """
+    Context for LLM operations, including ASR and TTS.
+    This class handles the interaction with the LLM, including processing commands and data.
+    """
+
+    def __init__(self, ten_env: AsyncTenEnv):
+        self.ten_env = ten_env
+        self.input_queue = AsyncQueue()
+        self.stopped = False
+        self.on_response: Optional[
+            Callable[[AsyncTenEnv, str, str, bool], Awaitable[None]]
+        ] = None
+        self.on_reasoning_response: Optional[
+            Callable[[AsyncTenEnv, str, str, bool], Awaitable[None]]
+        ] = None
+        self.on_tool_call: Optional[
+            Callable[[AsyncTenEnv, LLMToolMetadata], Awaitable[None]]
+        ] = None
+        self.current_task: Optional[asyncio.Task] = None
+        self.loop = asyncio.get_event_loop()
+        self.loop.create_task(self._process_input_queue())
+        self.available_tools: list[LLMToolMetadata] = []
+        self.tool_registry: dict[str, str] = {}
+        self.available_tools_lock = (
+            asyncio.Lock()
+        )  # Lock to ensure thread-safe access
+        self.contexts: list[LLMMessage] = []
+        self.current_request_id: Optional[str] = None
+        self.current_text = None
+
+    async def queue_input(self, item: str) -> None:
+        await self.input_queue.put(item)
+
+    async def flush(self) -> None:
+        """
+        Flush the input queue to ensure all items are processed.
+        This is useful for ensuring that all pending inputs are handled before stopping.
+        """
+        await self.input_queue.flush()
+        if self.current_request_id:
+            request_id = self.current_request_id
+            self.current_request_id = None
+            await _send_cmd(
+                self.ten_env, "abort", "llm", {"request_id": request_id}
+            )
+        if self.current_task:
+            self.current_task.cancel()
+
+    async def stop(self) -> None:
+        """
+        Stop the LLMExec processing.
+        This will stop the input queue processing and any ongoing tasks.
+        """
+        self.stopped = True
+        await self.flush()
+        if self.current_task:
+            self.current_task.cancel()
+
+    async def register_tool(self, tool: LLMToolMetadata, source: str) -> None:
+        """
+        Register tools with the LLM.
+        This method sends a command to register the provided tools.
+        """
+        async with self.available_tools_lock:
+            self.available_tools.append(tool)
+            self.tool_registry[tool.name] = source
+
+    async def _process_input_queue(self):
+        """
+        Process the input queue for commands and data.
+        This method runs in a loop, processing items from the queue.
+        """
+        while not self.stopped:
+            try:
+                text = await self.input_queue.get()
+                new_message = LLMMessageContent(role="user", content=text)
+                self.current_task = self.loop.create_task(
+                    self._send_to_llm(self.ten_env, new_message)
+                )
+                await self.current_task
+            except asyncio.CancelledError:
+                self.ten_env.log_info("LLMExec processing cancelled.")
+                text = self.current_text
+                self.current_text = None
+                if self.on_response and text:
+                    await self.on_response(self.ten_env, "", text, True)
+            except Exception as e:
+                self.ten_env.log_error(
+                    f"Error processing input queue: {traceback.format_exc()}"
+                )
+            finally:
+                self.current_task = None
+
+    async def _queue_context(
+        self, ten_env: AsyncTenEnv, new_message: LLMMessage
+    ) -> None:
+        """
+        Queue a new message to the LLM context.
+        This method appends the new message to the existing context and sends it to the LLM.
+        """
+        ten_env.log_info(f"_queue_context: {new_message}")
+        self.contexts.append(new_message)
+
+    async def _write_context(
+        self,
+        ten_env: AsyncTenEnv,
+        role: Literal["user", "assistant"],
+        content: str,
+    ) -> None:
+        last_context = self.contexts[-1] if self.contexts else None
+        if last_context and last_context.role == role:
+            # If the last context has the same role, append to its content
+            last_context.content = content
+        else:
+            # Otherwise, create a new context message
+            new_message = LLMMessageContent(role=role, content=content)
+            await self._queue_context(ten_env, new_message)
+
+    async def _send_to_llm(
+        self, ten_env: AsyncTenEnv, new_message: LLMMessage
+    ) -> None:
+        messages = self.contexts.copy()
+        messages.append(new_message)
+        request_id = str(uuid.uuid4())
+        self.current_request_id = request_id
+        llm_input = LLMRequest(
+            request_id=request_id,
+            messages=messages,
+            streaming=True,
+            parameters={"temperature": 0.7},
+            tools=self.available_tools,
+        )
+        input_json = llm_input.model_dump()
+        response = _send_cmd_ex(ten_env, "chat_completion", "llm", input_json)
+
+        # Queue the new message to the context
+        await self._queue_context(ten_env, new_message)
+
+        async for cmd_result, _ in response:
+            if cmd_result and cmd_result.is_final() is False:
+                if cmd_result.get_status_code() == StatusCode.OK:
+                    response_json, _ = cmd_result.get_property_to_json(None)
+                    ten_env.log_info(
+                        f"_send_to_llm: response_json {response_json}"
+                    )
+                    completion = parse_llm_response(response_json)
+                    await self._handle_llm_response(completion)
+
+    async def _handle_llm_response(self, llm_output: LLMResponse | None):
+        self.ten_env.log_info(f"_handle_llm_response: {llm_output}")
+
+        match llm_output:
+            case LLMResponseMessageDelta():
+                delta = llm_output.delta
+                text = llm_output.content
+                self.current_text = text
+                if delta and self.on_response:
+                    await self.on_response(self.ten_env, delta, text, False)
+                if text:
+                    await self._write_context(self.ten_env, "assistant", text)
+            case LLMResponseMessageDone():
+                text = llm_output.content
+                self.current_text = None
+                if self.on_response and text:
+                    await self.on_response(self.ten_env, "", text, True)
+            case LLMResponseReasoningDelta():
+                delta = llm_output.delta
+                text = llm_output.content
+                if delta and self.on_reasoning_response:
+                    await self.on_reasoning_response(
+                        self.ten_env, delta, text, False
+                    )
+            case LLMResponseReasoningDone():
+                text = llm_output.content
+                if self.on_reasoning_response and text:
+                    await self.on_reasoning_response(
+                        self.ten_env, "", text, True
+                    )
+            case LLMResponseToolCall():
+                self.ten_env.log_info(
+                    f"_handle_llm_response: invoking tool call {llm_output.name}"
+                )
+                src_extension_name = self.tool_registry.get(llm_output.name)
+                result, _ = await _send_cmd(
+                    self.ten_env,
+                    "tool_call",
+                    src_extension_name,
+                    {
+                        "name": llm_output.name,
+                        "arguments": llm_output.arguments,
+                    },
+                )
+
+                if result.get_status_code() == StatusCode.OK:
+                    r, _ = result.get_property_to_json(CMD_PROPERTY_RESULT)
+                    tool_result: LLMToolResult = json.loads(r)
+
+                    self.ten_env.log_info(f"tool_result: {tool_result}")
+
+                    context_function_call = LLMMessageFunctionCall(
+                        name=llm_output.name,
+                        arguments=json.dumps(llm_output.arguments),
+                        call_id=llm_output.tool_call_id,
+                        id=llm_output.response_id,
+                        type="function_call",
+                    )
+                    if tool_result["type"] == "llmresult":
+                        result_content = tool_result["content"]
+                        if isinstance(result_content, str):
+                            await self._queue_context(
+                                self.ten_env, context_function_call
+                            )
+                            await self._send_to_llm(
+                                self.ten_env,
+                                LLMMessageFunctionCallOutput(
+                                    output=result_content,
+                                    call_id=llm_output.tool_call_id,
+                                    type="function_call_output",
+                                ),
+                            )
+                        else:
+                            self.ten_env.log_error(
+                                f"Unknown tool result content: {result_content}"
+                            )
+                    elif tool_result["type"] == "requery":
+                        pass
+                        # self.memory_cache = []
+                        # self.memory_cache.pop()
+                        # result_content = tool_result["content"]
+                        # nonlocal message
+                        # new_message = {
+                        #     "role": "user",
+                        #     "content": self._convert_to_content_parts(
+                        #         message["content"]
+                        #     ),
+                        # }
+                        # new_message["content"] = new_message[
+                        #     "content"
+                        # ] + self._convert_to_content_parts(
+                        #     result_content
+                        # )
+                        # await self.queue_input_item(
+                        #     True, messages=[new_message], no_tool=True
+                        # )
+                else:
+                    self.ten_env.log_error("Tool call failed")
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py
new file mode 100644
index 00000000..e9260b02
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py
@@ -0,0 +1,10 @@
+from ten_moss import MossSessionConfig
+
+
+class MainControlConfig(MossSessionConfig):
+    """Main control config: Moss session fields (moss_*) plus the agent greeting."""
+
+    greeting: str = "Hello, I am your AI assistant."
+    # Speed showcase: >0 adds an artificial delay before retrieval to imitate a
+    # remote vector-DB round trip, so the latency Moss saves is audible. 0 = off.
+    moss_simulate_remote_ms: int = 0
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py
new file mode 100644
index 00000000..c0bcf0b5
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py
@@ -0,0 +1,349 @@
+import asyncio
+import json
+import time
+from typing import Literal
+
+from .agent.decorators import agent_event_handler
+from ten_runtime import (
+    AsyncExtension,
+    AsyncTenEnv,
+    Cmd,
+    Data,
+)
+
+from .agent.agent import Agent
+from .agent.events import (
+    ASRResultEvent,
+    LLMResponseEvent,
+    ToolRegisterEvent,
+    UserJoinedEvent,
+    UserLeftEvent,
+)
+from .helper import _send_cmd, _send_data, parse_sentences
+from .config import MainControlConfig  # assume extracted from your base model
+
+from ten_moss import MossSessionManager
+
+import uuid
+
+
+class MainControlExtension(AsyncExtension):
+    """
+    The entry point of the agent module.
+    Consumes semantic AgentEvents from the Agent class and drives the runtime behavior.
+    """
+
+    def __init__(self, name: str):
+        super().__init__(name)
+        self.ten_env: AsyncTenEnv = None
+        self.agent: Agent = None
+        self.config: MainControlConfig = None
+        self.moss: MossSessionManager | None = None
+
+        self.stopped: bool = False
+        self._rtc_user_count: int = 0
+        self.sentence_fragment: str = ""
+        self.turn_id: int = 0
+        self.session_id: str = "0"
+
+        # Per-turn latency breakdown (see _log_latency_breakdown). main_control
+        # orchestrates retrieval -> LLM -> TTS, so it can time those stages; ASR
+        # timing lives in the STT extension logs and TTS audio-out in the TTS logs.
+        self._turn_t0: float | None = None
+        self._retrieval_ms: float | None = None
+        self._llm_sent_at: float | None = None
+        self._llm_first_at: float | None = None
+        self._last_grounding: str = ""
+        self._last_sdk_ms = None
+
+    def _current_metadata(self) -> dict:
+        return {"session_id": self.session_id, "turn_id": self.turn_id}
+
+    async def on_init(self, ten_env: AsyncTenEnv):
+        self.ten_env = ten_env
+
+        # Load config from runtime properties
+        config_json, _ = await ten_env.get_property_to_json(None)
+        self.config = MainControlConfig.model_validate_json(config_json)
+        self._moss_sim_ms = self.config.moss_simulate_remote_ms
+
+        # Open a Moss session for ambient, session-scoped grounding (best-effort:
+        # if the session can't open, the agent still runs, just without grounding).
+        self.moss = None
+        if self.config.enable_moss and self.config.moss_index_name:
+            try:
+                self.moss = MossSessionManager.from_config(self.config)
+                await self.moss.open()
+                ten_env.log_info("[MainControlExtension] Moss session opened")
+            except Exception as exc:
+                self.moss = None
+                ten_env.log_error(
+                    f"[MainControlExtension] Moss session failed to open: {exc}"
+                )
+
+        self.agent = Agent(ten_env)
+
+        # Now auto-register decorated methods
+        for attr_name in dir(self):
+            fn = getattr(self, attr_name)
+            event_type = getattr(fn, "_agent_event_type", None)
+            if event_type:
+                self.agent.on(event_type, fn)
+
+    # === Register handlers with decorators ===
+    @agent_event_handler(UserJoinedEvent)
+    async def _on_user_joined(self, event: UserJoinedEvent):
+        self._rtc_user_count += 1
+        if self._rtc_user_count == 1 and self.config and self.config.greeting:
+            await self._send_to_tts(self.config.greeting, True)
+            await self._send_transcript(
+                "assistant", self.config.greeting, True, 100
+            )
+
+    @agent_event_handler(UserLeftEvent)
+    async def _on_user_left(self, event: UserLeftEvent):
+        self._rtc_user_count -= 1
+
+    @agent_event_handler(ToolRegisterEvent)
+    async def _on_tool_register(self, event: ToolRegisterEvent):
+        await self.agent.register_llm_tool(event.tool, event.source)
+
+    @agent_event_handler(ASRResultEvent)
+    async def _on_asr_result(self, event: ASRResultEvent):
+        self.session_id = event.metadata.get("session_id", "100")
+        # session_id is a string in the event schema; parse defensively so a
+        # non-numeric value can't crash the ASR handler and break the voice loop.
+        try:
+            stream_id = int(self.session_id)
+        except (TypeError, ValueError):
+            stream_id = 0
+        if not event.text:
+            return
+        if event.final or len(event.text) > 2:
+            await self._interrupt()
+        if event.final:
+            self.turn_id += 1
+            self._turn_t0 = time.perf_counter()  # turn clock starts at ASR-final
+            self._retrieval_ms = None
+            self._last_grounding = ""
+            self._last_sdk_ms = None
+            llm_input = event.text
+            if self.moss is not None:
+                # query_context is designed not to raise, but guard anyway so a
+                # grounding failure can never drop the user's turn.
+                try:
+                    t0 = time.perf_counter()
+                    # Speed showcase: optionally imitate a remote vector-DB round
+                    # trip so the latency Moss saves is audible.
+                    if self._moss_sim_ms:
+                        await asyncio.sleep(self._moss_sim_ms / 1000.0)
+                    context = await self.moss.query_context(event.text)
+                    took_ms = (time.perf_counter() - t0) * 1000.0
+                    # The SDK reports the engine retrieval time on the result
+                    # object (SearchResult.time_taken_ms), surfaced by ten-moss as
+                    # `last_time_taken_ms`. Prefer it; fall back to wall-clock.
+                    sdk_ms = getattr(self.moss, "last_time_taken_ms", None)
+                    self._retrieval_ms = float(sdk_ms) if sdk_ms is not None else took_ms
+                    self._last_grounding = context
+                    self._last_sdk_ms = sdk_ms
+                    backend = f"remote-sim(+{self._moss_sim_ms}ms)" if self._moss_sim_ms else "moss(in-process)"
+                    # Shared tag so this lines up 1:1 with the instrumented memU
+                    # example — grep '[retrieval-latency]' in both agents' logs.
+                    self.ten_env.log_info(
+                        f"[retrieval-latency] backend={backend} time_taken_ms={sdk_ms} (wall_clock={took_ms:.0f}ms)"
+                    )
+                except Exception as exc:  # noqa: BLE001
+                    context = ""
+                    self.ten_env.log_error(
+                        f"[MainControlExtension] Moss grounding failed: {exc}"
+                    )
+                if context:
+                    llm_input = f"{context}\n\n[Current User Question]\n{event.text}"
+            # Mark the LLM dispatch time so we can measure time-to-first-token.
+            self._llm_sent_at = time.perf_counter()
+            self._llm_first_at = None
+            await self.agent.queue_llm_input(llm_input)
+        await self._send_transcript("user", event.text, event.final, stream_id)
+        if event.final and self.moss is not None:
+            # After the user's turn is shown, surface what Moss retrieved + the SDK time.
+            await self._send_retrieval_note(self._last_grounding, self._last_sdk_ms)
+
+    @agent_event_handler(LLMResponseEvent)
+    async def _on_llm_response(self, event: LLMResponseEvent):
+        # First streamed token of this turn -> time-to-first-token.
+        if (
+            event.type == "message"
+            and self._llm_first_at is None
+            and self._llm_sent_at is not None
+        ):
+            self._llm_first_at = time.perf_counter()
+
+        if not event.is_final and event.type == "message":
+            sentences, self.sentence_fragment = parse_sentences(
+                self.sentence_fragment, event.delta
+            )
+            for s in sentences:
+                await self._send_to_tts(s, False)
+
+        if event.is_final and event.type == "message":
+            remaining_text = self.sentence_fragment or ""
+            self.sentence_fragment = ""
+            await self._send_to_tts(remaining_text, True)
+            await self._log_latency_breakdown()
+
+        await self._send_transcript(
+            "assistant",
+            event.text,
+            event.is_final,
+            100,
+            data_type=("reasoning" if event.type == "reasoning" else "text"),
+        )
+
+    async def on_start(self, ten_env: AsyncTenEnv):
+        ten_env.log_info("[MainControlExtension] on_start")
+
+    async def on_stop(self, ten_env: AsyncTenEnv):
+        ten_env.log_info("[MainControlExtension] on_stop")
+        self.stopped = True
+        await self.agent.stop()
+
+    async def on_cmd(self, ten_env: AsyncTenEnv, cmd: Cmd):
+        await self.agent.on_cmd(cmd)
+
+    async def on_data(self, ten_env: AsyncTenEnv, data: Data):
+        await self.agent.on_data(data)
+
+    # === helpers ===
+    async def _log_latency_breakdown(self):
+        """Per-turn latency breakdown for onboarding/debugging.
+
+        Emits a grep-able log line ('[latency-breakdown]') and a reasoning note
+        in the transcript so users can see where each turn's time goes:
+        Moss retrieval, LLM time-to-first-token, and full LLM generation. (ASR
+        timing is in the STT extension logs; TTS audio-out in the TTS logs.)
+        """
+        now = time.perf_counter()
+
+        def _ms(v: float | None) -> str:
+            return f"{v:.0f}" if v is not None else "n/a"
+
+        retrieval = self._retrieval_ms
+        ttft = (
+            (self._llm_first_at - self._llm_sent_at) * 1000.0
+            if self._llm_first_at is not None and self._llm_sent_at is not None
+            else None
+        )
+        llm_total = (now - self._llm_sent_at) * 1000.0 if self._llm_sent_at is not None else None
+        turn_total = (now - self._turn_t0) * 1000.0 if self._turn_t0 is not None else None
+
+        self.ten_env.log_info(
+            f"[latency-breakdown] turn={self.turn_id} "
+            f"moss_retrieval_ms={_ms(retrieval)} llm_ttft_ms={_ms(ttft)} "
+            f"llm_total_ms={_ms(llm_total)} turn_total_ms={_ms(turn_total)}"
+        )
+        note = (
+            f"⏱ turn {self.turn_id} · Moss {_ms(retrieval)} ms (time_taken_ms) · "
+            f"LLM first token {_ms(ttft)} ms · LLM total {_ms(llm_total)} ms"
+        )
+        # Own stream id (distinct from the answer's 100 and the retrieval note's).
+        await self._send_transcript(
+            "assistant", note, True, 710_000_000 + self.turn_id, data_type="reasoning"
+        )
+
+    async def _send_retrieval_note(self, grounding: str, time_taken_ms):
+        """Show what Moss retrieved this turn + the SDK's time_taken_ms, so users
+        see the retrieval *results* alongside the timing (the LLM answer follows
+        as its own transcript message)."""
+        ms_txt = f"{time_taken_ms}" if time_taken_ms is not None else "n/a"
+        body = (
+            f"🔎 Moss · retrieved in {ms_txt} ms (SDK time_taken_ms)\n\n{grounding}"
+            if grounding
+            else f"🔎 Moss · retrieved in {ms_txt} ms (SDK time_taken_ms) — no match"
+        )
+        # Own stream id so this note is a separate transcript item, not merged
+        # into (and replacing) the assistant answer bubble at stream_id 100.
+        await self._send_transcript(
+            "assistant", body, True, 700_000_000 + self.turn_id, data_type="reasoning"
+        )
+
+    async def _send_transcript(
+        self,
+        role: str,
+        text: str,
+        final: bool,
+        stream_id: int,
+        data_type: Literal["text", "reasoning"] = "text",
+    ):
+        """
+        Sends the transcript (ASR or LLM output) to the message collector.
+        """
+        if data_type == "text":
+            await _send_data(
+                self.ten_env,
+                "message",
+                "message_collector",
+                {
+                    "data_type": "transcribe",
+                    "role": role,
+                    "text": text,
+                    "text_ts": int(time.time() * 1000),
+                    "is_final": final,
+                    "stream_id": stream_id,
+                },
+            )
+        elif data_type == "reasoning":
+            await _send_data(
+                self.ten_env,
+                "message",
+                "message_collector",
+                {
+                    "data_type": "raw",
+                    "role": role,
+                    "text": json.dumps(
+                        {
+                            "type": "reasoning",
+                            "data": {
+                                "text": text,
+                            },
+                        }
+                    ),
+                    "text_ts": int(time.time() * 1000),
+                    "is_final": final,
+                    "stream_id": stream_id,
+                },
+            )
+        self.ten_env.log_info(
+            f"[MainControlExtension] Sent transcript: {role}, final={final}, text={text}"
+        )
+
+    async def _send_to_tts(self, text: str, is_final: bool):
+        """
+        Sends a sentence to the TTS system.
+        """
+        request_id = f"tts-request-{self.turn_id}"
+        await _send_data(
+            self.ten_env,
+            "tts_text_input",
+            "tts",
+            {
+                "request_id": request_id,
+                "text": text,
+                "text_input_end": is_final,
+                "metadata": self._current_metadata(),
+            },
+        )
+        self.ten_env.log_info(
+            f"[MainControlExtension] Sent to TTS: is_final={is_final}, text={text}"
+        )
+
+    async def _interrupt(self):
+        """
+        Interrupts ongoing LLM and TTS generation. Typically called when user speech is detected.
+        """
+        self.sentence_fragment = ""
+        await self.agent.flush_llm()
+        await _send_data(
+            self.ten_env, "tts_flush", "tts", {"flush_id": str(uuid.uuid4())}
+        )
+        await _send_cmd(self.ten_env, "flush", "agora_rtc")
+        self.ten_env.log_info("[MainControlExtension] Interrupt signal sent")
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/helper.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/helper.py
new file mode 100644
index 00000000..29ec69ea
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/helper.py
@@ -0,0 +1,88 @@
+#
+# This file is part of TEN Framework, an open source project.
+# Licensed under the Apache License, Version 2.0.
+# See the LICENSE file for more information.
+#
+
+import json
+from typing import Any, AsyncGenerator, Optional
+from ten_runtime import AsyncTenEnv, Cmd, CmdResult, Data, Loc, TenError
+
+
+def is_punctuation(char):
+    if char in [",", "，", ".", "。", "?", "？", "!", "！"]:
+        return True
+    return False
+
+
+def parse_sentences(sentence_fragment, content):
+    sentences = []
+    current_sentence = sentence_fragment
+    for char in content:
+        current_sentence += char
+        if is_punctuation(char):
+            # Check if the current sentence contains non-punctuation characters
+            stripped_sentence = current_sentence
+            if any(c.isalnum() for c in stripped_sentence):
+                sentences.append(stripped_sentence)
+            current_sentence = ""  # Reset for the next sentence
+
+    remain = current_sentence  # Any remaining characters form the incomplete sentence
+    return sentences, remain
+
+
+async def _send_cmd(
+    ten_env: AsyncTenEnv, cmd_name: str, dest: str, payload: Any = None
+) -> tuple[Optional[CmdResult], Optional[TenError]]:
+    """
+    Convenient method to send a command with a payload within app/graph w/o need to create a connection.
+    Note: extension using this approach will contain logics that are meaningful for this graph only,
+    as it will assume the target extension already exists in the graph.
+    For generate purpose extension, it should try to prevent using this method.
+    """
+    cmd = Cmd.create(cmd_name)
+    loc = Loc("", "", dest)
+    cmd.set_dests([loc])
+    if payload is not None:
+        cmd.set_property_from_json(None, json.dumps(payload))
+    ten_env.log_debug(f"send_cmd: cmd_name {cmd_name}, dest {dest}")
+
+    return await ten_env.send_cmd(cmd)
+
+
+async def _send_cmd_ex(
+    ten_env: AsyncTenEnv, cmd_name: str, dest: str, payload: Any = None
+) -> AsyncGenerator[tuple[Optional[CmdResult], Optional[TenError]], None]:
+    """Convenient method to send a command with a payload within app/graph w/o need to create a connection.
+    Note: extension using this approach will contain logics that are meaningful for this graph only,
+    as it will assume the target extension already exists in the graph.
+    For generate purpose extension, it should try to prevent using this method.
+    """
+    cmd = Cmd.create(cmd_name)
+    loc = Loc("", "", dest)
+    cmd.set_dests([loc])
+    if payload is not None:
+        cmd.set_property_from_json(None, json.dumps(payload))
+    ten_env.log_debug(f"send_cmd_ex: cmd_name {cmd_name}, dest {dest}")
+
+    async for cmd_result, ten_error in ten_env.send_cmd_ex(cmd):
+        if cmd_result:
+            ten_env.log_debug(f"send_cmd_ex: cmd_result {cmd_result}")
+            yield cmd_result, ten_error
+
+
+async def _send_data(
+    ten_env: AsyncTenEnv, data_name: str, dest: str, payload: Any = None
+) -> Optional[TenError]:
+    """Convenient method to send data with a payload within app/graph w/o need to create a connection.
+    Note: extension using this approach will contain logics that are meaningful for this graph only,
+    as it will assume the target extension already exists in the graph.
+    For generate purpose extension, it should try to prevent using this method.
+    """
+    data = Data.create(data_name)
+    loc = Loc("", "", dest)
+    data.set_dests([loc])
+    if payload is not None:
+        data.set_property_from_json(None, json.dumps(payload))
+    ten_env.log_debug(f"send_data: data_name {data_name}, dest {dest}")
+    return await ten_env.send_data(data)
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json b/apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json
new file mode 100644
index 00000000..0c98b958
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json
@@ -0,0 +1,63 @@
+{
+  "type": "extension",
+  "name": "main_python",
+  "version": "0.1.0",
+  "dependencies": [
+    {
+      "type": "system",
+      "name": "ten_runtime_python",
+      "version": "0.11"
+    },
+    {
+      "type": "system",
+      "name": "ten_ai_base",
+      "version": "0.7"
+    }
+  ],
+  "package": {
+    "include": [
+      "manifest.json",
+      "property.json",
+      "**.tent",
+      "**.py",
+      "README.md",
+      "tests/**"
+    ]
+  },
+  "api": {
+    "property": {
+      "properties": {
+        "greeting": {
+          "type": "string"
+        },
+        "moss_project_id": {
+          "type": "string"
+        },
+        "moss_project_key": {
+          "type": "string"
+        },
+        "moss_index_name": {
+          "type": "string"
+        },
+        "moss_model_id": {
+          "type": "string"
+        },
+        "moss_top_k": {
+          "type": "int64"
+        },
+        "moss_alpha": {
+          "type": "float64"
+        },
+        "moss_context_header": {
+          "type": "string"
+        },
+        "enable_moss": {
+          "type": "bool"
+        },
+        "moss_simulate_remote_ms": {
+          "type": "int64"
+        }
+      }
+    }
+  }
+}
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/property.json b/apps/ten-moss/tenapp/ten_packages/extension/main_python/property.json
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/property.json
@@ -0,0 +1 @@
+{}
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/requirements.txt b/apps/ten-moss/tenapp/ten_packages/extension/main_python/requirements.txt
new file mode 100644
index 00000000..5abb3247
--- /dev/null
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/requirements.txt
@@ -0,0 +1,4 @@
+# MossSessionManager for the TEN Framework — https://pypi.org/project/ten-moss/
+# (pulls in `moss`, `pydantic`, and `loguru` transitively). Installed by
+# scripts/install_python_deps.sh via `task install`.
+ten-moss>=0.1.0

From 76f2b012dc51e2f71a423393964539172e58d622 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 21 Jul 2026 17:26:57 -0700
Subject: [PATCH 09/27] build(deps): bump the uv group across 13 directories
 with 14 updates (#451)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Bumps the uv group with 6 updates in the /apps/agora-moss directory:

| Package | From | To |
| --- | --- | --- |
| [mcp](https://github.com/modelcontextprotocol/python-sdk) | `1.27.0` |
`1.28.1` |
| [cryptography](https://github.com/pyca/cryptography) | `46.0.7` |
`48.0.1` |
| [pydantic-settings](https://github.com/pydantic/pydantic-settings) |
`2.13.1` | `2.14.2` |
| [pyjwt](https://github.com/jpadilla/pyjwt) | `2.12.1` | `2.13.0` |
| [python-multipart](https://github.com/Kludex/python-multipart) |
`0.0.27` | `0.0.31` |
| [starlette](https://github.com/Kludex/starlette) | `1.0.1` | `1.3.1` |

Bumps the uv group with 7 updates in the
/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent
directory:

| Package | From | To |
| --- | --- | --- |
| [mcp](https://github.com/modelcontextprotocol/python-sdk) | `1.23.0` |
`1.28.1` |
| [cryptography](https://github.com/pyca/cryptography) | `46.0.7` |
`48.0.1` |
| [pyjwt](https://github.com/jpadilla/pyjwt) | `2.12.1` | `2.13.0` |
| [python-multipart](https://github.com/Kludex/python-multipart) |
`0.0.27` | `0.0.31` |
| [starlette](https://github.com/Kludex/starlette) | `1.0.1` | `1.3.1` |
| [aiohttp](https://github.com/aio-libs/aiohttp) | `3.14.0` | `3.14.1` |
| [pillow](https://github.com/python-pillow/Pillow) | `12.2.0` |
`12.3.0` |

Bumps the uv group with 7 updates in the
/apps/pipecat-moss/hume-ollama-local directory:

| Package | From | To |
| --- | --- | --- |
| [cryptography](https://github.com/pyca/cryptography) | `46.0.7` |
`48.0.1` |
| [pydantic-settings](https://github.com/pydantic/pydantic-settings) |
`2.13.1` | `2.14.2` |
| [python-multipart](https://github.com/Kludex/python-multipart) |
`0.0.27` | `0.0.31` |
| [starlette](https://github.com/Kludex/starlette) | `1.0.1` | `1.3.1` |
| [aiohttp](https://github.com/aio-libs/aiohttp) | `3.14.0` | `3.14.1` |
| [pillow](https://github.com/python-pillow/Pillow) | `12.2.0` |
`12.3.0` |
| [nltk](https://github.com/nltk/nltk) | `3.9.4` | `3.10.0` |

Bumps the uv group with 7 updates in the /apps/pipecat-moss/ollama-local
directory:

| Package | From | To |
| --- | --- | --- |
| [cryptography](https://github.com/pyca/cryptography) | `46.0.7` |
`48.0.1` |
| [pydantic-settings](https://github.com/pydantic/pydantic-settings) |
`2.13.1` | `2.14.2` |
| [python-multipart](https://github.com/Kludex/python-multipart) |
`0.0.27` | `0.0.31` |
| [starlette](https://github.com/Kludex/starlette) | `1.0.1` | `1.3.1` |
| [aiohttp](https://github.com/aio-libs/aiohttp) | `3.14.0` | `3.14.1` |
| [pillow](https://github.com/python-pillow/Pillow) | `12.2.0` |
`12.3.0` |
| [nltk](https://github.com/nltk/nltk) | `3.9.4` | `3.10.0` |

Bumps the uv group with 4 updates in the /examples/cookbook/daytona
directory:
[python-multipart](https://github.com/Kludex/python-multipart),
[aiohttp](https://github.com/aio-libs/aiohttp),
[langchain](https://github.com/langchain-ai/langchain) and
[langsmith](https://github.com/langchain-ai/langsmith-sdk).
Bumps the uv group with 2 updates in the
/examples/voice-agents/insurance-adjuster directory:
[pillow](https://github.com/python-pillow/Pillow) and
[json-repair](https://github.com/mangiucugna/json_repair).
Bumps the uv group with 3 updates in the
/examples/voice-agents/mortgage-lending directory:
[pyjwt](https://github.com/jpadilla/pyjwt),
[aiohttp](https://github.com/aio-libs/aiohttp) and
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 4 updates in the
/moss-live-labs/examples/advanced-voice-agent directory:
[cryptography](https://github.com/pyca/cryptography),
[pyjwt](https://github.com/jpadilla/pyjwt),
[aiohttp](https://github.com/aio-libs/aiohttp) and
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/moss-live-labs/examples/image-search/backend-py directory:
[starlette](https://github.com/Kludex/starlette).
Bumps the uv group with 3 updates in the
/moss-live-labs/examples/voice-agent directory:
[pyjwt](https://github.com/jpadilla/pyjwt),
[aiohttp](https://github.com/aio-libs/aiohttp) and
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 6 updates in the /packages/agora-moss directory:

| Package | From | To |
| --- | --- | --- |
| [mcp](https://github.com/modelcontextprotocol/python-sdk) | `1.27.0` |
`1.28.1` |
| [cryptography](https://github.com/pyca/cryptography) | `46.0.7` |
`48.0.1` |
| [pydantic-settings](https://github.com/pydantic/pydantic-settings) |
`2.13.1` | `2.14.2` |
| [pyjwt](https://github.com/jpadilla/pyjwt) | `2.12.1` | `2.13.0` |
| [python-multipart](https://github.com/Kludex/python-multipart) |
`0.0.27` | `0.0.31` |
| [starlette](https://github.com/Kludex/starlette) | `1.0.1` | `1.3.1` |

Bumps the uv group with 2 updates in the
/packages/moss-data-connector/moss-connector-supabase directory:
[cryptography](https://github.com/pyca/cryptography) and
[pyjwt](https://github.com/jpadilla/pyjwt).
Bumps the uv group with 7 updates in the /packages/pipecat-moss
directory:

| Package | From | To |
| --- | --- | --- |
| [cryptography](https://github.com/pyca/cryptography) | `46.0.7` |
`48.0.1` |
| [pydantic-settings](https://github.com/pydantic/pydantic-settings) |
`2.12.0` | `2.14.2` |
| [python-multipart](https://github.com/Kludex/python-multipart) |
`0.0.27` | `0.0.31` |
| [starlette](https://github.com/Kludex/starlette) | `1.0.1` | `1.3.1` |
| [aiohttp](https://github.com/aio-libs/aiohttp) | `3.14.0` | `3.14.1` |
| [pillow](https://github.com/python-pillow/Pillow) | `12.2.0` |
`12.3.0` |
| [nltk](https://github.com/nltk/nltk) | `3.9.4` | `3.10.0` |


Updates `mcp` from 1.27.0 to 1.28.1
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/modelcontextprotocol/python-sdk/releases">mcp's
releases</a>.</em></p>
<blockquote>
<h2>v1.28.0</h2>
<h2>Deprecations</h2>
<p>Two API surfaces now emit <code>DeprecationWarning</code> ahead of
their removal in v2. Nothing is removed in 1.x, and the warnings fire
only when the deprecated API is <em>called</em> - importing the modules
stays silent.</p>
<ul>
<li><strong>WebSocket transport</strong> -
<code>mcp.client.websocket.websocket_client</code> and
<code>mcp.server.websocket.websocket_server</code><code>modelcontextprotocol/typescript-sdk#1783</code></li>
<li><strong>Experimental tasks API</strong> -
<code>ClientSession.experimental</code>,
<code>Server.experimental</code>,
<code>ServerSession.experimental</code>, and the
<code>experimental_task_handlers=</code> kwarg on
<code>ClientSession</code>. Tasks (SEP-1686) were removed from the MCP
specification and are expected to return as a separate MCP
extension.</li>
</ul>
<p>If your test suite runs with <code>filterwarnings =
[&quot;error&quot;]</code> and exercises these paths, add a scoped
ignore such as <code>ignore:The experimental tasks API is
deprecated:DeprecationWarning</code> or <code>ignore:The WebSocket .*
transport is deprecated:DeprecationWarning</code>.</p>
<p>See <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/issues/2828">#2828</a>
for full details.</p>
<h2>What's Changed</h2>
<ul>
<li>[v1.x] Support Python 3.14 by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2769">modelcontextprotocol/python-sdk#2769</a></li>
<li>fix: omit null optional fields from task result payloads by <a
href="https://github.com/liuzemei"><code>@​liuzemei</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2809">modelcontextprotocol/python-sdk#2809</a></li>
<li>[v1.x] Deprecate the WebSocket transport and the experimental tasks
entry points by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2828">modelcontextprotocol/python-sdk#2828</a></li>
<li>[v1.x] Add a v2 status banner to the README by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2835">modelcontextprotocol/python-sdk#2835</a></li>
<li>[v1.x] Deflake the child process cleanup tests by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2839">modelcontextprotocol/python-sdk#2839</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a href="https://github.com/liuzemei"><code>@​liuzemei</code></a>
made their first contribution in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2809">modelcontextprotocol/python-sdk#2809</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/modelcontextprotocol/python-sdk/compare/v1.27.2...v1.28.0">https://github.com/modelcontextprotocol/python-sdk/compare/v1.27.2...v1.28.0</a></p>
<h2>v1.27.2</h2>
<h2>What's Changed</h2>
<ul>
<li>[v1.x] ci: deploy docs to py.sdk.modelcontextprotocol.io via Pages
artifact by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2635">modelcontextprotocol/python-sdk#2635</a></li>
<li>[v1.x] Add subject and claims to AccessToken by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2690">modelcontextprotocol/python-sdk#2690</a></li>
<li>[v1.x] Bind transport sessions to the authenticated principal by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2719">modelcontextprotocol/python-sdk#2719</a></li>
<li>[v1.x] Scope experimental tasks to the session that created them by
<a href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2720">modelcontextprotocol/python-sdk#2720</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/modelcontextprotocol/python-sdk/compare/v1.27.1...v1.27.2">https://github.com/modelcontextprotocol/python-sdk/compare/v1.27.1...v1.27.2</a></p>
<h2>v1.27.1</h2>
<h2>What's Changed</h2>
<ul>
<li>[v1.x] fix: catch PydanticUserError when generating output schema
(pydantic 2.13 compat) by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2435">modelcontextprotocol/python-sdk#2435</a></li>
<li>[v1.x] fix(auth): coerce empty-string optional URL fields to None in
OAuthClientMetadata by <a
href="https://github.com/felixweinberger"><code>@​felixweinberger</code></a>
in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2405">modelcontextprotocol/python-sdk#2405</a></li>
<li>[v1.x] build: restrict httpx to &lt;1.0.0 by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2559">modelcontextprotocol/python-sdk#2559</a></li>
<li>[v1.x] refactor: import SSEError from httpx_sse public API by <a
href="https://github.com/maxisbey"><code>@​maxisbey</code></a> in <a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/pull/2561">modelcontextprotocol/python-sdk#2561</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/modelcontextprotocol/python-sdk/compare/v1.27.0...v1.27.1">https://github.com/modelcontextprotocol/python-sdk/compare/v1.27.0...v1.27.1</a></p>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/777b8d06710c140e3606b0d4598e2aa48546c266"><code>777b8d0</code></a>
[v1.x] Support TransportSecuritySettings in the WebSocket server
transport (#...</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/47204674fb26185c2cf45f065831f27b8e5d5c65"><code>4720467</code></a>
[v1.x] Set Development Status classifier to Production/Stable (<a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/issues/2976">#2976</a>)</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/6df3d734265eb49bf758a5e5eb420937337184e9"><code>6df3d73</code></a>
[v1.x] Buffer per-request StreamableHTTP streams; store priming event
before ...</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/32d32908feb7b15eddeb46872774bf95869cc5f0"><code>32d3290</code></a>
[v1.x] Pass a list to parametrize in test_docs_examples (pytest 9.1.0
compat)...</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/0dca751056dc87d04893d53af129fd00b56a18da"><code>0dca751</code></a>
[v1.x] Deflake the child process cleanup tests (<a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/issues/2839">#2839</a>)</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/52258a95645c66fccbe925289c3382712b9bc68a"><code>52258a9</code></a>
[v1.x] Add a v2 status banner to the README (<a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/issues/2835">#2835</a>)</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/b8f491724c45dbf89d6569364b58d6e8d25d7e42"><code>b8f4917</code></a>
[v1.x] Deprecate the WebSocket transport and the experimental tasks
entry poi...</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/2309e5ef974062748e0268c396eba73cfdb6f5e3"><code>2309e5e</code></a>
fix: omit null optional fields from task result payloads (<a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/issues/2809">#2809</a>)</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/494eb11d36b4238226cc0551da6015e1c73f7f3b"><code>494eb11</code></a>
[v1.x] Support Python 3.14 (<a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/issues/2769">#2769</a>)</li>
<li><a
href="https://github.com/modelcontextprotocol/python-sdk/commit/62137874ff26dd74d2fea80ff528a7fd9ca7a5e7"><code>6213787</code></a>
[v1.x] Scope experimental tasks to the session that created them (<a
href="https://redirect.github.com/modelcontextprotocol/python-sdk/issues/2720">#2720</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/modelcontextprotocol/python-sdk/compare/v1.27.0...v1.28.1">compare
view</a></li>
</ul>
</details>
<br />

Updates `cryptography` from 46.0.7 to 48.0.1
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst">cryptography's
changelog</a>.</em></p>
<blockquote>
<p>48.0.1 - 2026-06-09</p>
<pre><code>
* Updated Windows, macOS, and Linux wheels to be compiled with OpenSSL
4.0.1.
<p>.. _v48-0-0:</p>
<p>48.0.0 - 2026-05-04<br />
</code></pre></p>
<ul>
<li>
<p><strong>BACKWARDS INCOMPATIBLE:</strong> Support for Python 3.8 has
been removed.
<code>cryptography</code> now requires Python 3.9 or later.</p>
</li>
<li>
<p><strong>BACKWARDS INCOMPATIBLE:</strong> Loading an X.509 CRL whose
inner
<code>TBSCertList.signature</code> algorithm does not match the outer
<code>signatureAlgorithm</code> now raises <code>ValueError</code>.
Previously, such CRLs
were parsed successfully and only rejected during signature
validation.</p>
</li>
<li>
<p>Added support for
:doc:<code>/hazmat/primitives/asymmetric/mlkem</code> and
:doc:<code>/hazmat/primitives/asymmetric/mldsa</code> when using OpenSSL
3.5.0 or
later, in addition to the existing AWS-LC and BoringSSL support. This
means
post-quantum algorithms are now available to users of our wheels.</p>
<ul>
<li><strong>Note:</strong> Going forward, we do not guarantee that all
functionality
in <code>cryptography</code> will be available when building against
OpenSSL. See :doc:<code>/statements/state-of-openssl</code> for more
information.</li>
</ul>
</li>
</ul>
<p>.. _v47-0-0:</p>
<p>47.0.0 - 2026-04-24</p>
<pre><code>
* Support for Python 3.8 is deprecated and will be removed in the next
  ``cryptography`` release.
* **BACKWARDS INCOMPATIBLE:** Support for binary elliptic curves
  (``SECT*`` classes) has been removed. These curves are rarely used and
  have additional security considerations that make them undesirable.
* **BACKWARDS INCOMPATIBLE:** Support for OpenSSL 1.1.x has been
removed.
OpenSSL 3.0.0 or later is now required. LibreSSL, BoringSSL, and AWS-LC
  continue to be supported.
* **BACKWARDS INCOMPATIBLE:** Dropped support for LibreSSL &lt; 4.1.
* **BACKWARDS INCOMPATIBLE:** Loading keys with unsupported algorithms
or
  keys with unsupported explicit curve encodings now raises
  :class:`~cryptography.exceptions.UnsupportedAlgorithm` instead of
  ``ValueError``. This change affects

:func:`~cryptography.hazmat.primitives.serialization.load_pem_private_key`,

:func:`~cryptography.hazmat.primitives.serialization.load_der_private_key`,

:func:`~cryptography.hazmat.primitives.serialization.load_pem_public_key`,

:func:`~cryptography.hazmat.primitives.serialization.load_der_public_key`,
  and :meth:`~cryptography.x509.Certificate.public_key` when called on
  certificates with unsupported public key algorithms.
&lt;/tr&gt;&lt;/table&gt;
</code></pre>
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/pyca/cryptography/commit/de987ce48ccfeb1abca41efa23b2bf73ec704f74"><code>de987ce</code></a>
48.0.1 version bump and changelog (<a
href="https://redirect.github.com/pyca/cryptography/issues/14996">#14996</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/8e03e30e3aae01632a697e903e3593c924f0139d"><code>8e03e30</code></a>
bump for 48.0.0 release (<a
href="https://redirect.github.com/pyca/cryptography/issues/14796">#14796</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/295e0d254ef31ab864730aa41312ec355416ee71"><code>295e0d2</code></a>
Add AGENTS.md with CLAUDE.md symlink (<a
href="https://redirect.github.com/pyca/cryptography/issues/14794">#14794</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/104a2de19e268a433e6da92be9cb872dcf0003c8"><code>104a2de</code></a>
Bump BoringSSL, OpenSSL, AWS-LC in CI (<a
href="https://redirect.github.com/pyca/cryptography/issues/14793">#14793</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/67ec1e51988195e17993d2edef5258b27509b926"><code>67ec1e5</code></a>
call check_length early on AesSiv::encrypt (<a
href="https://redirect.github.com/pyca/cryptography/issues/14792">#14792</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/b2da57a0d9e4bfd2b95364299091a18f74127b26"><code>b2da57a</code></a>
changelog for mldsa/mlkem for openssl (<a
href="https://redirect.github.com/pyca/cryptography/issues/14791">#14791</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/3cf44adee25c368d4a136e072fa9f80465d91eb0"><code>3cf44ad</code></a>
ML-KEM OpenSSL support (<a
href="https://redirect.github.com/pyca/cryptography/issues/14781">#14781</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/2e31639666766f846fbab2c605879db0fa64fe83"><code>2e31639</code></a>
ML-DSA OpenSSL support (<a
href="https://redirect.github.com/pyca/cryptography/issues/14773">#14773</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/5affe5a286a986fdf512c4a5cb280d28a96c10e3"><code>5affe5a</code></a>
fix rust nightly clippy (<a
href="https://redirect.github.com/pyca/cryptography/issues/14790">#14790</a>)</li>
<li><a
href="https://github.com/pyca/cryptography/commit/2e73ca448eaf64b6f0d4ffbb794cf96170cef5ec"><code>2e73ca4</code></a>
bump rust-openssl dep and update EcPoint::mul_generator to
mul_generator2 (<a
href="https://redirect.github.com/pyca/cryptography/issues/1">#1</a>...</li>
<li>Additional commits viewable in <a
href="https://github.com/pyca/cryptography/compare/46.0.7...48.0.1">compare
view</a></li>
</ul>
</details>
<br />

Updates `pydantic-settings` from 2.13.1 to 2.14.2
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/pydantic/pydantic-settings/releases">pydantic-settings's
releases</a>.</em></p>
<blockquote>
<h2>v2.14.2</h2>
<h2>What's Changed</h2>
<p>This is a security patch release.</p>
<ul>
<li>Prevent <code>NestedSecretsSettingsSource</code> from following
symlinks outside <code>secrets_dir</code> by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/889">pydantic/pydantic-settings#889</a></li>
<li>Prepare release 2.14.2 by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/890">pydantic/pydantic-settings#890</a></li>
</ul>
<h3>Security</h3>
<p>Fixes <a
href="https://github.com/pydantic/pydantic-settings/security/advisories/GHSA-4xgf-cpjx-pc3j">GHSA-4xgf-cpjx-pc3j</a>:
<code>NestedSecretsSettingsSource</code> with
<code>secrets_nested_subdir=True</code> could follow a symbolic link
inside <code>secrets_dir</code> pointing outside it, reading out-of-tree
files into settings values and bypassing the
<code>secrets_dir_max_size</code> cap. Affected versions: <code>&gt;=
2.12.0, &lt; 2.14.2</code>.</p>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2">https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2</a></p>
<h2>v2.14.1</h2>
<h2>What's Changed</h2>
<ul>
<li>Bump the python-packages group with 4 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/850">pydantic/pydantic-settings#850</a></li>
<li>Bump the python-packages group with 5 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/854">pydantic/pydantic-settings#854</a></li>
<li>Bump the github-actions group with 3 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/853">pydantic/pydantic-settings#853</a></li>
<li>Bump the python-packages group with 2 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/856">pydantic/pydantic-settings#856</a></li>
<li>Fix field named <code>cls</code> conflicting with classmethod
parameter by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/858">pydantic/pydantic-settings#858</a></li>
<li>Prepare release 2.14.1 by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/859">pydantic/pydantic-settings#859</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/pydantic/pydantic-settings/compare/v2.14.0...v2.14.1">https://github.com/pydantic/pydantic-settings/compare/v2.14.0...v2.14.1</a></p>
<h2>v2.14.0</h2>
<h2>What's Changed</h2>
<ul>
<li>Fix parsing env vars into Optional Strict types by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/792">pydantic/pydantic-settings#792</a></li>
<li>Fix RecursionError with mutually recursive models in CLI by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/794">pydantic/pydantic-settings#794</a></li>
<li>Fix env_file from model_config ignored in CliApp.run() (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/795">#795</a>)
by <a href="https://github.com/hramezani"><code>@​hramezani</code></a>
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/796">pydantic/pydantic-settings#796</a></li>
<li>Update dependencies by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/798">pydantic/pydantic-settings#798</a></li>
<li>Add Dependabot configuration by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/801">pydantic/pydantic-settings#801</a></li>
<li>Bump samuelcolvin/check-python-version from 4.1 to 5 by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/802">pydantic/pydantic-settings#802</a></li>
<li>Bump actions/upload-artifact from 4 to 7 by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/803">pydantic/pydantic-settings#803</a></li>
<li>Bump actions/checkout from 4 to 6 by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/804">pydantic/pydantic-settings#804</a></li>
<li>Bump astral-sh/setup-uv from 5 to 7 by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/805">pydantic/pydantic-settings#805</a></li>
<li>Bump actions/setup-python from 5 to 6 by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/806">pydantic/pydantic-settings#806</a></li>
<li>Ignore chardet and group GitHub Actions in Dependabot by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/808">pydantic/pydantic-settings#808</a></li>
<li>Bump actions/download-artifact from 4 to 8 in the github-actions
group by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/809">pydantic/pydantic-settings#809</a></li>
<li>Bump the python-packages group with 2 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/810">pydantic/pydantic-settings#810</a></li>
<li>Support reading .env files from FIFOs (e.g. 1Password Environments)
by <a href="https://github.com/JacobHayes"><code>@​JacobHayes</code></a>
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/776">pydantic/pydantic-settings#776</a></li>
<li>Fix AliasChoices ignored when changing provider priority by <a
href="https://github.com/hramezani"><code>@​hramezani</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/813">pydantic/pydantic-settings#813</a></li>
<li>fix: resolve KeyError in run_subcommand for underscore field names
by <a
href="https://github.com/bradykieffer"><code>@​bradykieffer</code></a>
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/799">pydantic/pydantic-settings#799</a></li>
<li>Bump the python-packages group with 3 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/814">pydantic/pydantic-settings#814</a></li>
<li>Fix <code>Literal[numeric Enum]</code> coercion for CLI and env vars
by <a href="https://github.com/m9810223"><code>@​m9810223</code></a> in
<a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/811">pydantic/pydantic-settings#811</a></li>
<li>Fix nested discriminated unions not discovered by env/CLI providers
by <a href="https://github.com/hramezani"><code>@​hramezani</code></a>
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/816">pydantic/pydantic-settings#816</a></li>
<li>Bump the python-packages group with 3 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/820">pydantic/pydantic-settings#820</a></li>
<li>CLI ensure env nested max split internally. by <a
href="https://github.com/kschwab"><code>@​kschwab</code></a> in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/821">pydantic/pydantic-settings#821</a></li>
<li>Bump the python-packages group with 4 updates by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a>[bot]
in <a
href="https://redirect.github.com/pydantic/pydantic-settings/pull/824">pydantic/pydantic-settings#824</a></li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/d703bd717e5e07439fa89da2245eee6139413e9e"><code>d703bd7</code></a>
Prepare release 2.14.2 (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/890">#890</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/e95c30bec8cfaee88ee275138c064aea97a25bdf"><code>e95c30b</code></a>
Prepare release 2.14.1 (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/859">#859</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/0c8734581b6cf70a995afad603ac456631d00621"><code>0c87345</code></a>
Fix field named <code>cls</code> conflicting with classmethod parameter
(<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/858">#858</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/7bd0072795a800065b42210b6dca90fc9b83daf7"><code>7bd0072</code></a>
Bump the python-packages group with 2 updates (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/856">#856</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/b03e573d017ed48e1c2774a5e0b715db9766c76b"><code>b03e573</code></a>
Bump the github-actions group with 3 updates (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/853">#853</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/eaa3b434938411ec8a3717ea646614561e713f51"><code>eaa3b43</code></a>
Bump the python-packages group with 5 updates (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/854">#854</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/9f95615c24c6813c1d7d203576581a79cb6d9e8e"><code>9f95615</code></a>
Bump the python-packages group with 4 updates (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/850">#850</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/8916beeecc6d0510e3d0532a0ed839937400ddc3"><code>8916bee</code></a>
Prepare release 2.14.0 (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/848">#848</a>)</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/39e551c0910c85505b608ff85a103b2c9f7396c5"><code>39e551c</code></a>
Fix CLI descriptions lost under <code>python -OO</code> by falling back
to `json_schema_...</li>
<li><a
href="https://github.com/pydantic/pydantic-settings/commit/9ed7f48ea2c90f436a03b01f721fe6656c869b14"><code>9ed7f48</code></a>
Bump the python-packages group with 4 updates (<a
href="https://redirect.github.com/pydantic/pydantic-settings/issues/847">#847</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/pydantic/pydantic-settings/compare/v2.13.1...v2.14.2">compare
view</a></li>
</ul>
</details>
<br />

Updates `pyjwt` from 2.12.1 to 2.13.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/jpadilla/pyjwt/releases">pyjwt's
releases</a>.</em></p>
<blockquote>
<h2>2.13.0</h2>
<h1>PyJWT 2.13.0 — Security Release</h1>
<p>This release bundles five security fixes plus three additional
hardening / spec-compliance changes. We recommend all users upgrade.</p>
<h2>Security</h2>
<ul>
<li>
<p><strong><a
href="https://github.com/jpadilla/pyjwt/security/advisories/GHSA-xgmm-8j9v-c9wx"><code>GHSA-xgmm-8j9v-c9wx</code></a>
— JWK JSON accepted as HMAC secret (algorithm confusion).</strong>
<code>HMACAlgorithm.prepare_key</code> previously rejected PEM- and
SSH-formatted asymmetric keys but did not catch a JWK passed as a raw
JSON string. In a verifier configured with both symmetric and asymmetric
algorithms in <code>algorithms=[…]</code> and a raw-JSON JWK as the key,
an attacker could forge HS256 tokens using the JWK text as the HMAC
secret. The guard has been extended to reject any JWK-shaped JSON.
<em>Reported by <a
href="https://github.com/aradona91"><code>@​aradona91</code></a>.</em></p>
</li>
<li>
<p><strong><a
href="https://github.com/jpadilla/pyjwt/security/advisories/GHSA-jq35-7prp-9v3f"><code>GHSA-jq35-7prp-9v3f</code></a>
— Algorithm allow-list bypass with <code>PyJWK</code> /
<code>PyJWKClient</code>.</strong> When verifying with a
<code>PyJWK</code>, the caller's <code>algorithms=[…]</code> allow-list
was checked against the token header <code>alg</code> as a string only;
actual verification used the algorithm bound to the <code>PyJWK</code>.
An attacker who controlled a registered JWKS key could sign with one
algorithm and advertise another on the header. PyJWT now requires the
token header <code>alg</code> to match the <code>PyJWK</code>'s
algorithm before verification. <em>Reported by <a
href="https://github.com/sushi-gif"><code>@​sushi-gif</code></a>.</em></p>
</li>
<li>
<p><strong><a
href="https://github.com/jpadilla/pyjwt/security/advisories/GHSA-w7vc-732c-9m39"><code>GHSA-w7vc-732c-9m39</code></a>
— DoS via base64 decode of unused payload segment when
<code>b64=false</code>.</strong> For detached-payload JWS
(<code>b64=false</code>), the compact-form payload segment was
base64-decoded before being discarded in favor of the caller-supplied
<code>detached_payload</code>. An attacker could inflate the unused
segment to force CPU + memory cost without holding a valid signature.
The segment is now required to be empty per RFC 7515 Appendix F, and is
no longer decoded. <em>Reported by <a
href="https://github.com/thesmartshadow"><code>@​thesmartshadow</code></a>.</em></p>
</li>
<li>
<p><strong><a
href="https://github.com/jpadilla/pyjwt/security/advisories/GHSA-993g-76c3-p5m4"><code>GHSA-993g-76c3-p5m4</code></a>
— <code>PyJWKClient</code> accepts non-HTTP(S) URIs.</strong>
<code>PyJWKClient.fetch_data</code> passed its URI to
<code>urllib.request.urlopen</code>, which by default also handles
<code>file://</code>, <code>ftp://</code>, and <code>data:</code>
schemes. An application that fed an attacker-influenced URI into
<code>PyJWKClient</code> could be coerced into reading local files or
reaching other unintended schemes. <code>PyJWKClient</code> now rejects
any URI whose scheme isn't <code>http</code> or <code>https</code>.
<em>Reported by <a
href="https://github.com/KEIJOT"><code>@​KEIJOT</code></a>.</em></p>
</li>
<li>
<p><strong><a
href="https://github.com/jpadilla/pyjwt/security/advisories/GHSA-fhv5-28vv-h8m8"><code>GHSA-fhv5-28vv-h8m8</code></a>
— <code>PyJWKClient</code> cache wiped on fetch error.</strong> A
<code>finally</code>-block <code>put(jwk_set=None)</code> cleared the
JWK Set cache whenever a fetch raised, turning a transient JWKS-endpoint
outage into application-wide auth failure. The cache write was moved
into the success path; transient errors no longer evict valid cached
keys. <em>Reported by <a
href="https://github.com/eddieran"><code>@​eddieran</code></a>.</em></p>
</li>
</ul>
<h2>Fixed</h2>
<ul>
<li>Reject empty HMAC keys outright in
<code>HMACAlgorithm.prepare_key</code> with <code>InvalidKeyError</code>
instead of accepting them with only a warning. Defends against the
<code>os.getenv(&quot;JWT_SECRET&quot;, &quot;&quot;)</code> footgun.
<em>Thanks to <a
href="https://github.com/SnailSploit"><code>@​SnailSploit</code></a> and
<a href="https://github.com/spartan8806"><code>@​spartan8806</code></a>
for the reports.</em></li>
<li>Forward per-call <code>options</code> (including
<code>enforce_minimum_key_length</code>) from <code>PyJWT.decode</code>
through to <code>PyJWS._verify_signature</code>. The option was
previously silently dropped between the two layers, so it only took
effect when set on the <code>PyJWT</code> instance. <em>Thanks to <a
href="https://github.com/WLUB"><code>@​WLUB</code></a> for the
report.</em></li>
<li><strong>RFC 7797 §3 compliance for <code>b64=false</code>:</strong>
the encoder now auto-adds <code>&quot;b64&quot;</code> to
<code>crit</code>, and the decoder rejects tokens that set
<code>b64=false</code> without listing it in <code>crit</code>.
<em>Thanks to <a
href="https://github.com/MachineLearning-Nerd"><code>@​MachineLearning-Nerd</code></a>
for the report.</em></li>
</ul>
<h2>Changed</h2>
<ul>
<li>Migrate the <code>dev</code>, <code>docs</code>, and
<code>tests</code> package extras to dependency groups, by <a
href="https://github.com/kurtmckee"><code>@​kurtmckee</code></a> in <a
href="https://redirect.github.com/jpadilla/pyjwt/pull/1152">#1152</a>.</li>
</ul>
<h2>Upgrade notes</h2>
<p>Most fixes are invisible to correctly-configured callers. A few
behavioral changes you may encounter:</p>
<ul>
<li><strong>Empty HMAC keys now raise.</strong> If your app passed
<code>&quot;&quot;</code> or <code>b&quot;&quot;</code> as a secret
(often via a missing env var, e.g.
<code>os.getenv(&quot;JWT_SECRET&quot;, &quot;&quot;)</code>),
<code>encode</code>/<code>decode</code> will now raise
<code>InvalidKeyError</code>. This is the intended behavior — fix the
configuration.</li>
<li><strong><code>PyJWK</code> decoding now requires the token's
<code>alg</code> to match the JWK's algorithm.</strong> Previously a
mismatch was silently honored if the header <code>alg</code> appeared in
the allow-list. Tokens that relied on this mismatch will now fail with
<code>InvalidAlgorithmError</code>.</li>
<li><strong><code>PyJWKClient</code> now rejects non-HTTP(S) URIs at
construction time.</strong> Tests or dev environments that fetched JWKS
from <code>file://</code> URIs need to switch to a local HTTP server or
load the JWKS by other means (e.g. construct
<code>PyJWKSet.from_dict(...)</code> directly).</li>
<li><strong><code>b64=false</code> tokens are now strictly RFC 7515 /
7797 compliant.</strong> Tokens with a non-empty compact-form payload
segment, or that omit <code>&quot;b64&quot;</code> from
<code>crit</code>, will be rejected. PyJWT-produced tokens always
satisfy both invariants, so round-trips through PyJWT are
unaffected.</li>
<li><strong><code>enforce_minimum_key_length</code> set per-call now
takes effect.</strong> Callers who passed
<code>options={&quot;enforce_minimum_key_length&quot;: True}</code> to
<code>jwt.decode()</code> previously got no enforcement; they will now
get <code>InvalidKeyError</code> on undersized keys, as documented.</li>
</ul>
<p><strong>Full changelog:</strong> <a
href="https://github.com/jpadilla/pyjwt/compare/2.12.1...2.13.0">https://github.com/jpadilla/pyjwt/compare/2.12.1...2.13.0</a></p>
</blockquote>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/jpadilla/pyjwt/blob/master/CHANGELOG.rst">pyjwt's
changelog</a>.</em></p>
<blockquote>
<h2><code>v2.13.0
&lt;https://github.com/jpadilla/pyjwt/compare/2.12.1...2.13.0&gt;</code>__</h2>
<p>Security</p>
<pre><code>
- Reject JWK JSON documents passed as raw HMAC secrets in
  ``HMACAlgorithm.prepare_key`` to close an algorithm-confusion gap that
  the existing PEM/SSH guard did not cover. Reported by @aradona91 in
`GHSA-xgmm-8j9v-c9wx
&lt;https://github.com/jpadilla/pyjwt/security/advisories/GHSA-xgmm-8j9v-c9wx&gt;`__.
- Bind the JWT header ``alg`` to ``PyJWK.algorithm_name`` during
  verification so the caller's ``algorithms=[...]`` allow-list cannot be
bypassed when decoding with a ``PyJWK`` / ``PyJWKClient`` key. Reported
by @sushi-gif in `GHSA-jq35-7prp-9v3f
&lt;https://github.com/jpadilla/pyjwt/security/advisories/GHSA-jq35-7prp-9v3f&gt;`__.
- Reject non-``http(s)`` URI schemes in ``PyJWKClient`` so attacker-
influenced URIs cannot read local files or reach unintended schemes via
urllib's default ``file://`` / ``ftp://`` / ``data:`` handlers. Reported
by @KEIJOT in `GHSA-993g-76c3-p5m4
&lt;https://github.com/jpadilla/pyjwt/security/advisories/GHSA-993g-76c3-p5m4&gt;`__.
- Preserve the cached JWK Set on fetch errors in
``PyJWKClient.fetch_data``.
  The previous ``finally``-block ``put(None)`` pattern cleared the cache
on any transient outage, turning one bad JWKS request into application-
wide auth failure. Reported by @eddieran in `GHSA-fhv5-28vv-h8m8
&lt;https://github.com/jpadilla/pyjwt/security/advisories/GHSA-fhv5-28vv-h8m8&gt;`__.
- Skip the unconditional base64 decode of the compact-form payload
segment
  when ``b64=false`` is set in the protected header, and require that
  segment to be empty (RFC 7515 Appendix F detached form). Closes an
  unauthenticated DoS amplifier. Reported by @thesmartshadow in
`GHSA-w7vc-732c-9m39
&lt;https://github.com/jpadilla/pyjwt/security/advisories/GHSA-w7vc-732c-9m39&gt;`__.
<p>Fixed</p>
<pre><code>
- Reject empty HMAC keys outright in ``HMACAlgorithm.prepare_key`` with
  ``InvalidKeyError`` instead of accepting them with only a warning.
  Thanks to @SnailSploit and @spartan8806 for independently flagging the
  footgun.
- Forward per-call ``options`` (including
``enforce_minimum_key_length``)
  from ``PyJWT.decode`` through to ``PyJWS._verify_signature`` so the
option actually takes effect when set at the call site rather than only
  on the ``PyJWT`` instance. Thanks to @WLUB for the report.
- RFC 7797 §3 compliance for ``b64=false``: the encoder now auto-adds
``&amp;quot;b64&amp;quot;`` to the ``crit`` header parameter, and the
decoder rejects
tokens that set ``b64=false`` without listing it in ``crit``. Thanks to
  @MachineLearning-Nerd for the report.

Changed
</code></pre>
<ul>
<li>Migrate the <code>dev</code>, <code>docs</code>, and
<code>tests</code> package extras to dependency groups by <a
href="https://github.com/kurtmckee"><code>@​kurtmckee</code></a> in
<code>[#1152](https://github.com/jpadilla/pyjwt/issues/1152)
&amp;lt;https://github.com/jpadilla/pyjwt/pull/1152&amp;gt;</code>__
</code></pre></li>
</ul>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/7144e4534c34810f4525dc4578a32addd8212cff"><code>7144e45</code></a>
Apply ruff format</li>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/d2f4bec4963897c0ef96ef64a875894f2c8542ab"><code>d2f4bec</code></a>
Restore <code>cast()</code> calls with cross-version <code>type:
ignore</code> for <code>prepare_key</code></li>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/22f478cebddd8294259c30f037ecb92b0b348774"><code>22f478c</code></a>
Remove redundant casts in <code>RSAAlgorithm.prepare_key</code> and
`ECAlgorithm.prepare...</li>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/95791b1759b8aa4f2203575d344d5c78564cdc81"><code>95791b1</code></a>
Bundle security fixes and hardening into 2.13.0</li>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/dcc27a9d3182a2349c30b160758785c6ce7a6508"><code>dcc27a9</code></a>
[pre-commit.ci] pre-commit autoupdate (<a
href="https://redirect.github.com/jpadilla/pyjwt/issues/1155">#1155</a>)</li>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/9d08a9a1896845ed8eaf88e6f6ac61e5800c3e7a"><code>9d08a9a</code></a>
[pre-commit.ci] pre-commit autoupdate (<a
href="https://redirect.github.com/jpadilla/pyjwt/issues/1146">#1146</a>)</li>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/b87c10014d4109f0214fea188d00faaaf8a80e64"><code>b87c100</code></a>
Bump codecov/codecov-action from 5 to 6 (<a
href="https://redirect.github.com/jpadilla/pyjwt/issues/1154">#1154</a>)</li>
<li><a
href="https://github.com/jpadilla/pyjwt/commit/40e3147eb5f790d8d041772e5fc00728a176c812"><code>40e3147</code></a>
Migrate development extras to dependency groups (<a
href="https://redirect.github.com/jpadilla/pyjwt/issues/1152">#1152</a>)</li>
<li>See full diff in <a
href="https://github.com/jpadilla/pyjwt/compare/2.12.1...2.13.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `python-multipart` from 0.0.27 to 0.0.31
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/Kludex/python-multipart/releases">python-multipart's
releases</a>.</em></p>
<blockquote>
<h2>Version 0.0.31</h2>
<h2>What's Changed</h2>
<ul>
<li>Speed up multipart header parsing and callback dispatch by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/295">Kludex/python-multipart#295</a></li>
<li>Bound header field name size before validating by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/296">Kludex/python-multipart#296</a></li>
<li>Validate Content-Length is non-negative in parse_form by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/297">Kludex/python-multipart#297</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/python-multipart/compare/0.0.30...0.0.31">https://github.com/Kludex/python-multipart/compare/0.0.30...0.0.31</a></p>
<h2>Version 0.0.30</h2>
<h2>What's Changed</h2>
<ul>
<li>Treat only <code>&amp;</code> as the urlencoded field separator by
<a href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/290">Kludex/python-multipart#290</a></li>
<li>Ignore RFC 2231 extended parameters in
<code>parse_options_header</code> by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/291">Kludex/python-multipart#291</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/python-multipart/compare/0.0.29...0.0.30">https://github.com/Kludex/python-multipart/compare/0.0.29...0.0.30</a></p>
<h2>Version 0.0.29</h2>
<h2>What's Changed</h2>
<ul>
<li>Handle malformed RFC 2231 continuations in
<code>parse_options_header</code> by <a
href="https://github.com/manunio"><code>@​manunio</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/270">Kludex/python-multipart#270</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/python-multipart/compare/0.0.28...0.0.29">https://github.com/Kludex/python-multipart/compare/0.0.28...0.0.29</a></p>
<h2>Version 0.0.28</h2>
<h2>What's Changed</h2>
<ul>
<li>Speed up partial-boundary tail scan via <code>bytes.find</code> by
<a href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/281">Kludex/python-multipart#281</a></li>
<li>Cap multipart boundary length at 256 bytes by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/python-multipart/pull/282">Kludex/python-multipart#282</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/python-multipart/compare/0.0.27...0.0.28">https://github.com/Kludex/python-multipart/compare/0.0.27...0.0.28</a></p>
</blockquote>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md">python-multipart's
changelog</a>.</em></p>
<blockquote>
<h2>0.0.31 (2026-06-04)</h2>
<ul>
<li>Speed up multipart header parsing and callback dispatch <a
href="https://redirect.github.com/Kludex/python-multipart/pull/295">#295</a>.</li>
<li>Bound header field name size before validating <a
href="https://redirect.github.com/Kludex/python-multipart/pull/296">#296</a>.</li>
<li>Validate <code>Content-Length</code> is non-negative in
<code>parse_form</code> <a
href="https://redirect.github.com/Kludex/python-multipart/pull/297">#297</a>.</li>
</ul>
<h2>0.0.30 (2026-05-31)</h2>
<ul>
<li>Parse <code>application/x-www-form-urlencoded</code> bodies per the
WHATWG URL standard, treating only <code>&amp;</code> as a field
separator <a
href="https://redirect.github.com/Kludex/python-multipart/pull/290">#290</a>.</li>
<li>Ignore RFC 2231/5987 extended parameters (<code>name*</code>,
<code>filename*</code>) in <code>parse_options_header</code>, keeping
the plain parameter authoritative per <a
href="https://datatracker.ietf.org/doc/html/rfc7578#section-4.2">RFC
7578 §4.2</a> <a
href="https://redirect.github.com/Kludex/python-multipart/pull/291">#291</a>.</li>
</ul>
<h2>0.0.29 (2026-05-17)</h2>
<ul>
<li>Handle malformed RFC 2231 continuations in
<code>parse_options_header</code> <a
href="https://redirect.github.com/Kludex/python-multipart/pull/270">#270</a>.</li>
</ul>
<h2>0.0.28 (2026-05-10)</h2>
<ul>
<li>Speed up partial-boundary tail scan via <code>bytes.find</code> <a
href="https://redirect.github.com/Kludex/python-multipart/pull/281">#281</a>.</li>
<li>Cap multipart boundary length at 256 bytes <a
href="https://redirect.github.com/Kludex/python-multipart/pull/282">#282</a>.</li>
</ul>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/Kludex/python-multipart/commit/4cffc68a165f7a6f6b7756ce006fabf07a05b7a4"><code>4cffc68</code></a>
Version 0.0.31 (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/298">#298</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/c814948acf509cef7881fa75c969969b19239bbf"><code>c814948</code></a>
Reject negative <code>Content-Length</code> in <code>parse_form</code>
(<a
href="https://redirect.github.com/Kludex/python-multipart/issues/297">#297</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/6b837d47bc68826ed5cbbcb50c6c6a6093444494"><code>6b837d4</code></a>
Bound header field name size before validating (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/296">#296</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/e0c4f9df2e737d1663fbbdd6563f80613a2089f9"><code>e0c4f9d</code></a>
Bump the github-actions group with 3 updates (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/294">#294</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/b8a01bb683e8e8675fdb5d831b206a478c8215aa"><code>b8a01bb</code></a>
Bump the python-packages group with 3 updates (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/293">#293</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/6732164f30c58e28589a1e22213d2f6b8c6bad9f"><code>6732164</code></a>
Speed up multipart header parsing and callback dispatch (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/295">#295</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/9d3ead568a259f222cff6425262ff63e88d930d4"><code>9d3ead5</code></a>
Version 0.0.30 (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/292">#292</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/3506c15ce99cb62faf2d5ceb3c4c1e5800cb843d"><code>3506c15</code></a>
Ignore RFC 2231 extended parameters in <code>parse_options_header</code>
(<a
href="https://redirect.github.com/Kludex/python-multipart/issues/291">#291</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/d69df35cd2cad9c72794c2c340db646afae957d8"><code>d69df35</code></a>
Treat only <code>&amp;</code> as the urlencoded field separator (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/290">#290</a>)</li>
<li><a
href="https://github.com/Kludex/python-multipart/commit/1e6ff9740b09fb439755f30e2b0e2ada1d297325"><code>1e6ff97</code></a>
Bump idna from 3.11 to 3.15 (<a
href="https://redirect.github.com/Kludex/python-multipart/issues/289">#289</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/Kludex/python-multipart/compare/0.0.27...0.0.31">compare
view</a></li>
</ul>
</details>
<br />

Updates `starlette` from 1.0.1 to 1.3.1
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/Kludex/starlette/releases">starlette's
releases</a>.</em></p>
<blockquote>
<h2>Version 1.3.1</h2>
<h2>What's Changed</h2>
<ul>
<li>Use <code>StarletteDeprecationWarning</code> instead of
<code>DeprecationWarning</code> by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3119">Kludex/starlette#3119</a></li>
<li>Enforce <code>max_fields</code> and <code>max_part_size</code> in
<code>FormParser</code> by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3329">Kludex/starlette#3329</a></li>
<li>Enforce <code>FormParser</code> limits in parser callbacks by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3331">Kludex/starlette#3331</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/starlette/compare/1.3.0...1.3.1">https://github.com/Kludex/starlette/compare/1.3.0...1.3.1</a></p>
<h2>Version 1.3.0</h2>
<h2>What's Changed</h2>
<ul>
<li>Clamp oversized suffix ranges in <code>FileResponse</code> by <a
href="https://github.com/jiyujie2006"><code>@​jiyujie2006</code></a> in
<a
href="https://redirect.github.com/Kludex/starlette/pull/3307">Kludex/starlette#3307</a></li>
<li>Catch <code>OSError</code> alongside <code>MultiPartException</code>
when closing temp files by <a
href="https://github.com/N3XT3R1337"><code>@​N3XT3R1337</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3191">Kludex/starlette#3191</a></li>
<li>Add <code>httpx2</code> to the <code>full</code> extra by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3323">Kludex/starlette#3323</a></li>
<li>Adjust testclient typing and warnings by <a
href="https://github.com/waketzheng"><code>@​waketzheng</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3322">Kludex/starlette#3322</a></li>
<li>Fix IndexError in URL.replace() on a URL with no authority by <a
href="https://github.com/LeSingh1"><code>@​LeSingh1</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3317">Kludex/starlette#3317</a></li>
<li>Annotate URLPath protocol parameter with Literal by <a
href="https://github.com/Chang-LeHung"><code>@​Chang-LeHung</code></a>
in <a
href="https://redirect.github.com/Kludex/starlette/pull/3285">Kludex/starlette#3285</a></li>
<li>avoid collapsing exception groups from user code by <a
href="https://github.com/graingert"><code>@​graingert</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/2830">Kludex/starlette#2830</a></li>
<li>Use <code>removeprefix</code> to strip weak ETag indicator in
<code>is_not_modified</code> by <a
href="https://github.com/gnosyslambda"><code>@​gnosyslambda</code></a>
in <a
href="https://redirect.github.com/Kludex/starlette/pull/3193">Kludex/starlette#3193</a></li>
<li>Build <code>request.url</code> from structured components by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3326">Kludex/starlette#3326</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a
href="https://github.com/jiyujie2006"><code>@​jiyujie2006</code></a>
made their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3307">Kludex/starlette#3307</a></li>
<li><a
href="https://github.com/N3XT3R1337"><code>@​N3XT3R1337</code></a> made
their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3191">Kludex/starlette#3191</a></li>
<li><a
href="https://github.com/leestana01"><code>@​leestana01</code></a> made
their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3319">Kludex/starlette#3319</a></li>
<li><a href="https://github.com/LeSingh1"><code>@​LeSingh1</code></a>
made their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3317">Kludex/starlette#3317</a></li>
<li><a
href="https://github.com/EmmanuelNiyonshuti"><code>@​EmmanuelNiyonshuti</code></a>
made their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3204">Kludex/starlette#3204</a></li>
<li><a
href="https://github.com/Chang-LeHung"><code>@​Chang-LeHung</code></a>
made their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3285">Kludex/starlette#3285</a></li>
<li><a
href="https://github.com/gnosyslambda"><code>@​gnosyslambda</code></a>
made their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3193">Kludex/starlette#3193</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/starlette/compare/1.2.1...1.3.0">https://github.com/Kludex/starlette/compare/1.2.1...1.3.0</a></p>
<h2>Version 1.2.1</h2>
<h2>What's Changed</h2>
<ul>
<li>Use <code>httpx2</code> for type checking in the
<code>testclient</code> module by <a
href="https://github.com/leifwar"><code>@​leifwar</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3304">Kludex/starlette#3304</a></li>
<li>Add assert error for requires() when request param is not Request
type by <a
href="https://github.com/KeeganOP"><code>@​KeeganOP</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3298">Kludex/starlette#3298</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a href="https://github.com/leifwar"><code>@​leifwar</code></a> made
their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3304">Kludex/starlette#3304</a></li>
<li><a href="https://github.com/diskeu"><code>@​diskeu</code></a> made
their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3243">Kludex/starlette#3243</a></li>
<li><a href="https://github.com/KeeganOP"><code>@​KeeganOP</code></a>
made their first contribution in <a
href="https://redirect.github.com/Kludex/starlette/pull/3298">Kludex/starlette#3298</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/starlette/compare/1.2.0...1.2.1">https://github.com/Kludex/starlette/compare/1.2.0...1.2.1</a></p>
<h2>Version 1.2.0</h2>
<h2>What's Changed</h2>
<ul>
<li>Support httpx2 in the test client by <a
href="https://github.com/Kludex"><code>@​Kludex</code></a> in <a
href="https://redirect.github.com/Kludex/starlette/pull/3291">Kludex/starlette#3291</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/Kludex/starlette/compare/1.1.0...1.2.0">https://github.com/Kludex/starlette/compare/1.1.0...1.2.0</a></p>
<h2>Version 1.1.0</h2>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/Kludex/starlette/blob/main/docs/release-notes.md">starlette's
changelog</a>.</em></p>
<blockquote>
<h2>1.3.1 (June 12, 2026)</h2>
<h4>Fixed</h4>
<ul>
<li>Enforce <code>max_fields</code> and <code>max_part_size</code> in
<code>FormParser</code> <a
href="https://redirect.github.com/encode/starlette/pull/3329">#3329</a>.</li>
<li>Enforce <code>FormParser</code> limits in parser callbacks <a
href="https://redirect.github.com/encode/starlette/pull/3331">#3331</a>.</li>
</ul>
<h2>1.3.0 (June 11, 2026)</h2>
<h4>Added</h4>
<ul>
<li>Add <code>httpx2</code> to the <code>full</code> extra <a
href="https://redirect.github.com/encode/starlette/pull/3323">#3323</a>.</li>
<li>Annotate the <code>URLPath</code> <code>protocol</code> parameter
with <code>Literal</code> <a
href="https://redirect.github.com/encode/starlette/pull/3285">#3285</a>.</li>
</ul>
<h4>Fixed</h4>
<ul>
<li>Build <code>request.url</code> from structured components <a
href="https://redirect.github.com/encode/starlette/pull/3326">#3326</a>.</li>
<li>Clamp oversized suffix ranges in <code>FileResponse</code> <a
href="https://redirect.github.com/encode/starlette/pull/3307">#3307</a>.</li>
<li>Catch <code>OSError</code> alongside <code>MultiPartException</code>
when closing temp files <a
href="https://redirect.github.com/encode/starlette/pull/3191">#3191</a>.</li>
<li>Avoid collapsing exception groups raised from user code <a
href="https://redirect.github.com/encode/starlette/pull/2830">#2830</a>.</li>
<li>Use <code>removeprefix</code> to strip the weak <code>ETag</code>
indicator in <code>is_not_modified</code> <a
href="https://redirect.github.com/encode/starlette/pull/3193">#3193</a>.</li>
<li>Fix <code>IndexError</code> in <code>URL.replace()</code> on a URL
with no authority <a
href="https://redirect.github.com/encode/starlette/pull/3317">#3317</a>.</li>
<li>Adjust <code>testclient</code> typing and warnings <a
href="https://redirect.github.com/encode/starlette/pull/3322">#3322</a>.</li>
</ul>
<h2>1.2.1 (May 31, 2026)</h2>
<h4>Fixed</h4>
<ul>
<li>Use <code>httpx2</code> for type checking in the
<code>testclient</code> module <a
href="https://redirect.github.com/encode/starlette/pull/3304">#3304</a>.</li>
<li>Add assert error for <code>requires()</code> when the request
parameter is not a <code>Request</code> type <a
href="https://redirect.github.com/encode/starlette/pull/3298">#3298</a>.</li>
</ul>
<h2>1.2.0 (May 28, 2026)</h2>
<h4>Added</h4>
<ul>
<li>Support httpx2 in the test client <a
href="https://redirect.github.com/encode/starlette/pull/3291">#3291</a>.</li>
</ul>
<h2>1.1.0 (May 23, 2026)</h2>
<h4>Added</h4>
<ul>
<li>Use <code>&quot;application/octet-stream&quot;</code> as the
<code>FileResponse</code> media type fallback <a
href="https://redirect.github.com/encode/starlette/pull/3283">#3283</a>.</li>
</ul>
<h4>Fixed</h4>
<ul>
<li>Only dispatch standard HTTP verbs in <code>HTTPEndpoint</code> <a
href="https://redirect.github.com/encode/starlette/pull/3286">#3286</a>.</li>
<li>Reject absolute paths in <code>StaticFiles.lookup_path</code> <a
href="https://redirect.github.com/encode/starlette/pull/3287">#3287</a>.</li>
</ul>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/Kludex/starlette/commit/8ebffd0678570ddd5d5bb11c6f3c3c7fd4682ab9"><code>8ebffd0</code></a>
Version 1.3.1 (<a
href="https://redirect.github.com/Kludex/starlette/issues/3330">#3330</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/25b8e179d8d7ed86769c02f648772dd5fb43dc3c"><code>25b8e17</code></a>
Enforce <code>FormParser</code> limits in parser callbacks (<a
href="https://redirect.github.com/Kludex/starlette/issues/3331">#3331</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/dba1c4babc4f99ad2622bb913d87045775dda735"><code>dba1c4b</code></a>
Enforce <code>max_fields</code> and <code>max_part_size</code> in
<code>FormParser</code> (<a
href="https://redirect.github.com/Kludex/starlette/issues/3329">#3329</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/45e51dcf99f3a270b0bcec1aec5410b4345863a9"><code>45e51dc</code></a>
Use <code>StarletteDeprecationWarning</code> instead of
<code>DeprecationWarning</code> (<a
href="https://redirect.github.com/Kludex/starlette/issues/3119">#3119</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/5f8610c386e13de1d80d36efa961e1486a1d2d01"><code>5f8610c</code></a>
Version 1.3.0 (<a
href="https://redirect.github.com/Kludex/starlette/issues/3327">#3327</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/167b5850e809f38b27fbfed62d58bf6442855975"><code>167b585</code></a>
Build <code>request.url</code> from structured components (<a
href="https://redirect.github.com/Kludex/starlette/issues/3326">#3326</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/37309255b4c1b9c381a2d24a1eaf83100984a16a"><code>3730925</code></a>
Use <code>removeprefix</code> to strip weak ETag indicator in
<code>is_not_modified</code> (<a
href="https://redirect.github.com/Kludex/starlette/issues/3193">#3193</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/e6f7ad1ab85efb27ab7910d8007b3f4531f7b083"><code>e6f7ad1</code></a>
avoid collapsing exception groups from user code (<a
href="https://redirect.github.com/Kludex/starlette/issues/2830">#2830</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/115228fcdca0e0ef5bf4a95a40ddce5a9fced428"><code>115228f</code></a>
Annotate URLPath protocol parameter with Literal (<a
href="https://redirect.github.com/Kludex/starlette/issues/3285">#3285</a>)</li>
<li><a
href="https://github.com/Kludex/starlette/commit/113f193a34353c9153857028c1074351d22fad07"><code>113f193</code></a>
docs: replace inline ASGI server list with link to canonical implemen…
(<a
href="https://redirect.github.com/Kludex/starlette/issues/3204">#3204</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/Kludex/starlette/compare/1.0.1...1.3.1">compare
view</a></li>
</ul>
</details>
<br />

Updates `mcp` from 1.23.0 to 1.28.1
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/modelcontextprotocol/python-sdk/releases">mcp's
releases</a>.</em></p>
<blockquote>
<h2>v1.28.0</h2>
<h2>Deprecations</h2>
<p>Two API surfaces now emit <code>DeprecationWarning</code> ahead of
their removal in v2. Nothing is remov...

_Description has been truncated_

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 apps/agora-moss/uv.lock                       | 138 ++---
 .../livekit-moss-agent/uv.lock                | 552 +++++++++---------
 apps/pipecat-moss/hume-ollama-local/uv.lock   | 514 ++++++++--------
 apps/pipecat-moss/ollama-local/uv.lock        | 514 ++++++++--------
 examples/cookbook/daytona/pyproject.toml      |   2 +-
 examples/cookbook/daytona/uv.lock             | 266 ++++-----
 .../voice-agents/insurance-adjuster/uv.lock   | 308 +++++-----
 .../voice-agents/mortgage-lending/uv.lock     | 432 +++++++-------
 .../examples/advanced-voice-agent/uv.lock     | 259 ++++----
 .../examples/image-search/backend-py/uv.lock  |   6 +-
 moss-live-labs/examples/voice-agent/uv.lock   | 169 +++---
 packages/agora-moss/pyproject.toml            |   2 +-
 packages/agora-moss/uv.lock                   | 138 ++---
 .../moss-connector-supabase/uv.lock           | 108 ++--
 packages/pipecat-moss/uv.lock                 | 493 ++++++++--------
 15 files changed, 1971 insertions(+), 1930 deletions(-)

diff --git a/apps/agora-moss/uv.lock b/apps/agora-moss/uv.lock
index b729ad4e..7a30c5cb 100644
--- a/apps/agora-moss/uv.lock
+++ b/apps/agora-moss/uv.lock
@@ -1,6 +1,12 @@
 version = 1
 revision = 3
 requires-python = ">=3.10, <3.15"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform != 'win32'",
+    "python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version < '3.14' and sys_platform != 'win32'",
+]
 
 [[package]]
 name = "agora-moss"
@@ -13,7 +19,7 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "mcp", specifier = ">=1.2" },
+    { name = "mcp", specifier = ">=1.28.1" },
     { name = "moss", specifier = ">=1.1.1" },
 ]
 
@@ -224,62 +230,62 @@ wheels = [
 
 [[package]]
 name = "cryptography"
-version = "46.0.7"
+version = "48.0.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/12/45/870e7f4bef50e5f53b9f51d4428aee5290eedf58ba443f16b1ebb7ab8e66/cryptography-48.0.1.tar.gz", hash = "sha256:266f4ee051abb2f725b74ef8072b521ce1feacf685a3364fa6a6b45548db791a", size = 832989, upload-time = "2026-06-09T22:32:31.8Z" }
 wheels = [
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index c767503d..7738c0de 100644
--- a/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock
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 [[package]]
diff --git a/apps/pipecat-moss/hume-ollama-local/uv.lock b/apps/pipecat-moss/hume-ollama-local/uv.lock
index 219f74f0..c9e55790 100644
--- a/apps/pipecat-moss/hume-ollama-local/uv.lock
+++ b/apps/pipecat-moss/hume-ollama-local/uv.lock
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index 3d5a5915..49086ca9 100644
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index d999ebfa..6e5cdcd0 100644
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index cf1ac883..3872c441 100644
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 [[package]]
diff --git a/examples/voice-agents/mortgage-lending/uv.lock b/examples/voice-agents/mortgage-lending/uv.lock
index 7867c474..7be38dce 100644
--- a/examples/voice-agents/mortgage-lending/uv.lock
+++ b/examples/voice-agents/mortgage-lending/uv.lock
@@ -27,7 +27,7 @@ wheels = [
 
 [[package]]
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-version = "3.14.0"
+version = "3.14.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 [[package]]
diff --git a/moss-live-labs/examples/advanced-voice-agent/uv.lock b/moss-live-labs/examples/advanced-voice-agent/uv.lock
index 6109c1a1..0255d2a9 100644
--- a/moss-live-labs/examples/advanced-voice-agent/uv.lock
+++ b/moss-live-labs/examples/advanced-voice-agent/uv.lock
@@ -39,7 +39,7 @@ wheels = [
 
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 [[package]]
@@ -1257,11 +1274,11 @@ wheels = [
 
 [[package]]
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-version = "2.12.1"
+version = "2.13.0"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/3b/81/58d0ac84e1ef3a3843791d6954d94c0b33d526c75eeb1efbce9d0a4c4077/pyjwt-2.13.0.tar.gz", hash = "sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423", size = 107515, upload-time = "2026-05-21T19:54:36.618Z" }
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 ]
 
 [[package]]
diff --git a/packages/agora-moss/pyproject.toml b/packages/agora-moss/pyproject.toml
index 98df86e6..d13b990f 100644
--- a/packages/agora-moss/pyproject.toml
+++ b/packages/agora-moss/pyproject.toml
@@ -7,7 +7,7 @@ license = { text = "BSD-2-Clause" }
 requires-python = ">=3.10,<3.15"
 dependencies = [
     "moss>=1.1.1",
-    "mcp>=1.2",
+    "mcp>=1.28.1",
 ]
 
 [dependency-groups]
diff --git a/packages/agora-moss/uv.lock b/packages/agora-moss/uv.lock
index d99b9b26..70d1dcf0 100644
--- a/packages/agora-moss/uv.lock
+++ b/packages/agora-moss/uv.lock
@@ -1,6 +1,12 @@
 version = 1
 revision = 3
 requires-python = ">=3.10, <3.15"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform != 'win32'",
+    "python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version < '3.14' and sys_platform != 'win32'",
+]
 
 [[package]]
 name = "agora-moss"
@@ -190,62 +196,62 @@ wheels = [
 
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index 7db0a29e..d5af4c07 100644
--- a/packages/pipecat-moss/uv.lock
+++ b/packages/pipecat-moss/uv.lock
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From 25dd70574238ca7118801ceadf496132a8d14f9b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 21 Jul 2026 17:27:50 -0700
Subject: [PATCH 10/27] build(deps): bump the uv group across 9 directories
 with 1 update (#452)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Bumps the uv group with 1 update in the /apps/pipecat-moss/ollama-local
directory: [pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the /examples/cookbook/smolagents
directory: [pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/airline-pnr directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/candidate-screening directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/insurance-adjuster directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/mortgage-lending directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/moss-live-labs/examples/advanced-voice-agent directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/moss-live-labs/examples/voice-agent directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the /packages/pipecat-moss
directory: [pillow](https://github.com/python-pillow/Pillow).

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependenc...

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---
 examples/cookbook/smolagents/uv.lock          | 180 +++++++++--------
 examples/voice-agents/airline-pnr/uv.lock     | 184 +++++++++---------
 .../voice-agents/candidate-screening/uv.lock  | 184 +++++++++---------
 3 files changed, 268 insertions(+), 280 deletions(-)

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index d8bd4952..e5199645 100644
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index a925a2c2..2b1c2c3f 100644
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 [[package]]

From c2ef4ba2616ccfdcf2b9c5e0cc1eac8f7dbdbb8b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 21 Jul 2026 17:28:09 -0700
Subject: [PATCH 11/27] build(deps): bump the uv group across 9 directories
 with 2 updates (#456)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

[//]: # (dependabot-start)
⚠️  **Dependabot is rebasing this PR** ⚠️

Rebasing might not happen immediately, so don't worry if this takes some
time.

Note: if you make any changes to this PR yourself, they will take
precedence over the rebase.

---

[//]: # (dependabot-end)

Bumps the uv group with 2 updates in the
/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent
directory: [pillow](https://github.com/python-pillow/Pillow) and
[pyasn1](https://github.com/pyasn1/pyasn1).
Bumps the uv group with 1 update in the /examples/cookbook/smolagents
directory: [pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/airline-pnr directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/candidate-screening directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/insurance-adjuster directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the
/examples/voice-agents/mortgage-lending directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 2 updates in the
/moss-live-labs/examples/advanced-voice-agent directory:
[pillow](https://github.com/python-pillow/Pillow) and
[pyasn1](https://github.com/pyasn1/pyasn1).
Bumps the uv group with 1 update in the
/moss-live-labs/examples/voice-agent directory:
[pillow](https://github.com/python-pillow/Pillow).
Bumps the uv group with 1 update in the /packages/pipecat-moss
directory: [pillow](https://github.com/python-pillow/Pillow).

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pyasn1` from 0.6.3 to 0.6.4
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/pyasn1/pyasn1/releases">pyasn1's
releases</a>.</em></p>
<blockquote>
<h2>Release 0.6.4</h2>
<p>This is a security release.</p>
<ul>
<li>CVE-2026-59885 (GHSA-8ppf-4f7h-5ppj): Fixed quadratic time
complexity in the OBJECT IDENTIFIER and RELATIVE-OID decoders. A small
crafted substrate encoding many arcs could consume excessive CPU.</li>
<li>CVE-2026-59884 (GHSA-m4p7-r5rc-7g4j): Limited BER long-form tag IDs
to 20 octets (140 bits). Unbounded tag IDs allowed a crafted substrate
to consume excessive CPU and memory.</li>
<li>CVE-2026-59886 (GHSA-hm4w-wwcw-mr6r): Fixed excessive memory and CPU
consumption in <code>Real.__float__()</code> for values with large
base-10 exponents.</li>
<li>Pinned PyPI publish GitHub Action to an immutable commit.</li>
</ul>
<p>All changes are noted in the <a
href="https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst">CHANGELOG</a>.</p>
</blockquote>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst">pyasn1's
changelog</a>.</em></p>
<blockquote>
<h2>Revision 0.6.4, released 08-07-2026</h2>
<ul>
<li>CVE-2026-59885 (GHSA-8ppf-4f7h-5ppj): Fixed quadratic time
complexity in the OBJECT IDENTIFIER and RELATIVE-OID decoders.
A small crafted substrate encoding many arcs could consume
excessive CPU. Arcs are now accumulated in linear time; decoded
values are unchanged (thanks for reporting, tynus2)</li>
<li>CVE-2026-59884 (GHSA-m4p7-r5rc-7g4j): Limited BER long-form tag
IDs to 20 octets (140 bits), matching the OID arc limit introduced
in 0.6.2. Unbounded tag IDs allowed a crafted substrate to consume
excessive CPU and memory; longer tag IDs are now rejected with
PyAsn1Error. Also fixed Tag and TagSet repr() failing on huge tag
(thanks for reporting, mikeappsec)
IDs due to the integer-to-string conversion limit (Python 3.11+)</li>
<li>CVE-2026-59886 (GHSA-hm4w-wwcw-mr6r): Fixed excessive memory and
CPU consumption in Real.<strong>float</strong>() for values with large
base-10
exponents. Conversion no longer materializes huge intermediate
integers; values too large to represent as a Python float raise
OverflowError promptly, and prettyPrint() renders them as
'<!-- raw HTML omitted -->' as before. Also fixed base-10 mantissa
normalization
to use exact integer arithmetic; mantissas larger than 2**53
could previously lose precision through float division
(thanks for reporting, gvozdila)</li>
<li>Pinned PyPI publish GitHub Action to an immutable commit
[pr <a
href="https://redirect.github.com/pyasn1/pyasn1/issues/113">#113</a>](<a
href="https://redirect.github.com/pyasn1/pyasn1/pull/113">pyasn1/pyasn1#113</a>)</li>
</ul>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/pyasn1/pyasn1/commit/72e4803405816c371ed3b2cb4be181c47f038406"><code>72e4803</code></a>
Prepare release 0.6.4</li>
<li><a
href="https://github.com/pyasn1/pyasn1/commit/0c19eeb853731db1c717ff125ea001a1e558332d"><code>0c19eeb</code></a>
Pin PyPI publish action to immutable commit (<a
href="https://redirect.github.com/pyasn1/pyasn1/issues/113">#113</a>)</li>
<li><a
href="https://github.com/pyasn1/pyasn1/commit/45bdb19eb7df4b3780fe9c912c63e99bffc39dd9"><code>45bdb19</code></a>
Merge commit from fork</li>
<li><a
href="https://github.com/pyasn1/pyasn1/commit/628e36ecbb5277a3f01572ce418ef54271b165a5"><code>628e36e</code></a>
Merge commit from fork</li>
<li><a
href="https://github.com/pyasn1/pyasn1/commit/e60c691cb91addb8fcefa2f537e85ede6fb1e886"><code>e60c691</code></a>
Merge commit from fork</li>
<li>See full diff in <a
href="https://github.com/pyasn1/pyasn1/compare/v0.6.3...v0.6.4">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_composite</code>, <code>matrix</code>,
<code>negative</code>, <code>quantize</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9740">#9740</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0">compare
view</a></li>
</ul>
</details>
<br />

Updates `pillow` from 12.2.0 to 12.3.0
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/python-pillow/Pillow/releases">pillow's
releases</a>.</em></p>
<blockquote>
<h2>12.3.0</h2>
<p><a
href="https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html">https://pillow.readthedocs.io/en/stable/releasenotes/12.3.0.html</a></p>
<h2>Removals</h2>
<ul>
<li>Remove non-image ImageCms modes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9697">#9697</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Documentation</h2>
<ul>
<li>Add release notes for SBOM and performance improvements <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add security release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9741">#9741</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add release notes for Python 3.15 beta wheels <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9696">#9696</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>ImageFont can also be used with ImageText <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9597">#9597</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Additional guidelines for security reports <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9659">#9659</a>
[<a
href="https://github.com/wiredfool"><code>@​wiredfool</code></a>]</li>
<li>Fixed typo <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9636">#9636</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Added CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9591">#9591</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Revise development support information in README <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9583">#9583</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add INCIDENT_RESPONSE.md <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9555">#9555</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add STRIDE threat model to security docs <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9562">#9562</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Add CVEs to 12.2.0 release notes <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9556">#9556</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update README with revised security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9553">#9553</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update security policy <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9552">#9552</a>
[<a
href="https://github.com/aclark4life"><code>@​aclark4life</code></a>]</li>
<li>Update macOS tested Python versions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9534">#9534</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<h2>Dependencies</h2>
<ul>
<li>Update dependency harfbuzz to v14.2.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9720">#9720</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9653">#9653</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v4 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9665">#9665</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9655">#9655</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libavif to v1.4.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9652">#9652</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9651">#9651</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency check-jsonschema to v0.37.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9650">#9650</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update google/oss-fuzz digest to d872252 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9614">#9614</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency lcms2 to v2.19 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9609">#9609</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency libpng to v1.6.58 - autoclosed <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9608">#9608</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency harfbuzz to v14 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9610">#9610</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency mypy to v1.20.2 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9599">#9599</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update github-actions <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9611">#9611</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Update dependency cibuildwheel to v3.4.1 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9607">#9607</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
<li>Move dependency versions to single JSON and enable Renovate <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9559">#9559</a>
[<a href="https://github.com/hugovk"><code>@​hugovk</code></a>]</li>
<li>Updated raqm to 0.10.5 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9557">#9557</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Update dependency cibuildwheel to v3.4.0 <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9532">#9532</a>
[@<a href="https://github.com/apps/renovate">renovate[bot]</a>]</li>
</ul>
<h2>Testing</h2>
<ul>
<li>Remove matrix.os from benchmark <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9735">#9735</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Remove references to libavif patch <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9734">#9734</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
<li>Add benchmark tests <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9654">#9654</a>
[<a href="https://github.com/akx"><code>@​akx</code></a>]</li>
<li>Use reshape() instead of setting NumPy array shape directly <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9728">#9728</a>
[<a
href="https://github.com/radarhere"><code>@​radarhere</code></a>]</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/python-pillow/Pillow/commit/bb1d8e8ab8d29048624d96e3ee53cecf7c13d13d"><code>bb1d8e8</code></a>
12.3.0 version bump</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/e63fc481dc2e07e21d5403deafb8f1ed98a513af"><code>e63fc48</code></a>
Add release notes for SBOM and performance improvements (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9747">#9747</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/13b701bbab291eec4bc87ea17ba06c94e5fe3054"><code>13b701b</code></a>
Add release notes for <a
href="https://redirect.github.com/python-pillow/Pillow/issues/9679">#9679</a></li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5564ca72fcd59d040e270af5dcf17a0d7161c364"><code>5564ca7</code></a>
List methods</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a0920fd384f800b5d0ba3dd29ecdeae4f1d4043b"><code>a0920fd</code></a>
Speed up ImageChops operations (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9738">#9738</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/07e9a6cd5336dc6cf8cae9165cd70cdd2b3e42fc"><code>07e9a6c</code></a>
Speed up <code>Image.filter()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9736">#9736</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/a94578cf9649ea13e426cf7fb2b71b39ffc0dd50"><code>a94578c</code></a>
Speed up <code>Image.getchannel()</code>, <code>Image.merge()</code>,
<code>Image.putalpha()</code> and `Image...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/53e02c43c919d149b2a154a5180079f9df18fbbb"><code>53e02c4</code></a>
Speed up <code>Image.fill()</code>, <code>Image.linear_gradient()</code>
and `Image.radial_gradient...</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/af037475be8634ba739744243164ba9e2c8346a6"><code>af03747</code></a>
Speed up <code>Image.resample()</code> (<a
href="https://redirect.github.com/python-pillow/Pillow/issues/9739">#9739</a>)</li>
<li><a
href="https://github.com/python-pillow/Pillow/commit/5c9ca56c3e5fba52b647809fbb0986c87e73a571"><code>5c9ca56</code></a>
Speed up <code>alpha_compo...

_Description has been truncated_

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .../livekit-voice-agent/livekit-moss-agent/uv.lock          | 6 +++---
 moss-live-labs/examples/advanced-voice-agent/uv.lock        | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock b/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock
index 7738c0de..ab9bde22 100644
--- a/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock
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 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/9a/3b/6163796d69c3977d1e4287bea4a6979161cbbdd170ebb430511e8e1999ce/pyasn1-0.6.4-py3-none-any.whl", hash = "sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b", size = 84410, upload-time = "2026-07-09T01:12:32.92Z" },
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 [[package]]
diff --git a/moss-live-labs/examples/advanced-voice-agent/uv.lock b/moss-live-labs/examples/advanced-voice-agent/uv.lock
index 0255d2a9..40d6ef29 100644
--- a/moss-live-labs/examples/advanced-voice-agent/uv.lock
+++ b/moss-live-labs/examples/advanced-voice-agent/uv.lock
@@ -1398,11 +1398,11 @@ wheels = [
 
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From 7f95f6e1a4123ef16557960451239d78619c2a99 Mon Sep 17 00:00:00 2001
From: syed owais <syedowais312sf@gmail.com>
Date: Wed, 22 Jul 2026 06:43:02 +0530
Subject: [PATCH 12/27] sdk/go: expose GetIndexInfo for locally loaded indexes
 (#444)

## What

Adds `Client.GetIndexInfo(ctx, indexName)` to the Go SDK's public API.

## Why

`bindings/libmoss.go` already implements `IndexManager.GetIndexInfo`
against the native runtime, but nothing in `sdk/` exposed it. The
existing `Client.GetIndex` only queries the cloud/manage-plane index
metadata and there was no way to ask "what does the copy I currently
have loaded in memory look like right now" (doc count, model, staleness
relative to a `RefreshIndex` call, etc.) without dropping down to the
internal bindings package directly.

## Changes

- `sdk/local.go`: new `Client.GetIndexInfo`, mirroring the existing
`RefreshIndex` method and validates credentials, gets the index runtime,
delegates to `manager.GetIndexInfo`, converts via `fromCoreIndexInfo`.
- `sdk/client_test.go`: two new tests
- confirms `GetIndexInfo` reads from the local index runtime, not the
manage runtime (this is the whole point of the method)
- confirms credential validation happens before the index runtime is
ever initialized, consistent with the pattern used by `RefreshIndex`
- `sdks/go/README.md` / `sdks/go/sdk/README.md`: updated capability
lists to mention `GetIndexInfo`.

## Testing

`go test ./...` passes locally (stub build, no native `libmoss` required
and this method has no cgo-specific logic of its own, it's a thin
wrapper, consistent with the rest of `local.go`).


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---
 sdks/go/README.md          |  2 +-
 sdks/go/sdk/README.md      |  2 +-
 sdks/go/sdk/client_test.go | 76 ++++++++++++++++++++++++++++++++++++++
 sdks/go/sdk/local.go       | 21 +++++++++++
 4 files changed, 99 insertions(+), 2 deletions(-)

diff --git a/sdks/go/README.md b/sdks/go/README.md
index 4fa9b51c..96457875 100644
--- a/sdks/go/README.md
+++ b/sdks/go/README.md
@@ -8,7 +8,7 @@ The Go work now has the same two-layer direction as the other Moss SDKs:
 Current status:
 
 - bindings-backed manage operations for mutations and metadata reads
-- local `LoadIndex` / `UnloadIndex` / local `Query` via `libmoss`
+- local `LoadIndex` / `UnloadIndex` / `GetIndexInfo` / local `Query` via `libmoss`
 - examples under `examples/go/` and unit tests
 - env-gated integration test scaffold
 
diff --git a/sdks/go/sdk/README.md b/sdks/go/sdk/README.md
index cef8bbab..05ad78f8 100644
--- a/sdks/go/sdk/README.md
+++ b/sdks/go/sdk/README.md
@@ -12,7 +12,7 @@ The Go SDK now has two layers:
 - typed Go client and models
 - bindings-backed index creation and document mutation
 - bindings-backed index metadata and document reads
-- local index loading and query via native bindings
+- local index loading, metadata, and query via native bindings
 - cloud query fallback when an index is not loaded locally
 - optional caller-provided embeddings for custom indexes
 - env-gated live integration tests
diff --git a/sdks/go/sdk/client_test.go b/sdks/go/sdk/client_test.go
index a37b0df7..8a30abc3 100644
--- a/sdks/go/sdk/client_test.go
+++ b/sdks/go/sdk/client_test.go
@@ -529,6 +529,82 @@ func TestLoadIndexRejectsUnsupportedCachePath(t *testing.T) {
 	}
 }
 
+func TestGetIndexInfoUsesLocalRuntime(t *testing.T) {
+	manageCalled := false
+	client := newTestClient(&fakeManageRuntime{
+		getIndexFn: func(name string) (mosscore.IndexInfo, error) {
+			manageCalled = true
+			return mosscore.IndexInfo{}, nil
+		},
+	}, &fakeIndexRuntime{
+		getIndexInfoFn: func(indexName string) (mosscore.IndexInfo, error) {
+			if indexName != "support-docs" {
+				t.Fatalf("unexpected index name: %q", indexName)
+			}
+			version := "v1"
+			createdAt := "2026-01-02T03:04:05Z"
+			updatedAt := "2026-01-03T03:04:05Z"
+			modelVersion := "0.8.7"
+			return mosscore.IndexInfo{
+				ID:        "idx-local",
+				Name:      "support-docs",
+				Version:   &version,
+				Status:    "Ready",
+				DocCount:  42,
+				CreatedAt: &createdAt,
+				UpdatedAt: &updatedAt,
+				Model:     mosscore.ModelRef{ID: string(ModelMossMiniLM), Version: &modelVersion},
+			}, nil
+		},
+	})
+
+	info, err := client.GetIndexInfo(context.Background(), "support-docs")
+	if err != nil {
+		t.Fatalf("GetIndexInfo returned error: %v", err)
+	}
+	if manageCalled {
+		t.Fatal("expected GetIndexInfo to use local index runtime, not manage runtime")
+	}
+	if info.ID != "idx-local" || info.Name != "support-docs" || info.DocCount != 42 {
+		t.Fatalf("unexpected index info: %#v", info)
+	}
+	if info.Version == nil || *info.Version != "v1" {
+		t.Fatalf("unexpected version: %#v", info.Version)
+	}
+	if info.Model.ID != string(ModelMossMiniLM) || info.Model.Version == nil || *info.Model.Version != "0.8.7" {
+		t.Fatalf("unexpected model: %#v", info.Model)
+	}
+}
+
+func TestGetIndexInfoValidatesCredentialsBeforeInitializingRuntime(t *testing.T) {
+	for _, tc := range []struct {
+		name       string
+		projectID  string
+		projectKey string
+		wantErr    error
+	}{
+		{name: "missing project ID", projectID: "", projectKey: "project-key", wantErr: ErrMissingProjectID},
+		{name: "missing project key", projectID: "project-id", projectKey: "", wantErr: ErrMissingProjectKey},
+	} {
+		t.Run(tc.name, func(t *testing.T) {
+			client := NewClient(tc.projectID, tc.projectKey)
+			factoryCalled := false
+			client.indexFactory = func(projectID, projectKey string) (indexRuntime, error) {
+				factoryCalled = true
+				return &fakeIndexRuntime{}, nil
+			}
+
+			_, err := client.GetIndexInfo(context.Background(), "support-docs")
+			if !errors.Is(err, tc.wantErr) {
+				t.Fatalf("expected %v, got %v", tc.wantErr, err)
+			}
+			if factoryCalled {
+				t.Fatal("expected index runtime initialization to be skipped")
+			}
+		})
+	}
+}
+
 func TestRefreshIndexValidatesCredentialsBeforeInitializingRuntime(t *testing.T) {
 	for _, tc := range []struct {
 		name       string
diff --git a/sdks/go/sdk/local.go b/sdks/go/sdk/local.go
index 1ab1565c..c25c9e8d 100644
--- a/sdks/go/sdk/local.go
+++ b/sdks/go/sdk/local.go
@@ -88,3 +88,24 @@ func (c *Client) RefreshIndex(ctx context.Context, indexName string) (RefreshRes
 		WasUpdated:        result.WasUpdated,
 	}, nil
 }
+
+// GetIndexInfo returns metadata for a locally loaded index.
+func (c *Client) GetIndexInfo(ctx context.Context, indexName string) (IndexInfo, error) {
+	if err := ctx.Err(); err != nil {
+		return IndexInfo{}, err
+	}
+	if err := c.validateManageRequest(indexName); err != nil {
+		return IndexInfo{}, err
+	}
+
+	manager, err := c.ensureIndexManager()
+	if err != nil {
+		return IndexInfo{}, err
+	}
+
+	info, err := manager.GetIndexInfo(indexName)
+	if err != nil {
+		return IndexInfo{}, err
+	}
+	return fromCoreIndexInfo(info), nil
+}

From 2a1bc191b2726cb0443042d71f067106d0eaf37a Mon Sep 17 00:00:00 2001
From: Ashvath <67655307+ashvathsureshkumar@users.noreply.github.com>
Date: Wed, 22 Jul 2026 00:34:00 -0700
Subject: [PATCH 13/27] Polish ten-moss README (#458)

Rewrites apps/ten-moss/README.md for a cleaner, more professional read.

- Replaces the ASCII pipeline diagram with two GitHub-native Mermaid
diagrams (architecture flowchart and per-turn sequence diagram), both
verified to render.
- Adds a stack-at-a-glance table and converts the Moss delta,
latency-breakdown fields, simulate-remote values, and configuration into
proper tables. Config defaults are sourced from property.json and
MossSessionConfig (including the previously undocumented
moss_max_context_chars).
- Tightens section structure and wording; no technical content changed.

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/458?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
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<!-- End of auto-generated description by cubic. -->

---------

Co-authored-by: Harsha Nalluru <harsha.nalluru1997@gmail.com>
---
 apps/ten-moss/BENCHMARK.md                    |  86 -------
 apps/ten-moss/README.md                       | 220 +++++++++---------
 apps/ten-moss/compare.py                      | 138 -----------
 apps/ten-moss/tenapp/property.json            |   3 +-
 .../extension/main_python/config.py           |   3 -
 .../extension/main_python/extension.py        |   8 +-
 .../extension/main_python/manifest.json       |   3 -
 7 files changed, 116 insertions(+), 345 deletions(-)
 delete mode 100644 apps/ten-moss/BENCHMARK.md
 delete mode 100644 apps/ten-moss/compare.py

diff --git a/apps/ten-moss/BENCHMARK.md b/apps/ten-moss/BENCHMARK.md
deleted file mode 100644
index a8c7db81..00000000
--- a/apps/ten-moss/BENCHMARK.md
+++ /dev/null
@@ -1,86 +0,0 @@
-# TEN default retrieval (memU) vs Moss — per-turn latency
-
-Same framework (TEN), same voice pipeline (Agora → Deepgram → LLM → ElevenLabs),
-same questions. The only thing that changes is **where retrieval happens**:
-
-| Agent | Retrieval backend | Where it runs |
-| --- | --- | --- |
-| `voice-assistant-with-memU` (TEN's shipped example) | memU | **remote** — HTTPS to `api.memu.so` every turn |
-| `voice-assistant-with-moss` (this repo) | Moss | **in-process** — local session, no network hop |
-
-memU is TEN's flagship memory example; OceanBase PowerRAG and EverMemOS (TEN's other
-options) are remote services too. So this is representative of TEN's default: retrieval
-is a network round trip. Moss runs where the agent runs.
-
-Both agents log the same line each turn, so you can read the difference directly:
-
-```
-[retrieval-latency] backend=memU(cloud)     took 380 ms this turn
-[retrieval-latency] backend=moss(in-process) took 2 ms this turn
-```
-
-## 1. Instrument TEN's memU example (one small edit)
-
-In your TEN checkout, open
-`ai_agents/agents/examples/voice-assistant-with-memU/tenapp/ten_packages/extension/main_python/extension.py`
-and, inside `_on_asr_result`, wrap the retrieval call:
-
-```python
-# before
-            related_memory = await self._retrieve_related_memory(event.text)
-
-# after
-            import time
-            _t0 = time.perf_counter()
-            related_memory = await self._retrieve_related_memory(event.text)
-            self.ten_env.log_info(
-                f"[retrieval-latency] backend=memU(cloud) took "
-                f"{(time.perf_counter() - _t0) * 1000:.0f} ms this turn"
-            )
-```
-
-The Moss example already logs its line (no edit needed).
-
-## 2. Configure keys (`ai_agents/.env`)
-
-Shared: `AGORA_APP_ID`/`AGORA_APP_CERTIFICATE`, `DEEPGRAM_API_KEY`, `OPENAI_API_KEY`,
-`OPENAI_MODEL`, `ELEVENLABS_TTS_KEY`.
-memU: `MEMU_API_KEY` (free trial at https://memu.pro).
-Moss: `MOSS_PROJECT_ID`, `MOSS_PROJECT_KEY`, `MOSS_INDEX_NAME=ten-moss-demo`.
-
-## 3. Run each agent and ask the same questions
-
-```bash
-docker compose up -d
-docker exec -it ten_agent_dev bash
-
-# --- Agent A: TEN default (memU) ---
-task use AGENT=agents/examples/voice-assistant-with-memU
-task run
-# open http://localhost:3000, connect, ask: "how long do refunds take?",
-# "which payment methods can I use?", "how fast is express shipping?"
-# watch the logs for:  [retrieval-latency] backend=memU(cloud) took NNN ms
-
-# --- Agent B: Moss (in a second run) ---
-uv pip install --system /app/ten_moss-0.0.1-py3-none-any.whl   # once
-task use AGENT=agents/examples/voice-assistant-with-moss
-task run
-# ask the same three questions
-# watch the logs for:  [retrieval-latency] backend=moss(in-process) took N ms
-```
-
-Isolate the numbers in the terminal with:
-
-```bash
-docker logs -f ten_agent_dev 2>&1 | grep --line-buffered "[retrieval-latency]"
-```
-
-## What you'll see
-
-- **memU (TEN default):** hundreds of ms per turn — a network round trip to `api.memu.so`
-  plus server-side search, right on the hot path before the LLM can start.
-- **Moss:** single-digit ms per turn (≈2 ms measured on this demo index) — the retrieval
-  effectively disappears from the turn budget, so the agent starts replying immediately.
-
-Same agent, same answer quality — Moss removes the retrieval latency that TEN's default,
-remote-by-design backends add to every turn.
diff --git a/apps/ten-moss/README.md b/apps/ten-moss/README.md
index 4d8a38dc..3f99ed28 100644
--- a/apps/ten-moss/README.md
+++ b/apps/ten-moss/README.md
@@ -1,106 +1,114 @@
 # Voice Assistant with Moss (TEN Framework)
 
-A real-time voice agent built on the [TEN Framework](https://github.com/ten-framework/ten-framework) that grounds its answers in a [Moss](https://moss.dev) session. On every final ASR transcript the control extension asks Moss for session-scoped context (~1–10ms, in-process) and injects it into the LLM prompt before the model responds — so answers reflect your knowledge base with no perceptible added latency.
-
-The Moss integration lives in the `main_python` control extension and is powered by the [`ten-moss`](../../packages/ten-moss) package (`MossSessionManager`).
-
-## How it works
-
-```
-mic ─▶ agora_rtc ─▶ streamid_adapter ─▶ stt (deepgram) ─┐
-                                                         │ data: asr_result (final)
-                                                         ▼
-                                               main_control (main_python)
-                                                  │  MossSessionManager.query_context(text)
-                                                  ▼  ── Moss session query <10ms ──▶ index
-                                                  │  ◀── grounding ──
-                       queue_llm_input("{context}\n\n[Current User Question]\n{text}")
-                                                  ▼
-                                        llm (openai) ─▶ tts (elevenlabs) ─▶ agora_rtc ─▶ speaker
+A real-time voice agent built on the [TEN Framework](https://github.com/ten-framework/ten-framework) that grounds every answer in a [Moss](https://moss.dev) session. On each final ASR transcript, the control extension queries Moss for session-scoped context (single-digit milliseconds, in-process) and injects it into the LLM prompt before the model responds, so answers reflect your knowledge base with no perceptible added latency.
+
+The integration is powered by the [`ten-moss`](https://pypi.org/project/ten-moss/) package (`MossSessionManager`) and lives entirely in the `main_python` control extension.
+
+| Role | Component |
+| --- | --- |
+| Transport | Agora RTC |
+| Speech-to-text | Deepgram |
+| LLM | OpenAI |
+| Text-to-speech | ElevenLabs |
+| Grounding | Moss (in-process session) |
+
+## Architecture
+
+```mermaid
+flowchart LR
+    mic(["Mic"]) --> rtc_in["agora_rtc"]
+    rtc_in --> adapter["streamid_adapter"]
+    adapter --> stt["stt<br/>Deepgram"]
+    stt -- "asr_result (final)" --> ctl["main_control<br/>main_python"]
+    ctl <-. "query_context<br/>in-process, single-digit ms" .-> idx[("Moss<br/>index")]
+    ctl -- "grounding + user question" --> llm["llm<br/>OpenAI"]
+    llm --> tts["tts<br/>ElevenLabs"]
+    tts --> rtc_out["agora_rtc"]
+    rtc_out --> spk(["Speaker"])
+
+    classDef moss fill:#e8f5e9,stroke:#2e7d32,color:#1b5e20
+    class ctl,idx moss
 ```
 
-The Moss delta over the stock TEN voice assistant is small and lives in three places in `main_python`:
+Everything on the retrieval path runs inside the agent process. There is no network hop between the transcript arriving and the grounded prompt reaching the LLM.
 
-- `config.py` — `MainControlConfig` inherits `MossSessionConfig` (the `moss_*` properties).
-- `extension.py` `on_init` — opens the Moss session (`MossSessionManager.from_config(...).open()`), best-effort.
-- `extension.py` `_on_asr_result` — `query_context(text)` and prepends the grounding to the user's turn.
+## What's in this directory
 
-## Provenance
-
-The `tenapp/` baseline (graph, `main_python` control extension, agent runtime, scripts) is vendored from the TEN Framework `voice-assistant` example at commit
-[`c385d27`](https://github.com/ten-framework/ten-framework/tree/c385d2724a1f3e6ac4ee0b81fcc7dada8346c0e0/ai_agents/agents/examples/voice-assistant),
-licensed under **Apache-2.0** (headers preserved). Only the Moss delta described above is Moss-authored.
+This example ships the TEN app plus a small index builder; the run harness (playground, server, Taskfile, Dockerfile) comes from the TEN Framework, so `tenapp/` drops into any TEN checkout.
 
-Two small correctness patches were applied on top of the vendored baseline:
-`agent/decorators.py` fixes the `agent_event_handler` annotation to `type[AgentEvent]`,
-and `extension.py` parses `session_id` defensively so a non-numeric value can't crash the
-ASR handler.
+- `tenapp/`: the TEN app, i.e. the graph (`property.json`) and the `main_python` control extension that carries the Moss delta.
+- `create_index.py` + `data/knowledge.jsonl`: build the demo Moss index.
+- `.env.example`: every credential the agent needs.
 
 ## Prerequisites
 
-- A **TEN Framework checkout**. This example references shared TEN extensions via relative paths (`../../../ten_packages/extension/...`) and runs with TEN's own tooling, so it lives **inside** a TEN Framework repo. It ships the TEN app (`tenapp/`) — not the repo-level run harness (playground / server / Taskfile / Dockerfile), which the TEN Framework provides.
-- A **Moss** project (`MOSS_PROJECT_ID` / `MOSS_PROJECT_KEY`) — [moss.dev](https://moss.dev).
+- A **TEN Framework checkout**. This example runs with TEN's tooling and references shared TEN extensions by relative path (`../../../ten_packages/extension/...`), so it must live inside a TEN Framework repo.
+- A **Moss** project (`MOSS_PROJECT_ID` / `MOSS_PROJECT_KEY`) from [moss.dev](https://moss.dev).
 - Provider keys: **Agora** (transport), **Deepgram** (STT), **OpenAI** (LLM), **ElevenLabs** (TTS).
 
-## Run
+## Quick start
+
+1. **Build the demo knowledge index** (from this directory; needs only the Moss SDK):
 
-1. **Build the demo knowledge index** (from this directory — needs only the Moss SDK):
    ```bash
-   cp .env.example .env      # fill in MOSS_PROJECT_ID / MOSS_PROJECT_KEY / MOSS_INDEX_NAME
-   python create_index.py    # reads data/knowledge.jsonl, creates MOSS_INDEX_NAME
+   pip install moss python-dotenv   # the Moss SDK (+ python-dotenv to load .env)
+   cp .env.example .env             # fill in MOSS_PROJECT_ID / MOSS_PROJECT_KEY / MOSS_INDEX_NAME
+   python create_index.py           # reads data/knowledge.jsonl, creates MOSS_INDEX_NAME
    ```
 
-2. **Drop the app into a TEN checkout.** Copy `tenapp/` to
-   `ten-framework/ai_agents/agents/examples/voice-assistant-with-moss/tenapp/`, alongside
-   the sibling `voice-assistant` example whose `Taskfile`/`playground`/`server` harness you
-   reuse. `main_python` depends on [`ten-moss`](https://pypi.org/project/ten-moss/) (listed
-   in `main_python/requirements.txt`), so `task install` installs it from PyPI automatically —
-   no manual step needed.
-
-3. **Run with TEN's tooling** from that example dir (`task install && task run`, per the TEN
-   docs), providing the same env vars as step 1. Then open the TEN playground
-   (http://localhost:3000) and ask something covered by `data/knowledge.jsonl` — e.g.
-   *"how long do refunds take?"* — to hear grounded answers.
-
-## See the difference Moss makes (no voice stack needed)
-
-`compare.py` answers the same questions with the same LLM twice — once **without** Moss and
-once **with** the Moss grounding the agent injects — so you can see the improvement without
-standing up the full voice pipeline. It needs only your Moss + OpenAI keys (no Agora/STT/TTS):
-
-```bash
-cp .env.example .env                       # MOSS_* + OPENAI_API_KEY (+ optional OPENAI_MODEL)
-python create_index.py                     # build the index once
-pip install ten-moss openai python-dotenv
-python compare.py                          # or: python compare.py "your own question?"
-```
+2. **Drop the app into a TEN checkout** by reusing the sibling `voice-assistant` example's harness and swapping in this `tenapp/`:
+
+   ```bash
+   cd ten-framework/ai_agents/agents/examples
+   cp -r voice-assistant voice-assistant-with-moss        # reuse its Taskfile, scripts/, Dockerfile
+   rm -rf voice-assistant-with-moss/tenapp
+   cp -r /path/to/moss/apps/ten-moss/tenapp voice-assistant-with-moss/tenapp
+   ```
 
-Sample run (`gpt-4o-mini` over `data/knowledge.jsonl`):
+   `main_python` depends on [`ten-moss`](https://pypi.org/project/ten-moss/) (listed in `main_python/requirements.txt`), so `task install` pulls it from PyPI automatically.
 
-| Question | Without Moss | With Moss |
-| --- | --- | --- |
-| How long do refunds take? | "5–10 business days" ❌ | "3–5 business days once approved" ✅ |
-| Can I cancel my order? | "within a specific timeframe… check our policy" | "within 1 hour of placement" ✅ |
-| Which payment methods? | misses American Express | "Visa, Mastercard, Amex, PayPal, Apple Pay" ✅ |
-| Do you offer price matching? | "provide competitor details" | "authorized retailers within 14 days" ✅ |
-| How fast is express shipping? | "1–3 business days" ❌ | "1–2 business days" ✅ |
+3. **Run with TEN's tooling** from that example directory (`task install && task run`, per the TEN docs), with the `MOSS_*` vars from step 1 plus the provider keys from Prerequisites (Agora, Deepgram, OpenAI, ElevenLabs). Open the TEN playground at http://localhost:3000, select the **`voice_assistant`** graph (a `predefined_graph` in `tenapp/property.json`, or open `?graph=voice_assistant`), and ask something covered by `data/knowledge.jsonl`, for example *"how long do refunds take?"*, to hear grounded answers.
+
+## Under the hood
 
-Without grounding the model confidently invents plausible-but-wrong specifics; with Moss it
-answers from your knowledge base. This is the exact delta the live voice agent applies per
-turn — flip `enable_moss` in `property.json` to A/B the same thing in the playground.
+The difference from the stock TEN voice assistant is small and lives in three places in `main_python`:
 
-## Showcase the speed (live, in the agent)
+| Location | Change |
+| --- | --- |
+| `config.py` | `MainControlConfig` inherits `MossSessionConfig` (the `moss_*` properties). |
+| `extension.py` (`on_init`) | Opens the Moss session via `MossSessionManager.from_config(...).open()`, best-effort. |
+| `extension.py` (`_on_asr_result`) | Calls `query_context(text)` and prepends the grounding to the user's turn. |
 
-Every turn, the control extension logs the retrieval cost using the SDK's own
-`SearchResult.time_taken_ms` (surfaced by `ten-moss` as `last_time_taken_ms`), with the
-wall-clock alongside for reference:
+Anatomy of a turn:
+
+```mermaid
+sequenceDiagram
+    autonumber
+    participant User
+    participant STT as Deepgram STT
+    participant Ctl as main_control
+    participant Moss as Moss session (in-process)
+    participant LLM as OpenAI LLM
+    participant TTS as ElevenLabs TTS
+
+    User->>STT: speech (via agora_rtc + streamid_adapter)
+    STT->>Ctl: asr_result (final)
+    Ctl->>Moss: query_context(text)
+    Moss-->>Ctl: grounding (single-digit ms)
+    Ctl->>LLM: context + [Current User Question] + text
+    LLM-->>TTS: streamed response
+    TTS-->>User: audio (via agora_rtc)
+```
+
+## Measure the latency
+
+Every turn, the control extension logs the retrieval cost using the SDK's own `SearchResult.time_taken_ms` (surfaced by `ten-moss` as `last_time_taken_ms`), with the wall clock alongside for reference:
 
 ```
 [retrieval-latency] backend=moss(in-process) time_taken_ms=2 (wall_clock=64ms)
 ```
 
-And in the playground transcript you see, per turn, **what Moss retrieved + the SDK
-`time_taken_ms`**, followed by the **LLM's answer**:
+In the playground transcript you see, per turn, what Moss retrieved plus the SDK `time_taken_ms`, followed by the LLM's answer:
 
 ```
 🔎 Moss · retrieved in 2 ms (SDK time_taken_ms)
@@ -108,47 +116,47 @@ And in the playground transcript you see, per turn, **what Moss retrieved + the
 <the assistant's spoken answer>
 ```
 
-It also emits a **per-turn latency breakdown** — a grep-able log line *and* a note in the
-transcript — so you can see where the turn's time goes across the pipeline:
+The extension also emits a per-turn latency breakdown, both as a grep-able log line and as a note in the transcript, so you can see where each turn's time goes:
 
 ```
 [latency-breakdown] turn=3 moss_retrieval_ms=2 llm_ttft_ms=480 llm_total_ms=1150 turn_total_ms=1160
 ```
 
-- **moss_retrieval_ms** — the SDK's `SearchResult.time_taken_ms` (in-process retrieval engine time).
-- **llm_ttft_ms** — time to the LLM's first token after dispatch.
-- **llm_total_ms** — full LLM generation for the turn.
-- **turn_total_ms** — ASR-final → LLM-final (the whole control-side turn).
-
-ASR timing appears in the Deepgram STT extension logs and TTS audio-out in the ElevenLabs
-TTS logs (both per turn in the worker log) — so between those and the line above you get the
-full component-by-component breakdown.
+| Field | Meaning |
+| --- | --- |
+| `moss_retrieval_ms` | The SDK's `SearchResult.time_taken_ms` (in-process retrieval engine time). |
+| `llm_ttft_ms` | Time to the LLM's first token after dispatch. |
+| `llm_total_ms` | Full LLM generation for the turn. |
+| `turn_total_ms` | ASR-final to LLM-final (the whole control-side turn). |
 
-**TEN default retrieval vs Moss (real numbers).** TEN's shipped memory/RAG backends
-(memU, OceanBase PowerRAG, EverMemOS) are all remote services — every turn is a network
-round trip. To compare TEN's default (memU) against Moss with real logged latency from
-both agents, follow **[`BENCHMARK.md`](BENCHMARK.md)**: it adds the same one‑line
-latency log to TEN's shipped `voice-assistant-with-memU` example, then you run both agents
-and read `[retrieval-latency]` from each (memU: hundreds of ms; Moss: single‑digit ms).
+ASR timing appears in the Deepgram STT extension logs and TTS audio-out in the ElevenLabs TTS logs (both per turn in the worker log), so between those and the lines above you get the full component-by-component breakdown.
 
-**Quick single‑agent approximation (no memU key).** If you just want to hear the effect in
-this one agent, set `moss_simulate_remote_ms` on the `main_control` node in
-`tenapp/property.json` to a remote‑like latency and re‑run `task run`:
+### Benchmark against TEN's default retrieval
 
-- `0`   → Moss in‑process (~2 ms) — the agent replies immediately.
-- `400` → the same agent, same answer, but audibly **pauses ~400 ms before every reply**.
+TEN's shipped memory/RAG backends (memU, OceanBase PowerRAG, EverMemOS) are remote services that pay a network round trip every turn, whereas Moss retrieves in-process, so the same grounding is a local call of single-digit milliseconds.
 
 ## Configuration
 
 Moss is configured on the `main_control` node in `tenapp/property.json` (env-substituted):
-`moss_project_id`, `moss_project_key`, `moss_index_name`, `moss_model_id`,
-`moss_top_k`, `moss_alpha`, `moss_context_header`, `enable_moss`,
-`moss_simulate_remote_ms`. Set `enable_moss` to `false` to run the plain voice
-assistant with no grounding; set `moss_simulate_remote_ms` to imitate a slow remote store.
+
+| Property | Default | Description |
+| --- | --- | --- |
+| `moss_project_id` | `${env:MOSS_PROJECT_ID}` | Moss project ID. |
+| `moss_project_key` | `${env:MOSS_PROJECT_KEY}` | Moss project key (kept masked in logs). |
+| `moss_index_name` | `${env:MOSS_INDEX_NAME}` | Index to query. |
+| `moss_model_id` | `moss-minilm` | Embedding model; empty string adopts the stored index's model. |
+| `moss_top_k` | `3` | Results retrieved per query. |
+| `moss_alpha` | `0.8` | Hybrid search weighting (0.0 to 1.0). |
+| `moss_context_header` | `Relevant knowledge from Moss:` | Header prepended to the injected grounding. |
+| `moss_max_context_chars` | `2000` | Cap on the injected grounding block; `0` means unlimited. |
+| `enable_moss` | `true` | Set to `false` to run the plain voice assistant with no grounding. |
+
+## Provenance
+
+The `tenapp/` baseline (graph, `main_python` control extension, agent runtime, scripts) is vendored from the TEN Framework `voice-assistant` example at commit [`c385d27`](https://github.com/ten-framework/ten-framework/tree/c385d2724a1f3e6ac4ee0b81fcc7dada8346c0e0/ai_agents/agents/examples/voice-assistant), licensed under **Apache-2.0** (headers preserved). Only the Moss delta described above is Moss-authored.
+
+Two small correctness patches were applied on top of the vendored baseline: `agent/decorators.py` fixes the `agent_event_handler` annotation to `type[AgentEvent]`, and `extension.py` parses `session_id` defensively so a non-numeric value cannot crash the ASR handler.
 
 ## Testing status
 
-The `ten-moss` package is covered by offline unit tests (`packages/ten-moss/tests/`).
-This end-to-end app is **not** run in CI — it requires the TEN toolchain plus paid
-Agora/Deepgram/OpenAI/ElevenLabs credentials, so it is validated manually via the
-steps above.
+The `ten-moss` package is covered by offline unit tests (`packages/ten-moss/tests/`). This end-to-end app is **not** run in CI; it requires the TEN toolchain plus paid Agora, Deepgram, OpenAI, and ElevenLabs credentials, so it is validated manually via the steps above.
diff --git a/apps/ten-moss/compare.py b/apps/ten-moss/compare.py
deleted file mode 100644
index eabea94b..00000000
--- a/apps/ten-moss/compare.py
+++ /dev/null
@@ -1,138 +0,0 @@
-"""Show the difference Moss makes: the same questions, the same LLM, with and
-without Moss grounding.
-
-Each question is answered twice by the same model with the same system prompt.
-The only difference is whether the Moss grounding block (exactly what the TEN
-`main_python` control extension injects per turn via
-`MossSessionManager.query_context`) is prepended to the user's turn.
-
-Prereqs:
-    pip install ten-moss openai python-dotenv    # ten-moss editable until published
-    python create_index.py                        # build the MOSS_INDEX_NAME index first
-
-Env (via .env or exported):
-    MOSS_PROJECT_ID, MOSS_PROJECT_KEY, MOSS_INDEX_NAME, OPENAI_API_KEY, OPENAI_MODEL
-
-Usage:
-    python compare.py                     # default question set
-    python compare.py "your question?"    # one or more custom questions
-    python compare.py --json report.json  # also write structured results
-"""
-
-import argparse
-import asyncio
-import json
-import os
-import statistics
-import time
-
-from openai import AsyncOpenAI
-from ten_moss import MossSessionManager
-
-try:  # python-dotenv is optional
-    from dotenv import load_dotenv
-except ImportError:
-
-    def load_dotenv(*a, **k):
-        """No-op fallback when python-dotenv is not installed."""
-        return False
-
-
-SYSTEM = (
-    "You are the customer-support assistant for an online store. "
-    "Answer the customer's question directly and concisely (1-2 sentences)."
-)
-
-DEFAULT_QUESTIONS = [
-    "How long do refunds take?",
-    "Can I cancel my order after I place it?",
-    "Which payment methods can I use?",
-    "Do you offer price matching?",
-    "How fast is express shipping?",
-]
-
-
-async def _answer(client: AsyncOpenAI, model: str, user_content: str) -> str:
-    resp = await client.chat.completions.create(
-        model=model,
-        messages=[
-            {"role": "system", "content": SYSTEM},
-            {"role": "user", "content": user_content},
-        ],
-        temperature=0,
-        max_tokens=150,
-    )
-    return (resp.choices[0].message.content or "").strip()
-
-
-async def _latency(moss: MossSessionManager, questions: list[str], open_ms: float) -> dict:
-    """Measure the retrieval latency Moss adds per turn (the headline metric)."""
-    for q in questions:  # warm-up (not measured)
-        await moss.query_context(q)
-    samples = []
-    for _ in range(20):
-        for q in questions:
-            t = time.perf_counter()
-            await moss.query_context(q)
-            samples.append((time.perf_counter() - t) * 1000)
-    samples.sort()
-    n = len(samples)
-    stats = {
-        "calls": n,
-        "p50_ms": round(samples[n // 2], 2),
-        "p95_ms": round(samples[min(n - 1, int(0.95 * n))], 2),
-        "mean_ms": round(statistics.mean(samples), 2),
-        "open_ms": round(open_ms, 1),
-    }
-    print("== Per-turn retrieval latency (what Moss adds to each turn) ==")
-    print(f"  {n} calls: p50={stats['p50_ms']} ms  p95={stats['p95_ms']} ms  mean={stats['mean_ms']} ms")
-    print(f"  session open (one-time, at startup): {stats['open_ms']} ms")
-    print("  For comparison, a remote vector-DB round trip is typically 200-500 ms per turn.\n")
-    return stats
-
-
-async def run(questions: list[str], json_path: str | None) -> None:
-    """Show what Moss adds per turn (latency) and how grounding changes answers."""
-    load_dotenv()
-    client = AsyncOpenAI(api_key=os.environ["OPENAI_API_KEY"])
-    model = os.environ.get("OPENAI_MODEL", "gpt-4o-mini")
-    moss = MossSessionManager(
-        project_id=os.environ["MOSS_PROJECT_ID"],
-        project_key=os.environ["MOSS_PROJECT_KEY"],
-        index_name=os.environ.get("MOSS_INDEX_NAME", "ten-moss-demo"),
-    )
-    t0 = time.perf_counter()
-    await moss.open()
-    latency = await _latency(moss, questions, (time.perf_counter() - t0) * 1000)
-
-    print("== Same model, same question: without Moss vs with Moss ==")
-    rows = []
-    for q in questions:
-        without = await _answer(client, model, q)
-        grounding = await moss.query_context(q)
-        grounded_turn = f"{grounding}\n\n[Current User Question]\n{q}" if grounding else q
-        with_moss = await _answer(client, model, grounded_turn)
-        rows.append(
-            {"question": q, "without_moss": without, "with_moss": with_moss, "grounding": grounding}
-        )
-        print(f"\n### {q}")
-        print(f"  WITHOUT Moss: {without}")
-        print(f"  WITH Moss:    {with_moss}")
-
-    if json_path:
-        with open(json_path, "w") as f:
-            json.dump({"model": model, "system_prompt": SYSTEM, "latency": latency, "rows": rows}, f, indent=2)
-        print(f"\nsaved -> {json_path}")
-
-
-def main() -> None:
-    """CLI entry point."""
-    parser = argparse.ArgumentParser(description="Compare LLM answers without vs with Moss grounding.")
-    parser.add_argument("questions", nargs="*", help="custom questions (defaults to a built-in set)")
-    parser.add_argument("--json", dest="json_path", help="write structured results to this path")
-    args = parser.parse_args()
-    asyncio.run(run(args.questions or DEFAULT_QUESTIONS, args.json_path))
-
-
-if __name__ == "__main__":
-    main()
diff --git a/apps/ten-moss/tenapp/property.json b/apps/ten-moss/tenapp/property.json
index 0c49362f..9df38503 100644
--- a/apps/ten-moss/tenapp/property.json
+++ b/apps/ten-moss/tenapp/property.json
@@ -88,8 +88,7 @@
                 "moss_top_k": 3,
                 "moss_alpha": 0.8,
                 "moss_context_header": "Relevant knowledge from Moss:",
-                "enable_moss": true,
-                "moss_simulate_remote_ms": 0
+                "enable_moss": true
               }
             },
             {
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py
index e9260b02..d2899c76 100644
--- a/apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/config.py
@@ -5,6 +5,3 @@ class MainControlConfig(MossSessionConfig):
     """Main control config: Moss session fields (moss_*) plus the agent greeting."""
 
     greeting: str = "Hello, I am your AI assistant."
-    # Speed showcase: >0 adds an artificial delay before retrieval to imitate a
-    # remote vector-DB round trip, so the latency Moss saves is audible. 0 = off.
-    moss_simulate_remote_ms: int = 0
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py b/apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py
index c0bcf0b5..9d315576 100644
--- a/apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/extension.py
@@ -1,4 +1,3 @@
-import asyncio
 import json
 import time
 from typing import Literal
@@ -65,7 +64,6 @@ async def on_init(self, ten_env: AsyncTenEnv):
         # Load config from runtime properties
         config_json, _ = await ten_env.get_property_to_json(None)
         self.config = MainControlConfig.model_validate_json(config_json)
-        self._moss_sim_ms = self.config.moss_simulate_remote_ms
 
         # Open a Moss session for ambient, session-scoped grounding (best-effort:
         # if the session can't open, the agent still runs, just without grounding).
@@ -133,10 +131,6 @@ async def _on_asr_result(self, event: ASRResultEvent):
                 # grounding failure can never drop the user's turn.
                 try:
                     t0 = time.perf_counter()
-                    # Speed showcase: optionally imitate a remote vector-DB round
-                    # trip so the latency Moss saves is audible.
-                    if self._moss_sim_ms:
-                        await asyncio.sleep(self._moss_sim_ms / 1000.0)
                     context = await self.moss.query_context(event.text)
                     took_ms = (time.perf_counter() - t0) * 1000.0
                     # The SDK reports the engine retrieval time on the result
@@ -146,7 +140,7 @@ async def _on_asr_result(self, event: ASRResultEvent):
                     self._retrieval_ms = float(sdk_ms) if sdk_ms is not None else took_ms
                     self._last_grounding = context
                     self._last_sdk_ms = sdk_ms
-                    backend = f"remote-sim(+{self._moss_sim_ms}ms)" if self._moss_sim_ms else "moss(in-process)"
+                    backend = "moss(in-process)"
                     # Shared tag so this lines up 1:1 with the instrumented memU
                     # example — grep '[retrieval-latency]' in both agents' logs.
                     self.ten_env.log_info(
diff --git a/apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json b/apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json
index 0c98b958..aad33023 100644
--- a/apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json
+++ b/apps/ten-moss/tenapp/ten_packages/extension/main_python/manifest.json
@@ -53,9 +53,6 @@
         },
         "enable_moss": {
           "type": "bool"
-        },
-        "moss_simulate_remote_ms": {
-          "type": "int64"
         }
       }
     }

From 0d6dd891da952b3e39bbaa5366d15b6bb1384d72 Mon Sep 17 00:00:00 2001
From: Dave Nguyen <50802122+DuyNguyenPhuong@users.noreply.github.com>
Date: Wed, 22 Jul 2026 23:51:51 -0400
Subject: [PATCH 14/27] docs: sync ROADMAP with recently shipped integrations
 (#465)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Summary
- Sync `ROADMAP.md` with integrations that are already in the repo: Go
SDK, Langflow, n8n, and TEN Framework
- Remove Go from “Next Up → New SDK Bindings” now that `sdks/go/` exists
- Correct the Next.js example version from 15 → 16 to match
`apps/next-js`

## Test plan
- [ ] Check shipped sections against `README.md` / `AGENTS.md`
- [ ] Confirm Go is no longer listed under “Next Up”

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/465?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
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<!-- End of auto-generated description by cubic. -->

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 ROADMAP.md | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/ROADMAP.md b/ROADMAP.md
index 32c3288e..3b116e40 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -9,6 +9,7 @@ This is a living document. We update it as priorities shift based on community f
 - [x] Python SDK (`moss`) — async-first, type-safe
 - [x] TypeScript SDK (`@moss-dev/moss`) — full feature parity with Python
 - [x] Elixir SDK (`moss`) — Hex package for Phoenix / LiveView apps
+- [x] Go SDK — bindings-backed manage + local query via `libmoss` (`sdks/go/`)
 - [x] C bindings — example usage, metadata filtering, session management
 - [x] Bun runtime support — native Bun example application
 - [x] WebAssembly runtime — client-side semantic search in the browser, no server required
@@ -36,6 +37,8 @@ This is a living document. We update it as priorities shift based on community f
 - [x] Daytona sandbox integration — log ingestion Q&A agent; code execution in isolated Daytona sandboxes
 - [x] Cognee + Daytona integration — multi-agent shared memory graph (Cognee + Moss) across isolated Daytona sandboxes
 - [x] LangGraph integration — retrieval node for stateful multi-agent workflows
+- [x] Langflow integration — drag-and-drop `MossRetrieverComponent` and `MossSearchComponent`
+- [x] n8n community node — create index, manage documents, and query from n8n workflows
 
 ### Voice AI
 
@@ -46,6 +49,7 @@ This is a living document. We update it as priorities shift based on community f
 - [x] ElevenLabs integration — `elevenlabs-moss` package; knowledge-base-backed Conversational AI bot
 - [x] Agora Conversational AI integration — `agora-moss` MCP server; `search_knowledge_base` tool for Agora voice agents
 - [x] VAPI integration — `vapi-moss` webhook adapter with HMAC verification; LLM-directed retrieval via Custom Tool
+- [x] TEN Framework integration — `MossSessionManager` + voice-assistant app with session-scoped grounding
 
 ### Developer Tools & Packages
 
@@ -65,7 +69,7 @@ This is a living document. We update it as priorities shift based on community f
 
 ### Apps & Deployment
 
-- [x] Next.js example app — Next.js 15 Server Actions + Moss SDK; reference semantic search UI
+- [x] Next.js example app — Next.js 16 browser-based semantic search UI (`@moss-dev/moss-web`)
 - [x] Docker deployment examples (ECS / Kubernetes patterns) — Python + JS SDK in containers
 
 ---
@@ -86,7 +90,6 @@ These are well-scoped and ready for contributors. Each one has (or will have) a
 ### New SDK Bindings
 
 - [ ] **Swift bindings** — for iOS/macOS apps with on-device retrieval ([`good first issue`](https://github.com/usemoss/moss/labels/good%20first%20issue))
-- [ ] **Go bindings** — for backend services and CLI tools ([`good first issue`](https://github.com/usemoss/moss/labels/good%20first%20issue))
 - [ ] **Rust bindings** — for performance-critical pipelines ([`good first issue`](https://github.com/usemoss/moss/labels/good%20first%20issue))
 - [ ] **Kotlin bindings** — for Android apps and Spring Boot backend services ([`good first issue`](https://github.com/usemoss/moss/labels/good%20first%20issue))
 

From ac879969342eb8eefd1037b4e6279fc41cfb3425 Mon Sep 17 00:00:00 2001
From: Rohan <rohansharmarohansharma22@gmail.com>
Date: Thu, 23 Jul 2026 13:30:44 +0530
Subject: [PATCH 15/27] build(deps): bump lodash to 4.18.1 in n8n-nodes-moss
 (#474)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Pull Request Checklist

Please ensure that your PR meets the following requirements:

- [x] I have read the [CONTRIBUTING](CONTRIBUTING.md) guide.
- [ ] I have updated the documentation (if applicable).
- [x] My code follows the style guidelines of this project.
- [x] I have performed a self-review of my own code.
- [ ] I have added tests that prove my fix is effective or that my
feature works.
- [x] New and existing unit tests pass locally with my changes.

## Description

Bumps `lodash` from `4.17.23` to the patched `4.18.1` release in
`packages/n8n-nodes-moss`, the only project in the repo still resolving
a vulnerable lodash version. `lodash` is pulled in transitively
(dev-only) via `n8n-workflow` → `@n8n/expression-runtime`, which pins an
exact `4.17.23`, so a top-level `overrides` entry was added to
`package.json` (matching the pattern already used at the repo root and
in `vitepress-plugin-moss`) to force resolution to `^4.18.1`, then
`package-lock.json` was regenerated via `npm install`.

4.18.0/4.18.1 fix a prototype-pollution issue in `_.unset`/`_.omit`
(GHSA-f23m-r3pf-42rh) and a code-injection issue in `_.template`
(GHSA-r5fr-rjxr-66jc, CVE-2026-4800), plus a follow-up bugfix. Other
lockfiles in the repo that reference lodash
(`apps/livekit-moss-vercel/agent-react`, `apps/moss-vscode`,
`sdks/javascript/sdk`) were already on `4.18.1`; the rest only contain
unrelated standalone packages (`lodash.merge`, `lodash.sortby`, etc.)
unaffected by this bump.

Fixes #467

## Type of Change

- [x] Bug fix (non-breaking change which fixes an issue)
- [ ] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to not work as expected)
- [ ] This change requires a documentation update fill it accordingly


<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/474?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
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---
 packages/n8n-nodes-moss/package-lock.json | 6 +++---
 packages/n8n-nodes-moss/package.json      | 3 +++
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/packages/n8n-nodes-moss/package-lock.json b/packages/n8n-nodes-moss/package-lock.json
index 1d43fd58..2adbb413 100644
--- a/packages/n8n-nodes-moss/package-lock.json
+++ b/packages/n8n-nodes-moss/package-lock.json
@@ -1962,9 +1962,9 @@
 			}
 		},
 		"node_modules/lodash": {
-			"version": "4.17.23",
-			"resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.23.tgz",
-			"integrity": "sha512-LgVTMpQtIopCi79SJeDiP0TfWi5CNEc/L/aRdTh3yIvmZXTnheWpKjSZhnvMl8iXbC1tFg9gdHHDMLoV7CnG+w==",
+			"version": "4.18.1",
+			"resolved": "https://registry.npmjs.org/lodash/-/lodash-4.18.1.tgz",
+			"integrity": "sha512-dMInicTPVE8d1e5otfwmmjlxkZoUpiVLwyeTdUsi/Caj/gfzzblBcCE5sRHV/AsjuCmxWrte2TNGSYuCeCq+0Q==",
 			"dev": true,
 			"license": "MIT"
 		},
diff --git a/packages/n8n-nodes-moss/package.json b/packages/n8n-nodes-moss/package.json
index aba97b8e..f3c31041 100644
--- a/packages/n8n-nodes-moss/package.json
+++ b/packages/n8n-nodes-moss/package.json
@@ -54,5 +54,8 @@
 	},
 	"peerDependencies": {
 		"n8n-workflow": "*"
+	},
+	"overrides": {
+		"lodash": "^4.18.1"
 	}
 }

From 672c69d45ff68c6c9992a42ce70e18d1f9e85618 Mon Sep 17 00:00:00 2001
From: Tianzong Cheng <78651635+Trap101@users.noreply.github.com>
Date: Thu, 23 Jul 2026 01:01:38 -0700
Subject: [PATCH 16/27] build(deps): update idna to 3.18 (#462)

## Pull Request Checklist

- [x] I have read the [CONTRIBUTING](CONTRIBUTING.md) guide.
- [x] I have updated the documentation (not applicable: lockfile-only
update).
- [x] My changes follow the style guidelines of this project.
- [x] I have performed a self-review of my changes.
- [x] I have added tests that prove my fix is effective (not applicable:
generated dependency metadata only).
- [x] New and existing unit tests pass locally with my changes.

## Description

Update `idna` from `3.13` or `3.15` to `3.18` in the 22 stale Python
lockfiles, bringing all 26 `uv.lock` files that resolve `idna` onto the
latest release.

Regenerating the locks also synchronizes six stale package metadata
constraints with their existing `pyproject.toml` declarations. No
package version other than `idna` changes.

Fixes #423

## Type of Change

- [ ] Bug fix (non-breaking change which fixes an issue)
- [ ] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to not work as expected)
- [ ] This change requires a documentation update
- [x] Dependency update (non-breaking)

## Testing

- `uv lock --check` for all 22 changed projects
- `ruff check . --extend-exclude "**/*.ipynb"`
- CI-equivalent repository mypy check
- Python SDK Ruff and mypy checks
- Python SDK tests: 86 passed, 44 credential-dependent tests skipped
- Affected project tests: 55 passed, 4 live integration tests skipped
- `idna 3.18` Unicode hostname encode/decode smoke test

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/462?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
media="(prefers-color-scheme: light)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-light.svg"><img
alt="Review in cubic"
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---
 apps/agora-moss/uv.lock                                   | 6 +++---
 apps/elevenlabs-moss/uv.lock                              | 8 ++++----
 .../livekit-voice-agent/livekit-moss-agent/uv.lock        | 6 +++---
 apps/pipecat-moss/hume-ollama-local/uv.lock               | 6 +++---
 apps/pipecat-moss/ollama-local/uv.lock                    | 6 +++---
 apps/vapi-moss/uv.lock                                    | 6 +++---
 examples/cookbook/daytona/uv.lock                         | 6 +++---
 examples/cookbook/moss-cognee-daytona/uv.lock             | 6 +++---
 examples/cookbook/sim/uv.lock                             | 6 +++---
 examples/voice-agents/airline-pnr/uv.lock                 | 6 +++---
 examples/voice-agents/candidate-screening/uv.lock         | 6 +++---
 examples/voice-agents/mortgage-lending/uv.lock            | 6 +++---
 moss-live-labs/examples/advanced-voice-agent/uv.lock      | 6 +++---
 moss-live-labs/examples/image-search/backend-py/uv.lock   | 6 +++---
 moss-live-labs/examples/image-search/setup-py/uv.lock     | 8 ++++----
 moss-live-labs/examples/voice-agent/uv.lock               | 6 +++---
 moss-live-labs/python/uv.lock                             | 8 ++++----
 packages/agora-moss/uv.lock                               | 8 ++++----
 .../moss-data-connector/moss-connector-mongodb/uv.lock    | 8 ++++----
 .../moss-data-connector/moss-connector-sqlite/uv.lock     | 8 ++++----
 .../moss-data-connector/moss-connector-supabase/uv.lock   | 6 +++---
 packages/pipecat-moss/uv.lock                             | 6 +++---
 22 files changed, 72 insertions(+), 72 deletions(-)

diff --git a/apps/agora-moss/uv.lock b/apps/agora-moss/uv.lock
index 7a30c5cb..6893c1ca 100644
--- a/apps/agora-moss/uv.lock
+++ b/apps/agora-moss/uv.lock
@@ -407,11 +407,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.18"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
 ]
 
 [[package]]
diff --git a/apps/elevenlabs-moss/uv.lock b/apps/elevenlabs-moss/uv.lock
index b1282ba3..10495cdf 100644
--- a/apps/elevenlabs-moss/uv.lock
+++ b/apps/elevenlabs-moss/uv.lock
@@ -168,7 +168,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "elevenlabs", specifier = ">=2.40.0" },
-    { name = "moss", specifier = ">=1.0.0" },
+    { name = "moss", specifier = ">=1.1.1" },
 ]
 
 [package.metadata.requires-dev]
@@ -255,11 +255,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.18"
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 [[package]]
diff --git a/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock b/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock
index ab9bde22..f6a93d3c 100644
--- a/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock
+++ b/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/uv.lock
@@ -1289,11 +1289,11 @@ wheels = [
 
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-version = "3.15"
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-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
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diff --git a/apps/pipecat-moss/hume-ollama-local/uv.lock b/apps/pipecat-moss/hume-ollama-local/uv.lock
index c9e55790..23be8a69 100644
--- a/apps/pipecat-moss/hume-ollama-local/uv.lock
+++ b/apps/pipecat-moss/hume-ollama-local/uv.lock
@@ -1002,11 +1002,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.18"
 source = { registry = "https://pypi.org/simple" }
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+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
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 [[package]]
diff --git a/apps/pipecat-moss/ollama-local/uv.lock b/apps/pipecat-moss/ollama-local/uv.lock
index 49086ca9..b5c1ea06 100644
--- a/apps/pipecat-moss/ollama-local/uv.lock
+++ b/apps/pipecat-moss/ollama-local/uv.lock
@@ -962,11 +962,11 @@ wheels = [
 
 [[package]]
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 [[package]]
diff --git a/apps/vapi-moss/uv.lock b/apps/vapi-moss/uv.lock
index f0fa268b..6bd43833 100644
--- a/apps/vapi-moss/uv.lock
+++ b/apps/vapi-moss/uv.lock
@@ -131,11 +131,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
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diff --git a/examples/cookbook/daytona/uv.lock b/examples/cookbook/daytona/uv.lock
index 16a35920..55c2b551 100644
--- a/examples/cookbook/daytona/uv.lock
+++ b/examples/cookbook/daytona/uv.lock
@@ -607,11 +607,11 @@ wheels = [
 
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diff --git a/examples/cookbook/moss-cognee-daytona/uv.lock b/examples/cookbook/moss-cognee-daytona/uv.lock
index 7c64ea78..c724ef2f 100644
--- a/examples/cookbook/moss-cognee-daytona/uv.lock
+++ b/examples/cookbook/moss-cognee-daytona/uv.lock
@@ -553,11 +553,11 @@ wheels = [
 
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 [[package]]
diff --git a/examples/cookbook/sim/uv.lock b/examples/cookbook/sim/uv.lock
index bb9e9ff3..45b8642f 100644
--- a/examples/cookbook/sim/uv.lock
+++ b/examples/cookbook/sim/uv.lock
@@ -174,11 +174,11 @@ wheels = [
 
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 [[package]]
diff --git a/examples/voice-agents/airline-pnr/uv.lock b/examples/voice-agents/airline-pnr/uv.lock
index e5199645..2ff3ffd7 100644
--- a/examples/voice-agents/airline-pnr/uv.lock
+++ b/examples/voice-agents/airline-pnr/uv.lock
@@ -861,11 +861,11 @@ wheels = [
 
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index f0bc5f88..3c7632ae 100644
--- a/packages/moss-data-connector/moss-connector-sqlite/uv.lock
+++ b/packages/moss-data-connector/moss-connector-sqlite/uv.lock
@@ -94,11 +94,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.18"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
 ]
 
 [[package]]
@@ -169,7 +169,7 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "moss", specifier = ">=1.0.0" },
+    { name = "moss", specifier = ">=1.1.1" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=8.0.0" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=0.23.0" },
     { name = "python-dotenv", marker = "extra == 'dev'", specifier = ">=1.0.0" },
diff --git a/packages/moss-data-connector/moss-connector-supabase/uv.lock b/packages/moss-data-connector/moss-connector-supabase/uv.lock
index ba494557..879596f3 100644
--- a/packages/moss-data-connector/moss-connector-supabase/uv.lock
+++ b/packages/moss-data-connector/moss-connector-supabase/uv.lock
@@ -428,11 +428,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.18"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
 ]
 
 [[package]]
diff --git a/packages/pipecat-moss/uv.lock b/packages/pipecat-moss/uv.lock
index d5af4c07..7f7715b6 100644
--- a/packages/pipecat-moss/uv.lock
+++ b/packages/pipecat-moss/uv.lock
@@ -879,11 +879,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.18"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
 ]
 
 [[package]]

From 85ace39199dc92612d6bd266444bf1784623ea54 Mon Sep 17 00:00:00 2001
From: Jishnuu Senthil Kumar <122762144+jissen706@users.noreply.github.com>
Date: Thu, 23 Jul 2026 01:02:20 -0700
Subject: [PATCH 17/27] chore(deps): bump json-repair to 0.60.1 in
 insurance-adjuster example (#457)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Fixes #424

## What

Bumps `json-repair` from 0.59.10 to 0.60.1 in
`examples/voice-agents/insurance-adjuster/uv.lock`, the only lockfile in
the repo that carries it.

`json-repair` is a transitive dependency pinned exactly
(`json-repair==0.60.1`) by `livekit-agents`, so moving it required
upgrading the livekit family as well (1.6.3 → 1.6.6, all within the
manifest's `>=1.0` constraint). 0.60.1 is the newest json-repair version
any published `livekit-agents` release allows — 0.61.x is not reachable
until upstream relaxes its exact pin.

Generated with `uv lock --upgrade-package livekit-agents
--upgrade-package json-repair`; no manifest changes.

## Verification

- `uv sync` installs the updated lockfile cleanly (Python 3.14)
- `json_repair` imports and repairs a malformed JSON sample at 0.60.1
- `agent.py` and `create_indexes.py` compile, and `livekit.agents` 1.6.6
imports without errors

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/457?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
media="(prefers-color-scheme: light)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-light.svg"><img
alt="Review in cubic"
src="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"></picture></a>
<!-- End of auto-generated description by cubic. -->
---
 examples/voice-agents/insurance-adjuster/uv.lock | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/examples/voice-agents/insurance-adjuster/uv.lock b/examples/voice-agents/insurance-adjuster/uv.lock
index 3872c441..610e1eae 100644
--- a/examples/voice-agents/insurance-adjuster/uv.lock
+++ b/examples/voice-agents/insurance-adjuster/uv.lock
@@ -1326,15 +1326,15 @@ wheels = [
 
 [[package]]
 name = "livekit-protocol"
-version = "1.1.20"
+version = "1.1.21"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "protobuf" },
     { name = "types-protobuf" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/99/e7/912a7d303e4c1ff79c23b5b4425a7abefe161329cda78a5ba3571a7533bf/livekit_protocol-1.1.20.tar.gz", hash = "sha256:cf379e99ddf5890c145053ba340c4b0e92d492591a757e34f741eea9694af6af", size = 122448, upload-time = "2026-07-20T14:08:11.569Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7f/ae/9d60fe37d85623e68a2e36ae31d18c671949db67d2a13a6438410d930466/livekit_protocol-1.1.21.tar.gz", hash = "sha256:8bb1ac1aba5d37d0af43e9d56d129a5d16295cbd91518b00fd157e258f20a6ef", size = 122363, upload-time = "2026-07-21T18:28:26.372Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/24/35/dc5559169397e36f9e3bf1f67bb75312dfcdc3d6666dbd7c1cd61c6b50c6/livekit_protocol-1.1.20-py3-none-any.whl", hash = "sha256:8685a8c014afb83113b5d784f816cb3c54e1d9d3da6c142bbac30c0773c9c760", size = 149257, upload-time = "2026-07-20T14:08:10.132Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/d2/ec10b1cdf912235c2b07898be6ba2535e50f23e8980bb719f29decbd8034/livekit_protocol-1.1.21-py3-none-any.whl", hash = "sha256:ce0bb763327c91349ee8831843c4f8bd72132c4d06ac572171f2ae5c0217211d", size = 149245, upload-time = "2026-07-21T18:28:24.985Z" },
 ]
 
 [[package]]

From fcb03256e518c02f5d691e875b6f42833ebf6382 Mon Sep 17 00:00:00 2001
From: Ranjana <155282747+msranjana@users.noreply.github.com>
Date: Thu, 23 Jul 2026 13:48:36 +0530
Subject: [PATCH 18/27] chore: upgrade postcss to 8.5.19 (#439)

## Pull Request Checklist

* [x] I have read the
[[CONTRIBUTING](https://chatgpt.com/c/CONTRIBUTING.md)](CONTRIBUTING.md)
guide.
* [ ] I have updated the documentation (not applicable).
* [x] My code follows the style guidelines of this project.
* [x] I have performed a self-review of my own code.
* [ ] I have added tests that prove my fix is effective or that my
feature works (not applicable for a dependency update).
* [x] New and existing unit tests pass locally with my changes, where
applicable.

## Description

This PR upgrades `postcss` to `^8.5.19` in the relevant packages and
refreshes the corresponding lockfiles (`package-lock.json` and
`pnpm-lock.yaml`).

I verified that the updated dependency is installed (`postcss@8.5.19`)
and confirmed the affected site builds successfully after the upgrade.

Fixes #429

## Type of Change

* [x] Bug fix (dependency maintenance/update)
* [ ] New feature
* [ ] Breaking change
* [ ] This change requires a documentation update

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/439?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
media="(prefers-color-scheme: light)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-light.svg"><img
alt="Review in cubic"
src="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"></picture></a>
<!-- End of auto-generated description by cubic. -->

---------

Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
---
 .../agent-react/package.json                  |   2 +-
 .../agent-react/pnpm-lock.yaml                |  29 +-
 .../frontend/package-lock.json                |  16 +-
 apps/moss-llamaindex/frontend/package.json    |   2 +-
 apps/moss-vscode/promo/package-lock.json      |   6 +-
 apps/moss-vscode/promo/package.json           |   3 +
 apps/next-js/package-lock.json                |  25 +-
 apps/next-js/package.json                     |   2 +-
 examples/javascript-web/package-lock.json     |   6 +-
 examples/javascript-web/package.json          |   3 +
 examples/moss-pikachu/promo/package-lock.json |   6 +-
 examples/moss-pikachu/promo/package.json      |   3 +
 .../insurance-adjuster/ui/package-lock.json   |   6 +-
 .../insurance-adjuster/ui/package.json        |   3 +
 .../image-search/react-app/package-lock.json  |   6 +-
 .../image-search/react-app/package.json       |   3 +
 package-lock.json                             |   7 +-
 package.json                                  |   2 +-
 packages/mastra-moss/package-lock.json        |   6 +-
 packages/mastra-moss/package.json             |   3 +
 packages/moss-md-indexer/example/package.json |   2 +-
 .../moss-md-indexer/example/pnpm-lock.yaml    |  34 +-
 packages/moss-md-indexer/package-lock.json    | 281 ++++++--
 packages/moss-md-indexer/package.json         |   4 +-
 packages/moss-md-indexer/pnpm-lock.yaml       |  28 +-
 packages/vercel-sdk/package-lock.json         |   6 +-
 packages/vercel-sdk/package.json              |   3 +
 .../demo-site/documentation/package-lock.json |   6 +-
 .../demo-site/documentation/package.json      |   3 +
 .../demo-site/documentation/pnpm-lock.yaml    | 630 +++++-------------
 .../demo-site/package.json                    |   1 +
 .../demo-site/pnpm-lock.yaml                  |  19 +-
 packages/vitepress-plugin-moss/package.json   |   2 +-
 packages/vitepress-plugin-moss/pnpm-lock.yaml |  49 +-
 sdks/javascript/sdk/package-lock.json         |   6 +-
 sdks/javascript/sdk/package.json              |   3 +
 36 files changed, 534 insertions(+), 682 deletions(-)

diff --git a/apps/livekit-moss-vercel/agent-react/package.json b/apps/livekit-moss-vercel/agent-react/package.json
index 56c61ef0..7966347b 100644
--- a/apps/livekit-moss-vercel/agent-react/package.json
+++ b/apps/livekit-moss-vercel/agent-react/package.json
@@ -52,7 +52,7 @@
   },
   "pnpm": {
     "overrides": {
-      "postcss": "^8.5.13"
+      "postcss": "^8.5.19"
     }
   },
   "packageManager": "pnpm@9.15.9"
diff --git a/apps/livekit-moss-vercel/agent-react/pnpm-lock.yaml b/apps/livekit-moss-vercel/agent-react/pnpm-lock.yaml
index 90a4e42e..dbf470a2 100644
--- a/apps/livekit-moss-vercel/agent-react/pnpm-lock.yaml
+++ b/apps/livekit-moss-vercel/agent-react/pnpm-lock.yaml
@@ -5,7 +5,7 @@ settings:
   excludeLinksFromLockfile: false
 
 overrides:
-  postcss: ^8.5.13
+  postcss: ^8.5.19
 
 importers:
 
@@ -1976,11 +1976,6 @@ packages:
   ms@2.1.3:
     resolution: {integrity: sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==}
 
-  nanoid@3.3.11:
-    resolution: {integrity: sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==}
-    engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
-    hasBin: true
-
   nanoid@3.3.12:
     resolution: {integrity: sha512-ZB9RH/39qpq5Vu6Y+NmUaFhQR6pp+M2Xt76XBnEwDaGcVAqhlvxrl3B2bKS5D3NH3QR76v3aSrKaF/Kiy7lEtQ==}
     engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
@@ -2099,12 +2094,8 @@ packages:
     resolution: {integrity: sha512-/+5VFTchJDoVj3bhoqi6UeymcD00DAwb1nJwamzPvHEszJ4FpF6SNNbUbOS8yI56qHzdV8eK0qEfOSiodkTdxg==}
     engines: {node: '>= 0.4'}
 
-  postcss@8.5.13:
-    resolution: {integrity: sha512-qif0+jGGZoLWdHey3UFHHWP0H7Gbmsk8T5VEqyYFbWqPr1XqvLGBbk/sl8V5exGmcYJklJOhOQq1pV9IcsiFag==}
-    engines: {node: ^10 || ^12 || >=14}
-
-  postcss@8.5.14:
-    resolution: {integrity: sha512-SoSL4+OSEtR99LHFZQiJLkT59C5B1amGO1NzTwj7TT1qCUgUO6hxOvzkOYxD+vMrXBM3XJIKzokoERdqQq/Zmg==}
+  postcss@8.5.19:
+    resolution: {integrity: sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==}
     engines: {node: ^10 || ^12 || >=14}
 
   prelude-ls@1.2.1:
@@ -3237,7 +3228,7 @@ snapshots:
       '@alloc/quick-lru': 5.2.0
       '@tailwindcss/node': 4.1.13
       '@tailwindcss/oxide': 4.1.13
-      postcss: 8.5.13
+      postcss: 8.5.19
       tailwindcss: 4.1.13
 
   '@trivago/prettier-plugin-sort-imports@5.2.2(prettier@3.6.2)':
@@ -4446,8 +4437,6 @@ snapshots:
 
   ms@2.1.3: {}
 
-  nanoid@3.3.11: {}
-
   nanoid@3.3.12: {}
 
   napi-postinstall@0.2.4: {}
@@ -4465,7 +4454,7 @@ snapshots:
       '@swc/helpers': 0.5.15
       baseline-browser-mapping: 2.10.29
       caniuse-lite: 1.0.30001792
-      postcss: 8.5.14
+      postcss: 8.5.19
       react: 19.1.1
       react-dom: 19.1.1(react@19.1.1)
       styled-jsx: 5.1.6(react@19.1.1)
@@ -4566,13 +4555,7 @@ snapshots:
 
   possible-typed-array-names@1.1.0: {}
 
-  postcss@8.5.13:
-    dependencies:
-      nanoid: 3.3.11
-      picocolors: 1.1.1
-      source-map-js: 1.2.1
-
-  postcss@8.5.14:
+  postcss@8.5.19:
     dependencies:
       nanoid: 3.3.12
       picocolors: 1.1.1
diff --git a/apps/moss-llamaindex/frontend/package-lock.json b/apps/moss-llamaindex/frontend/package-lock.json
index 5f6518e8..21921eda 100644
--- a/apps/moss-llamaindex/frontend/package-lock.json
+++ b/apps/moss-llamaindex/frontend/package-lock.json
@@ -1878,16 +1878,15 @@
       "license": "MIT"
     },
     "node_modules/nanoid": {
-      "version": "3.3.11",
-      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.11.tgz",
-      "integrity": "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==",
+      "version": "3.3.16",
+      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.16.tgz",
+      "integrity": "sha512-bzlKTyNJ7+LdGIIwy8ijFpIqEQIvafahV7eYykJ8Cvh42EdJeODoJ6gUJXpQJvej1BddH8OqTXZNE/KfbWAu8Q==",
       "funding": [
         {
           "type": "github",
           "url": "https://github.com/sponsors/ai"
         }
       ],
-      "license": "MIT",
       "bin": {
         "nanoid": "bin/nanoid.cjs"
       },
@@ -1955,9 +1954,9 @@
       "license": "ISC"
     },
     "node_modules/postcss": {
-      "version": "8.5.13",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.13.tgz",
-      "integrity": "sha512-qif0+jGGZoLWdHey3UFHHWP0H7Gbmsk8T5VEqyYFbWqPr1XqvLGBbk/sl8V5exGmcYJklJOhOQq1pV9IcsiFag==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "funding": [
         {
           "type": "opencollective",
@@ -1972,9 +1971,8 @@
           "url": "https://github.com/sponsors/ai"
         }
       ],
-      "license": "MIT",
       "dependencies": {
-        "nanoid": "^3.3.11",
+        "nanoid": "^3.3.12",
         "picocolors": "^1.1.1",
         "source-map-js": "^1.2.1"
       },
diff --git a/apps/moss-llamaindex/frontend/package.json b/apps/moss-llamaindex/frontend/package.json
index ba264af2..ed498c6f 100644
--- a/apps/moss-llamaindex/frontend/package.json
+++ b/apps/moss-llamaindex/frontend/package.json
@@ -31,6 +31,6 @@
     "@tailwindcss/typography": "^0.5.19"
   },
   "overrides": {
-    "postcss": "^8.5.13"
+    "postcss": "^8.5.19"
   }
 }
diff --git a/apps/moss-vscode/promo/package-lock.json b/apps/moss-vscode/promo/package-lock.json
index 92182edb..ae09a129 100644
--- a/apps/moss-vscode/promo/package-lock.json
+++ b/apps/moss-vscode/promo/package-lock.json
@@ -4211,9 +4211,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "funding": [
         {
           "type": "opencollective",
diff --git a/apps/moss-vscode/promo/package.json b/apps/moss-vscode/promo/package.json
index 8d95ec7f..fffee95c 100644
--- a/apps/moss-vscode/promo/package.json
+++ b/apps/moss-vscode/promo/package.json
@@ -14,6 +14,9 @@
     "remotion": "4.0.484",
     "tailwindcss": "4.2.0"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "@remotion/eslint-config-flat": "4.0.484",
     "@types/react": "19.2.7",
diff --git a/apps/next-js/package-lock.json b/apps/next-js/package-lock.json
index 81e5a75f..d47437c2 100644
--- a/apps/next-js/package-lock.json
+++ b/apps/next-js/package-lock.json
@@ -1663,9 +1663,6 @@
         "arm64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1683,9 +1680,6 @@
         "arm64"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1703,9 +1697,6 @@
         "ppc64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1723,9 +1714,6 @@
         "s390x"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1743,9 +1731,6 @@
         "x64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1763,9 +1748,6 @@
         "x64"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -6255,9 +6237,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "funding": [
         {
           "type": "opencollective",
@@ -6272,7 +6254,6 @@
           "url": "https://github.com/sponsors/ai"
         }
       ],
-      "license": "MIT",
       "dependencies": {
         "nanoid": "^3.3.12",
         "picocolors": "^1.1.1",
diff --git a/apps/next-js/package.json b/apps/next-js/package.json
index a76b71bf..3d1471a7 100644
--- a/apps/next-js/package.json
+++ b/apps/next-js/package.json
@@ -34,6 +34,6 @@
     "vitest": "^4.1.8"
   },
   "overrides": {
-    "postcss": "^8.5.16"
+    "postcss": "^8.5.19"
   }
 }
diff --git a/examples/javascript-web/package-lock.json b/examples/javascript-web/package-lock.json
index 127ccd7e..fcbdd26b 100644
--- a/examples/javascript-web/package-lock.json
+++ b/examples/javascript-web/package-lock.json
@@ -848,9 +848,9 @@
       "license": "MIT"
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "dev": true,
       "funding": [
         {
diff --git a/examples/javascript-web/package.json b/examples/javascript-web/package.json
index 547361cc..5639c232 100644
--- a/examples/javascript-web/package.json
+++ b/examples/javascript-web/package.json
@@ -13,6 +13,9 @@
   "dependencies": {
     "@moss-dev/moss-web": "^1.0.0"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "typescript": "^5.7.0",
     "vite": "^8.0.16"
diff --git a/examples/moss-pikachu/promo/package-lock.json b/examples/moss-pikachu/promo/package-lock.json
index bb73f987..27a0e627 100644
--- a/examples/moss-pikachu/promo/package-lock.json
+++ b/examples/moss-pikachu/promo/package-lock.json
@@ -4111,9 +4111,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "funding": [
         {
           "type": "opencollective",
diff --git a/examples/moss-pikachu/promo/package.json b/examples/moss-pikachu/promo/package.json
index 6c4caceb..5b503032 100644
--- a/examples/moss-pikachu/promo/package.json
+++ b/examples/moss-pikachu/promo/package.json
@@ -14,6 +14,9 @@
     "remotion": "4.0.484",
     "tailwindcss": "4.2.0"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "@remotion/eslint-config-flat": "4.0.484",
     "@types/react": "19.2.7",
diff --git a/examples/voice-agents/insurance-adjuster/ui/package-lock.json b/examples/voice-agents/insurance-adjuster/ui/package-lock.json
index 5e2286b6..2314c918 100644
--- a/examples/voice-agents/insurance-adjuster/ui/package-lock.json
+++ b/examples/voice-agents/insurance-adjuster/ui/package-lock.json
@@ -5418,9 +5418,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.15",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.15.tgz",
-      "integrity": "sha512-FfR8sjd4em2T6fb3I2MwAJU7HWVMr9zba+enmQeeWFfCbm+UOC/0X4DS8XtpUTMwWMGbjKYP7xjfNekzyGmB3A==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "dev": true,
       "funding": [
         {
diff --git a/examples/voice-agents/insurance-adjuster/ui/package.json b/examples/voice-agents/insurance-adjuster/ui/package.json
index 5d79346d..e62b28df 100644
--- a/examples/voice-agents/insurance-adjuster/ui/package.json
+++ b/examples/voice-agents/insurance-adjuster/ui/package.json
@@ -22,6 +22,9 @@
     "react-dom": "^19.0.0",
     "tailwind-merge": "^3.3.0"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "@types/node": "^22.0.0",
     "@types/react": "^19",
diff --git a/moss-live-labs/examples/image-search/react-app/package-lock.json b/moss-live-labs/examples/image-search/react-app/package-lock.json
index d17e35da..343a805d 100644
--- a/moss-live-labs/examples/image-search/react-app/package-lock.json
+++ b/moss-live-labs/examples/image-search/react-app/package-lock.json
@@ -2180,9 +2180,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "dev": true,
       "funding": [
         {
diff --git a/moss-live-labs/examples/image-search/react-app/package.json b/moss-live-labs/examples/image-search/react-app/package.json
index 691782fa..0167367e 100644
--- a/moss-live-labs/examples/image-search/react-app/package.json
+++ b/moss-live-labs/examples/image-search/react-app/package.json
@@ -14,6 +14,9 @@
     "react-dom": "^19.0.0",
     "react-router-dom": "^7.17.0"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "@eslint/js": "^9.22.0",
     "@types/react": "^19.0.10",
diff --git a/package-lock.json b/package-lock.json
index e3f1a570..6a500836 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1975,9 +1975,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "funding": [
         {
           "type": "opencollective",
@@ -1992,7 +1992,6 @@
           "url": "https://github.com/sponsors/ai"
         }
       ],
-      "license": "MIT",
       "dependencies": {
         "nanoid": "^3.3.12",
         "picocolors": "^1.1.1",
diff --git a/package.json b/package.json
index be710d8f..d8da5bf5 100644
--- a/package.json
+++ b/package.json
@@ -11,7 +11,7 @@
   },
   "overrides": {
     "esbuild": "^0.28.0",
-    "postcss": "^8.5.16",
+    "postcss": "^8.5.19",
     "vite": "^6.4.2"
   }
 }
diff --git a/packages/mastra-moss/package-lock.json b/packages/mastra-moss/package-lock.json
index 4e42b1c1..b399e752 100644
--- a/packages/mastra-moss/package-lock.json
+++ b/packages/mastra-moss/package-lock.json
@@ -4602,9 +4602,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "dev": true,
       "funding": [
         {
diff --git a/packages/mastra-moss/package.json b/packages/mastra-moss/package.json
index 6543cb1e..6a64e1d4 100644
--- a/packages/mastra-moss/package.json
+++ b/packages/mastra-moss/package.json
@@ -35,6 +35,9 @@
     "@moss-dev/moss": "^1.0.0",
     "zod": "^3.0.0 || ^4.0.0"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "@mastra/core": "1.26.0",
     "@moss-dev/moss": "1.0.0",
diff --git a/packages/moss-md-indexer/example/package.json b/packages/moss-md-indexer/example/package.json
index f20c6223..42156a52 100644
--- a/packages/moss-md-indexer/example/package.json
+++ b/packages/moss-md-indexer/example/package.json
@@ -18,7 +18,7 @@
   "pnpm": {
     "overrides": {
       "esbuild": "^0.28.0",
-      "postcss": "^8.5.13",
+      "postcss": "^8.5.19",
       "vite": "^6.4.2"
     }
   }
diff --git a/packages/moss-md-indexer/example/pnpm-lock.yaml b/packages/moss-md-indexer/example/pnpm-lock.yaml
index 0f97dab1..03b14c80 100644
--- a/packages/moss-md-indexer/example/pnpm-lock.yaml
+++ b/packages/moss-md-indexer/example/pnpm-lock.yaml
@@ -6,7 +6,7 @@ settings:
 
 overrides:
   esbuild: ^0.28.0
-  postcss: ^8.5.13
+  postcss: ^8.5.19
   vite: ^6.4.2
 
 importers:
@@ -15,7 +15,7 @@ importers:
     dependencies:
       '@moss-tools/md-indexer':
         specifier: file:../
-        version: file:..(vitepress@1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.13)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3))
+        version: file:..(vitepress@1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.19)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3))
       dotenv:
         specifier: ^16.4.5
         version: 16.6.1
@@ -31,7 +31,7 @@ importers:
         version: 5.9.3
       vitepress:
         specifier: ^1.6.4
-        version: 1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.13)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3)
+        version: 1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.19)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3)
 
 packages:
 
@@ -802,8 +802,8 @@ packages:
   mitt@3.0.1:
     resolution: {integrity: sha512-vKivATfr97l2/QBCYAkXYDbrIWPM2IIKEl7YPhjCvKlG3kE2gm+uBo6nEXK3M5/Ffh/FLpKExzOQ3JJoJGFKBw==}
 
-  nanoid@3.3.11:
-    resolution: {integrity: sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==}
+  nanoid@3.3.16:
+    resolution: {integrity: sha512-bzlKTyNJ7+LdGIIwy8ijFpIqEQIvafahV7eYykJ8Cvh42EdJeODoJ6gUJXpQJvej1BddH8OqTXZNE/KfbWAu8Q==}
     engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
     hasBin: true
 
@@ -836,8 +836,8 @@ packages:
     resolution: {integrity: sha512-QP88BAKvMam/3NxH6vj2o21R6MjxZUAd6nlwAS/pnGvN9IVLocLHxGYIzFhg6fUQ+5th6P4dv4eW9jX3DSIj7A==}
     engines: {node: '>=12'}
 
-  postcss@8.5.13:
-    resolution: {integrity: sha512-qif0+jGGZoLWdHey3UFHHWP0H7Gbmsk8T5VEqyYFbWqPr1XqvLGBbk/sl8V5exGmcYJklJOhOQq1pV9IcsiFag==}
+  postcss@8.5.19:
+    resolution: {integrity: sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==}
     engines: {node: ^10 || ^12 || >=14}
 
   preact@10.29.1:
@@ -1001,7 +1001,7 @@ packages:
     hasBin: true
     peerDependencies:
       markdown-it-mathjax3: ^4
-      postcss: ^8.5.13
+      postcss: ^8.5.19
     peerDependenciesMeta:
       markdown-it-mathjax3:
         optional: true
@@ -1271,7 +1271,7 @@ snapshots:
 
   '@jridgewell/sourcemap-codec@1.5.5': {}
 
-  '@moss-tools/md-indexer@file:..(vitepress@1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.13)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3))':
+  '@moss-tools/md-indexer@file:..(vitepress@1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.19)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3))':
     dependencies:
       '@inferedge-rest/moss': 1.0.0-beta.3
       cheerio: 1.2.0
@@ -1280,7 +1280,7 @@ snapshots:
       gray-matter: 4.0.3
       p-limit: 7.3.0
       picocolors: 1.1.1
-      vitepress: 1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.13)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3)
+      vitepress: 1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.19)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3)
 
   '@rollup/rollup-android-arm-eabi@4.60.2':
     optional: true
@@ -1453,7 +1453,7 @@ snapshots:
       '@vue/shared': 3.5.33
       estree-walker: 2.0.2
       magic-string: 0.30.21
-      postcss: 8.5.13
+      postcss: 8.5.19
       source-map-js: 1.2.1
 
   '@vue/compiler-ssr@3.5.33':
@@ -1797,7 +1797,7 @@ snapshots:
 
   mitt@3.0.1: {}
 
-  nanoid@3.3.11: {}
+  nanoid@3.3.16: {}
 
   nth-check@2.1.1:
     dependencies:
@@ -1832,9 +1832,9 @@ snapshots:
 
   picomatch@4.0.4: {}
 
-  postcss@8.5.13:
+  postcss@8.5.19:
     dependencies:
-      nanoid: 3.3.11
+      nanoid: 3.3.16
       picocolors: 1.1.1
       source-map-js: 1.2.1
 
@@ -1988,7 +1988,7 @@ snapshots:
       esbuild: 0.28.0
       fdir: 6.5.0(picomatch@4.0.4)
       picomatch: 4.0.4
-      postcss: 8.5.13
+      postcss: 8.5.19
       rollup: 4.60.2
       tinyglobby: 0.2.16
     optionalDependencies:
@@ -1996,7 +1996,7 @@ snapshots:
       fsevents: 2.3.3
       tsx: 4.21.0
 
-  vitepress@1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.13)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3):
+  vitepress@1.6.4(@algolia/client-search@5.51.0)(@types/node@24.10.4)(postcss@8.5.19)(search-insights@2.17.3)(tsx@4.21.0)(typescript@5.9.3):
     dependencies:
       '@docsearch/css': 3.8.2
       '@docsearch/js': 3.8.2(@algolia/client-search@5.51.0)(search-insights@2.17.3)
@@ -2017,7 +2017,7 @@ snapshots:
       vite: 6.4.2(@types/node@24.10.4)(tsx@4.21.0)
       vue: 3.5.33(typescript@5.9.3)
     optionalDependencies:
-      postcss: 8.5.13
+      postcss: 8.5.19
     transitivePeerDependencies:
       - '@algolia/client-search'
       - '@types/node'
diff --git a/packages/moss-md-indexer/package-lock.json b/packages/moss-md-indexer/package-lock.json
index 0f58efa0..e09b743f 100644
--- a/packages/moss-md-indexer/package-lock.json
+++ b/packages/moss-md-indexer/package-lock.json
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       "integrity": "sha512-m+vIdyeCOpdr/QeQCu2EzxX/ohgS8KbnPDgFni4dQsfSCtpz8UqDyY5GjRru8PDKuYn7Fq19j1CQ+nJSsGKOzg==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/unist": "^3.0.0",
         "unist-util-is": "^6.0.0",
@@ -2813,6 +2976,7 @@
       "resolved": "https://registry.npmjs.org/unist-util-visit-parents/-/unist-util-visit-parents-6.0.2.tgz",
       "integrity": "sha512-goh1s1TBrqSqukSc8wrjwWhL0hiJxgA8m4kFxGlQ+8FYQ3C/m11FcTs4YYem7V664AhHVvgoQLk890Ssdsr2IQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/unist": "^3.0.0",
         "unist-util-is": "^6.0.0"
@@ -2836,6 +3000,7 @@
       "resolved": "https://registry.npmjs.org/vfile/-/vfile-6.0.3.tgz",
       "integrity": "sha512-KzIbH/9tXat2u30jf+smMwFCsno4wHVdNmzFyL+T/L3UGqqk6JKfVqOFOZEpZSHADH1k40ab6NUIXZq422ov3Q==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/unist": "^3.0.0",
         "vfile-message": "^4.0.0"
@@ -2850,6 +3015,7 @@
       "resolved": "https://registry.npmjs.org/vfile-message/-/vfile-message-4.0.3.tgz",
       "integrity": "sha512-QTHzsGd1EhbZs4AsQ20JX1rC3cOlt/IWJruk893DfLRr57lcnOeMaWG4K0JrRta4mIJZKth2Au3mM3u03/JWKw==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/unist": "^3.0.0",
         "unist-util-stringify-position": "^4.0.0"
@@ -3037,6 +3203,7 @@
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
       "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
       "license": "MIT",
+      "peer": true,
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/wooorm"
diff --git a/packages/moss-md-indexer/package.json b/packages/moss-md-indexer/package.json
index 59716578..3ae5fe3f 100644
--- a/packages/moss-md-indexer/package.json
+++ b/packages/moss-md-indexer/package.json
@@ -33,7 +33,7 @@
   },
   "overrides": {
     "esbuild": "^0.28.0",
-    "postcss": "^8.5.13",
+    "postcss": "^8.5.19",
     "undici": "^7.24.0",
     "rollup": "^4.59.0",
     "vite": "^6.4.2"
@@ -41,7 +41,7 @@
   "pnpm": {
     "overrides": {
       "esbuild": "^0.28.0",
-      "postcss": "^8.5.13",
+      "postcss": "^8.5.19",
       "undici": "^7.24.0",
       "rollup": "^4.59.0",
       "vite": "^6.4.2"
diff --git a/packages/moss-md-indexer/pnpm-lock.yaml b/packages/moss-md-indexer/pnpm-lock.yaml
index 58846798..c648e98f 100644
--- a/packages/moss-md-indexer/pnpm-lock.yaml
+++ b/packages/moss-md-indexer/pnpm-lock.yaml
@@ -6,7 +6,7 @@ settings:
 
 overrides:
   esbuild: ^0.28.0
-  postcss: ^8.5.13
+  postcss: ^8.5.19
   undici: ^7.24.0
   rollup: ^4.59.0
   vite: ^6.4.2
@@ -38,7 +38,7 @@ importers:
         version: 1.1.1
       vitepress:
         specifier: ^1.0.0 || ^2.0.0-0
-        version: 1.6.4(@algolia/client-search@5.47.0)(@types/node@24.10.9)(postcss@8.5.13)(search-insights@2.17.3)(typescript@5.9.3)
+        version: 1.6.4(@algolia/client-search@5.47.0)(@types/node@24.10.9)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3)
     devDependencies:
       '@types/cheerio':
         specifier: ^0.22.35
@@ -832,8 +832,8 @@ packages:
   mitt@3.0.1:
     resolution: {integrity: sha512-vKivATfr97l2/QBCYAkXYDbrIWPM2IIKEl7YPhjCvKlG3kE2gm+uBo6nEXK3M5/Ffh/FLpKExzOQ3JJoJGFKBw==}
 
-  nanoid@3.3.11:
-    resolution: {integrity: sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==}
+  nanoid@3.3.16:
+    resolution: {integrity: sha512-bzlKTyNJ7+LdGIIwy8ijFpIqEQIvafahV7eYykJ8Cvh42EdJeODoJ6gUJXpQJvej1BddH8OqTXZNE/KfbWAu8Q==}
     engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
     hasBin: true
 
@@ -866,8 +866,8 @@ packages:
     resolution: {integrity: sha512-QP88BAKvMam/3NxH6vj2o21R6MjxZUAd6nlwAS/pnGvN9IVLocLHxGYIzFhg6fUQ+5th6P4dv4eW9jX3DSIj7A==}
     engines: {node: '>=12'}
 
-  postcss@8.5.13:
-    resolution: {integrity: sha512-qif0+jGGZoLWdHey3UFHHWP0H7Gbmsk8T5VEqyYFbWqPr1XqvLGBbk/sl8V5exGmcYJklJOhOQq1pV9IcsiFag==}
+  postcss@8.5.19:
+    resolution: {integrity: sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==}
     engines: {node: ^10 || ^12 || >=14}
 
   preact@10.29.0:
@@ -1023,7 +1023,7 @@ packages:
     hasBin: true
     peerDependencies:
       markdown-it-mathjax3: ^4
-      postcss: ^8.5.13
+      postcss: ^8.5.19
     peerDependenciesMeta:
       markdown-it-mathjax3:
         optional: true
@@ -1483,7 +1483,7 @@ snapshots:
       '@vue/shared': 3.5.27
       estree-walker: 2.0.2
       magic-string: 0.30.21
-      postcss: 8.5.13
+      postcss: 8.5.19
       source-map-js: 1.2.1
 
   '@vue/compiler-ssr@3.5.27':
@@ -1823,7 +1823,7 @@ snapshots:
 
   mitt@3.0.1: {}
 
-  nanoid@3.3.11: {}
+  nanoid@3.3.16: {}
 
   nth-check@2.1.1:
     dependencies:
@@ -1858,9 +1858,9 @@ snapshots:
 
   picomatch@4.0.4: {}
 
-  postcss@8.5.13:
+  postcss@8.5.19:
     dependencies:
-      nanoid: 3.3.11
+      nanoid: 3.3.16
       picocolors: 1.1.1
       source-map-js: 1.2.1
 
@@ -2005,14 +2005,14 @@ snapshots:
       esbuild: 0.28.0
       fdir: 6.5.0(picomatch@4.0.4)
       picomatch: 4.0.4
-      postcss: 8.5.13
+      postcss: 8.5.19
       rollup: 4.60.2
       tinyglobby: 0.2.16
     optionalDependencies:
       '@types/node': 24.10.9
       fsevents: 2.3.3
 
-  vitepress@1.6.4(@algolia/client-search@5.47.0)(@types/node@24.10.9)(postcss@8.5.13)(search-insights@2.17.3)(typescript@5.9.3):
+  vitepress@1.6.4(@algolia/client-search@5.47.0)(@types/node@24.10.9)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3):
     dependencies:
       '@docsearch/css': 3.8.2
       '@docsearch/js': 3.8.2(@algolia/client-search@5.47.0)(search-insights@2.17.3)
@@ -2033,7 +2033,7 @@ snapshots:
       vite: 6.4.2(@types/node@24.10.9)
       vue: 3.5.27(typescript@5.9.3)
     optionalDependencies:
-      postcss: 8.5.13
+      postcss: 8.5.19
     transitivePeerDependencies:
       - '@algolia/client-search'
       - '@types/node'
diff --git a/packages/vercel-sdk/package-lock.json b/packages/vercel-sdk/package-lock.json
index 178b6cbf..4ae2ab72 100644
--- a/packages/vercel-sdk/package-lock.json
+++ b/packages/vercel-sdk/package-lock.json
@@ -1628,9 +1628,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "dev": true,
       "funding": [
         {
diff --git a/packages/vercel-sdk/package.json b/packages/vercel-sdk/package.json
index 7bf7f7e7..fe50ce02 100644
--- a/packages/vercel-sdk/package.json
+++ b/packages/vercel-sdk/package.json
@@ -35,6 +35,9 @@
     "ai": "^6.0.0 || ^7.0.0",
     "zod": "^3.25.76 || ^4.1.8"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "@moss-dev/moss": "1.3.1",
     "@types/node": "22.13.14",
diff --git a/packages/vitepress-plugin-moss/demo-site/documentation/package-lock.json b/packages/vitepress-plugin-moss/demo-site/documentation/package-lock.json
index 2becced3..dd0b692f 100644
--- a/packages/vitepress-plugin-moss/demo-site/documentation/package-lock.json
+++ b/packages/vitepress-plugin-moss/demo-site/documentation/package-lock.json
@@ -1608,9 +1608,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "dev": true,
       "funding": [
         {
diff --git a/packages/vitepress-plugin-moss/demo-site/documentation/package.json b/packages/vitepress-plugin-moss/demo-site/documentation/package.json
index 3b067ff3..15db92d4 100644
--- a/packages/vitepress-plugin-moss/demo-site/documentation/package.json
+++ b/packages/vitepress-plugin-moss/demo-site/documentation/package.json
@@ -13,6 +13,9 @@
   "author": "",
   "license": "ISC",
   "type": "commonjs",
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "vitepress": "^2.0.0-alpha.12"
   }
diff --git a/packages/vitepress-plugin-moss/demo-site/documentation/pnpm-lock.yaml b/packages/vitepress-plugin-moss/demo-site/documentation/pnpm-lock.yaml
index 44ea87ba..5c705cd8 100644
--- a/packages/vitepress-plugin-moss/demo-site/documentation/pnpm-lock.yaml
+++ b/packages/vitepress-plugin-moss/demo-site/documentation/pnpm-lock.yaml
@@ -10,7 +10,7 @@ importers:
     devDependencies:
       vitepress:
         specifier: ^2.0.0-alpha.12
-        version: 2.0.0-alpha.18(esbuild@0.27.7)(postcss@8.5.16)
+        version: 2.0.0-alpha.18(postcss@8.5.19)
 
 packages:
 
@@ -49,164 +49,8 @@ packages:
   '@emnapi/wasi-threads@1.2.2':
     resolution: {integrity: sha512-c95qOXkHdydNKhscBTebqEC1CVAZpyqOfVfBzQ1qgzyl3gfeldUjIggDbIZgDKsHLgnsM+igH7TJ/eAasaVuMA==}
 
-  '@esbuild/aix-ppc64@0.27.7':
-    resolution: {integrity: sha512-EKX3Qwmhz1eMdEJokhALr0YiD0lhQNwDqkPYyPhiSwKrh7/4KRjQc04sZ8db+5DVVnZ1LmbNDI1uAMPEUBnQPg==}
-    engines: {node: '>=18'}
-    cpu: [ppc64]
-    os: [aix]
-
-  '@esbuild/android-arm64@0.27.7':
-    resolution: {integrity: sha512-62dPZHpIXzvChfvfLJow3q5dDtiNMkwiRzPylSCfriLvZeq0a1bWChrGx/BbUbPwOrsWKMn8idSllklzBy+dgQ==}
-    engines: {node: '>=18'}
-    cpu: [arm64]
-    os: [android]
-
-  '@esbuild/android-arm@0.27.7':
-    resolution: {integrity: sha512-jbPXvB4Yj2yBV7HUfE2KHe4GJX51QplCN1pGbYjvsyCZbQmies29EoJbkEc+vYuU5o45AfQn37vZlyXy4YJ8RQ==}
-    engines: {node: '>=18'}
-    cpu: [arm]
-    os: [android]
-
-  '@esbuild/android-x64@0.27.7':
-    resolution: {integrity: sha512-x5VpMODneVDb70PYV2VQOmIUUiBtY3D3mPBG8NxVk5CogneYhkR7MmM3yR/uMdITLrC1ml/NV1rj4bMJuy9MCg==}
-    engines: {node: '>=18'}
-    cpu: [x64]
-    os: [android]
-
-  '@esbuild/darwin-arm64@0.27.7':
-    resolution: {integrity: sha512-5lckdqeuBPlKUwvoCXIgI2D9/ABmPq3Rdp7IfL70393YgaASt7tbju3Ac+ePVi3KDH6N2RqePfHnXkaDtY9fkw==}
-    engines: {node: '>=18'}
-    cpu: [arm64]
-    os: [darwin]
-
-  '@esbuild/darwin-x64@0.27.7':
-    resolution: {integrity: sha512-rYnXrKcXuT7Z+WL5K980jVFdvVKhCHhUwid+dDYQpH+qu+TefcomiMAJpIiC2EM3Rjtq0sO3StMV/+3w3MyyqQ==}
-    engines: {node: '>=18'}
-    cpu: [x64]
-    os: [darwin]
-
-  '@esbuild/freebsd-arm64@0.27.7':
-    resolution: {integrity: sha512-B48PqeCsEgOtzME2GbNM2roU29AMTuOIN91dsMO30t+Ydis3z/3Ngoj5hhnsOSSwNzS+6JppqWsuhTp6E82l2w==}
-    engines: {node: '>=18'}
-    cpu: [arm64]
-    os: [freebsd]
-
-  '@esbuild/freebsd-x64@0.27.7':
-    resolution: {integrity: sha512-jOBDK5XEjA4m5IJK3bpAQF9/Lelu/Z9ZcdhTRLf4cajlB+8VEhFFRjWgfy3M1O4rO2GQ/b2dLwCUGpiF/eATNQ==}
-    engines: {node: '>=18'}
-    cpu: [x64]
-    os: [freebsd]
-
-  '@esbuild/linux-arm64@0.27.7':
-    resolution: {integrity: sha512-RZPHBoxXuNnPQO9rvjh5jdkRmVizktkT7TCDkDmQ0W2SwHInKCAV95GRuvdSvA7w4VMwfCjUiPwDi0ZO6Nfe9A==}
-    engines: {node: '>=18'}
-    cpu: [arm64]
-    os: [linux]
-
-  '@esbuild/linux-arm@0.27.7':
-    resolution: {integrity: sha512-RkT/YXYBTSULo3+af8Ib0ykH8u2MBh57o7q/DAs3lTJlyVQkgQvlrPTnjIzzRPQyavxtPtfg0EopvDyIt0j1rA==}
-    engines: {node: '>=18'}
-    cpu: [arm]
-    os: [linux]
-
-  '@esbuild/linux-ia32@0.27.7':
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-    engines: {node: '>=18'}
-    cpu: [ia32]
-    os: [linux]
-
-  '@esbuild/linux-loong64@0.27.7':
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-    cpu: [loong64]
-    os: [linux]
-
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-    cpu: [mips64el]
-    os: [linux]
-
-  '@esbuild/linux-ppc64@0.27.7':
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-    engines: {node: '>=18'}
-    cpu: [ppc64]
-    os: [linux]
-
-  '@esbuild/linux-riscv64@0.27.7':
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-    cpu: [riscv64]
-    os: [linux]
-
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-    cpu: [s390x]
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-    cpu: [x64]
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-    cpu: [x64]
-    os: [netbsd]
-
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-    cpu: [arm64]
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-    cpu: [x64]
-    os: [sunos]
-
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-    cpu: [arm64]
-    os: [win32]
-
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-    cpu: [ia32]
-    os: [win32]
-
-  '@esbuild/win32-x64@0.27.7':
-    resolution: {integrity: sha512-56hiAJPhwQ1R4i+21FVF7V8kSD5zZTdHcVuRFMW0hn753vVfQN8xlx4uOPT4xoGH0Z/oVATuR82AiqSTDIpaHg==}
-    engines: {node: '>=18'}
-    cpu: [x64]
-    os: [win32]
-
-  '@iconify-json/simple-icons@1.2.89':
-    resolution: {integrity: sha512-hRaCY5s2G5oWAIhc4LCGYn6g6RrwLL4zhoLOT+KUO3joVCxVlZKA+839bv/47Nbe9/ZD4UA6dznZ4XPYcI53wA==}
+  '@iconify-json/simple-icons@1.2.91':
+    resolution: {integrity: sha512-plQJHZxzpkIXaeYjJF0Sc9nkzYF32EDX9olx7j1hcKYFaiTrQXbcngZmvzuV0pG6uZPU3ZuA/GIsgxSHOm6jrQ==}
 
   '@iconify/types@2.0.0':
     resolution: {integrity: sha512-+wluvCrRhXrhyOmRDJ3q8mux9JkKy5SJ/v8ol2tu4FVjyYvtEzkc/3pK15ET6RKg4b4w4BmTk1+gsCUhf21Ykg==}
@@ -220,100 +64,94 @@ packages:
       '@emnapi/core': ^1.7.1
       '@emnapi/runtime': ^1.7.1
 
-  '@oxc-project/types@0.138.0':
-    resolution: {integrity: sha512-1a7ZKmrRTCoN1XMZ4L0PyyqrMnrNlLyPuOkdSX2MZg7IiIGRUyurNhAm73ptDOraoBcIordsIGKNPKUzy3ZmfA==}
+  '@oxc-project/types@0.139.0':
+    resolution: {integrity: sha512-r9gHphtCs+1M7J0pw6Sn/hh/Wpa/iQrOOkrNAlVLF/gHq+/CJmHIWKKUUhdWjcD6CIa8idarspCsASiXCXvFUw==}
 
-  '@rolldown/binding-android-arm64@1.1.4':
-    resolution: {integrity: sha512-EZLpf/8y7GXkkra90ML47kzik/GMP3EMcE9bPyHmRfxLC6z9+aW5A8poCsoxjrT5GfEcNAAvWwUHjvP1pUQkfw==}
+  '@rolldown/binding-android-arm64@1.1.5':
+    resolution: {integrity: sha512-lZg8fqIv2v7FF237bwMgzGZEJvGL79/s5knJ/i6FmsGF4XXlzccZ4jb+TrFIxtSSxFtIpdsgrPZeMk1I9AFcyQ==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [android]
 
-  '@rolldown/binding-darwin-arm64@1.1.4':
-    resolution: {integrity: sha512-aUi+HBvmYb7j8krl1+qJgkG8C17fO79gk3c+jPw4S8glRFc1DTija9S3EyaTSQUm5GJXYKDAsugBEhFHH2vYiQ==}
+  '@rolldown/binding-darwin-arm64@1.1.5':
+    resolution: {integrity: sha512-51Bnx9pNiMRKSUNtBfySkNJ9vMU9Hh3I1ozDd6gyPPYzaXCfnptUcEZxXGYFn+ul2dtcMUiqGR1Yai2K10uoTw==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [darwin]
 
-  '@rolldown/binding-darwin-x64@1.1.4':
-    resolution: {integrity: sha512-F7hHC3gwY11+vByKPRWqwGbeXWVgKmL+pTGCinaEhdihzBV2aQ0fvZOch9cXYUOKuKKq429HeYXOqQLc7wFCEg==}
+  '@rolldown/binding-darwin-x64@1.1.5':
+    resolution: {integrity: sha512-Tm+gbfC0aHu1tBA/JvKQh32S0K6YgCHkiAF4/W6xX0K0RmNuc94VeK419dJoE65R5aRxmo+noZQSWrAMF6yb6g==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [x64]
     os: [darwin]
 
-  '@rolldown/binding-freebsd-x64@1.1.4':
-    resolution: {integrity: sha512-sI5yw+7s92SK6odiEhD5lKCBlWcpjHS5qyqpVQbZAJ0fIzEUXrmbl3DH2ybR3PZogulNJF+COLtmA8hUfvkCCQ==}
+  '@rolldown/binding-freebsd-x64@1.1.5':
+    resolution: {integrity: sha512-JMzDKCCXq93YccG5gz3hvOs1oXRKAf0XYpfOS88e+wZrC8Iugj6j68867vrYZkvpDDpKn/KoKORThmchMpF6TA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [x64]
     os: [freebsd]
 
-  '@rolldown/binding-linux-arm-gnueabihf@1.1.4':
-    resolution: {integrity: sha512-mCi0OKgEieFircrtVYmQAFGszRtMnZ6fpZAXrxanXAu7lqZcsK1E1RAaZNG0uKAnxox3B1f4EyQNnoyMfN1vAA==}
+  '@rolldown/binding-linux-arm-gnueabihf@1.1.5':
+    resolution: {integrity: sha512-uML21j2K5TfPGutKxub+M+nLjZIrWjXQ5Grx4lCe/nimTj9B4L63zHpjXLl4y0L3mcm2htEQIb06oCG/szerNw==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm]
     os: [linux]
 
-  '@rolldown/binding-linux-arm64-gnu@1.1.4':
-    resolution: {integrity: sha512-B9Ial3Kv5sh0SHnB1g/QWcUQCEvCF6QKGAl4zXypYj65mVI+B4AhFBwPtSN7pDrJeIx8Z7zdy4ntx+wQABom7w==}
+  '@rolldown/binding-linux-arm64-gnu@1.1.5':
+    resolution: {integrity: sha512-navSiuTMogvnQoZoM/v+l3ZWo50/NTwSHSzheABx/RCnmUPaKwq9qSo4Br2OYRs21+Fz8uFqITZM3H4opOB0/Q==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [linux]
-    libc: [glibc]
 
-  '@rolldown/binding-linux-arm64-musl@1.1.4':
-    resolution: {integrity: sha512-lZVym0PuHE1KZ22gmFTC15lAkrg9iTszR617oYRB/iPY1A56ywoJzVKOJBKaot5RiikCObmur6pogpse3gRcng==}
+  '@rolldown/binding-linux-arm64-musl@1.1.5':
+    resolution: {integrity: sha512-lAryqH7IteztmCXQXk0etKj4wBQ7Gx5S6LjKhsgp9zb8I5bsuvU/2llH1hDQcjsFeqIsovMVN339/8pUDDBXxA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [linux]
-    libc: [musl]
 
-  '@rolldown/binding-linux-ppc64-gnu@1.1.4':
-    resolution: {integrity: sha512-t2DNiLJWNTbnEHyUzTumldML6ET4/g16467LZoDDJ3tSxGvguL5/NyC2lCsNKuyRycg9XeDQF5SSv+TNOhQEXg==}
+  '@rolldown/binding-linux-ppc64-gnu@1.1.5':
+    resolution: {integrity: sha512-fsK/sNBnxzBlL4O1JNrZakVQxPspqpED5dLtNsZS9oOKmtSpdNIzxH2kkol5HYTWJN47sE20ztMJPxfZ89qGOg==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [ppc64]
     os: [linux]
-    libc: [glibc]
 
-  '@rolldown/binding-linux-s390x-gnu@1.1.4':
-    resolution: {integrity: sha512-0WIRnL1Uw4BvTZRLQt+PVgo6ZKTJadlC2btP+/EOXv2f/DWbY0rEgl+y834mIVwP1FkTlWVTrGGJXf12lru7EQ==}
+  '@rolldown/binding-linux-s390x-gnu@1.1.5':
+    resolution: {integrity: sha512-gLYb4BIadlfTOYT5gO503n8zQjXflgzpD0FcyKh0Mzx3rqCZKnHoJWV9xe1KXUJ5lx2JfcSHr/mhzS0PC/McAA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [s390x]
     os: [linux]
-    libc: [glibc]
 
-  '@rolldown/binding-linux-x64-gnu@1.1.4':
-    resolution: {integrity: sha512-JWtGshGfX+oENAKonoNkqEJX+7hC8yfhi9GUyPX1VX4mdh1y5r+ZiJLR5XzAB0aoP6s/PcILsGjKq8O0mm24bw==}
+  '@rolldown/binding-linux-x64-gnu@1.1.5':
+    resolution: {integrity: sha512-FjcpEKUyJygHgs1o50VYNvkt5+7Le/VEdYt0AkRpkL33MnyQfwr8l5mXwMmfmTbyMPr5vJLC+8/Gd9gXnwU1QQ==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [x64]
     os: [linux]
-    libc: [glibc]
 
-  '@rolldown/binding-linux-x64-musl@1.1.4':
-    resolution: {integrity: sha512-rT6yQcxUuXs4CnbofqwHRRV0iem349rLMYpTjkgQGLjrY4ado/eDzwPZPTCgTOlF6Nkp8NEv70yLMTn6qkWxsQ==}
+  '@rolldown/binding-linux-x64-musl@1.1.5':
+    resolution: {integrity: sha512-Me+PfPI2TMeOQk0gYWfLQZtTktrmzbr8cDboqX83XKc7UrgAi55gF+2dUkWdxd19n55Essp2yeca+O9N5rBxHg==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [x64]
     os: [linux]
-    libc: [musl]
 
-  '@rolldown/binding-openharmony-arm64@1.1.4':
-    resolution: {integrity: sha512-KXMGoboq5cyaCQjDA4GLuRiOwBQ0EyFnJoVViLeZ45/3rFItRODEr+NdsBcVpll40hhNArlm/speWGRvj08LzA==}
+  '@rolldown/binding-openharmony-arm64@1.1.5':
+    resolution: {integrity: sha512-yc5WrLzXks6zCQfn9Oxr8pORKyl/pF+QjHmW/Qx3qu0oyrrNC+y2JLTU1E2rcWYAmzlnqngWXHQjy51VzW70Vw==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [openharmony]
 
-  '@rolldown/binding-wasm32-wasi@1.1.4':
-    resolution: {integrity: sha512-5K83rb36oJiY7BCyE9zLZtGcPV4g5wvq+xwdO0XPIwDVZI8cyB/AUjkNXGb92/rnmezEkjMOpgY61rtwjQtFwg==}
+  '@rolldown/binding-wasm32-wasi@1.1.5':
+    resolution: {integrity: sha512-VbQGPX2b4r48TAMIM2cjgluIM1HYutm4pcTEJsle7iEP7sB1dFqtPLBVbdLAZCxy1txCcPxf4QFf4v8uvltPqA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [wasm32]
 
-  '@rolldown/binding-win32-arm64-msvc@1.1.4':
-    resolution: {integrity: sha512-PnWBtw3TV5KOg69HQQDR0mnQuyCmSGR2pAB4DC1rPF808fgKeTUMj2EOEyKATpgiuxuR5APQmiDO7PDgEjTFSA==}
+  '@rolldown/binding-win32-arm64-msvc@1.1.5':
+    resolution: {integrity: sha512-gHv82k63z4qpV5+Q1y/12KrK0ltWBukVDI8nZcbT7Tt/ZlOIVwppazneq0F93oDxTo3IgAMEDIoQh3E2n6mVsw==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [win32]
 
-  '@rolldown/binding-win32-x64-msvc@1.1.4':
-    resolution: {integrity: sha512-M1lpniBePobTfsa7Ks9a199e1akxsXn+GYBUKsEzv3YFzOm1HJAMNwKI3qr0Zq+mxwx9gOZoTdP1yXRYsZUocQ==}
+  '@rolldown/binding-win32-x64-msvc@1.1.5':
+    resolution: {integrity: sha512-tTZuDBPw85tEN5PQi1pnEBzDy0Z49HtScLAbD5t6hyeU92A95pRWaSMw1GZZi/RwgSgUIl0xrSlXIT/9QzvYSA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [x64]
     os: [win32]
@@ -359,8 +197,8 @@ packages:
   '@tybys/wasm-util@0.10.3':
     resolution: {integrity: sha512-F3fo1MYrRJYL3zER0OUOmkutjr1Vp23m7OsSgp7nq4SP6OqX6C/56XFIPAl5bt3zaBRjmW7SGz3u/6LwFpYcOg==}
 
-  '@types/hast@3.0.4':
-    resolution: {integrity: sha512-WPs+bbQw5aCj+x6laNGWLH3wviHtoCv/P3+otBhbOhJgG8qtpdAMlTCxLtsTWA7LH1Oh/bFCHsBn0TPS5m30EQ==}
+  '@types/hast@3.0.5':
+    resolution: {integrity: sha512-rp/ezSWaD1m44dPKICGhiskI13nVr7qTloFwDa/IYkhhf5nzwP+zIQcIJh3WIFSBOy/H1PzB40jPjMDksN4F+g==}
 
   '@types/linkify-it@5.0.0':
     resolution: {integrity: sha512-sVDA58zAw4eWAffKOaQH5/5j3XeayukzDk+ewSsnv3p4yJEZHCCzMDiZM8e0OUrRvmpGZ85jf4yDHkHsgBNr9Q==}
@@ -380,27 +218,27 @@ packages:
   '@types/web-bluetooth@0.0.21':
     resolution: {integrity: sha512-oIQLCGWtcFZy2JW77j9k8nHzAOpqMHLQejDA48XXMWH6tjCQHz5RCFz1bzsmROyL6PUm+LLnUiI4BCn221inxA==}
 
-  '@ungap/structured-clone@1.3.2':
-    resolution: {integrity: sha512-5jsZFwgR5rTdKwidH9Qmat75RKwqfpKlWWB1frDkljN127mwqBu8K0PYo7/hFpF03IEJpfVPpCQDY/eDx3iHvA==}
+  '@ungap/structured-clone@1.3.3':
+    resolution: {integrity: sha512-60YRaenCQcVjYEKOcG824+DRGGIQ3VKErcBoAEDJZz5bKIs2ZG+X/H9Nk+Q6EVkwJk5QNApxbrc5QtBSwtrXAg==}
 
-  '@vitejs/plugin-vue@6.0.7':
-    resolution: {integrity: sha512-km+p+XdSz9Sxm5rqUbqcSfZYaAniKxWBj1KURl+Jr7UaPvvX7BmaWMdP69I5rrFDeQGyxAG7NXdc57vz+snhWg==}
+  '@vitejs/plugin-vue@6.0.8':
+    resolution: {integrity: sha512-0ZjgOg7oO6farnNGup7yvoM/YXZV84OZxHAwtflItNa/6zzQyVb5LNxyea3FEKEX2XlagIKzrlH7wwxkKgtiew==}
     engines: {node: ^20.19.0 || >=22.12.0}
     peerDependencies:
       vite: ^5.0.0 || ^6.0.0 || ^7.0.0 || ^8.0.0
       vue: ^3.2.25
 
-  '@vue/compiler-core@3.5.39':
-    resolution: {integrity: sha512-16KBTEXAJCpDr0mwlw+AZyhu8iyC7R3S2vBwsI7QnWJU6X3WKc9VKeNEZpiMdZ569qWhz9574L3vV55qRL0Vtw==}
+  '@vue/compiler-core@3.5.40':
+    resolution: {integrity: sha512-39E8IgOhTbVDnoJFMKc2DvYnypcZwUqgUhQkccva/0m6FUwtIKSGV7n1hpVmYcFaoRAwf9pBcwnKlCEsN63ZEQ==}
 
-  '@vue/compiler-dom@3.5.39':
-    resolution: {integrity: sha512-oQPigALqYbNxTNPvNgSOe+czwVExfbVF02lz8jP0S3AXJiu3jxYDygNUiqSep4ezzW8XgnubqH63My2A7JR/vg==}
+  '@vue/compiler-dom@3.5.40':
+    resolution: {integrity: sha512-pwkx4vqlqOspFstrcmzwkKLePVMD3PT65imRzLhanU2V1Fj4K13g6OXjanOyzw3aTAuRk84BOmY8f3rEHqPaVA==}
 
-  '@vue/compiler-sfc@3.5.39':
-    resolution: {integrity: sha512-d0ki86iOyN8LoZPBmk5SJWNwHP19CnDDCfuo//+2WJa2g5Ke0Jay983PIBIcSSzldC68I8DrD5GrHV3OSDfodg==}
+  '@vue/compiler-sfc@3.5.40':
+    resolution: {integrity: sha512-gIf497P4kpuALcvs5n3AEg1Vdn0pSY4XbjASIfHNYF1/MP3T2Mf2STERTubysBxCRxzJGJYtF/O7vwJrxFB3Vw==}
 
-  '@vue/compiler-ssr@3.5.39':
-    resolution: {integrity: sha512-Ce7/wvwMHai74bdszfXExdazFigYnlF9zgCmEQUcM1j0fOymlouZ7XilTYNo8oUjhlnjYOZbGrcYKuqjz89Ucw==}
+  '@vue/compiler-ssr@3.5.40':
+    resolution: {integrity: sha512-rrE5xiXG663+vHCHa3J9p2z5OcBRjXmoqenprJxAFQxg5pSshzeBiCE6pu46axapRJ2Adk0YDA2BRZVjiHXnhg==}
 
   '@vue/devtools-api@8.1.5':
     resolution: {integrity: sha512-YJipMVAKe5wT5CWf5kTYCaNV7NMNjFVxJkIkJaJ4W/nCxEBzlZzrOsYKeCymdCrFZmBS/+wTWFoUs3Jf/Q6XSQ==}
@@ -411,22 +249,20 @@ packages:
   '@vue/devtools-shared@8.1.5':
     resolution: {integrity: sha512-mhT4zcPFhF+Xk1O4BfhhrbXzpmfqY03fS6xGpcllbQG7lDjhQf8pQHcTIhqQIYx1hfwtHmk/6jM96ele0UxPqQ==}
 
-  '@vue/reactivity@3.5.39':
-    resolution: {integrity: sha512-TpsuBJ9gGlZa5d23XcM2y8EXanz9dZeVDQBXRwzy46ItgvM+rWpzs+UVM0wcRLxGvcav0HE5jz2gNL53xlRAog==}
+  '@vue/reactivity@3.5.40':
+    resolution: {integrity: sha512-B7ot9UlUZOi1zbq61/LvE88ZLTV8IlajTdiZTAEiDQgrnIMIZoPr9kGw0Zw46ObW62O9+H/Be3kMbfb7kYPQZA==}
 
-  '@vue/runtime-core@3.5.39':
-    resolution: {integrity: sha512-9GLtNyRvPAUMbX+7ono0RC2j0guo2LXVi8LvcmAooImACUKm0oFf0jjwbX8/H0AE/t1nxhAkn8RSl9PMCzzxZw==}
+  '@vue/runtime-core@3.5.40':
+    resolution: {integrity: sha512-KAZLweuZ6uUJPK1PMSQPgBU5gCjgrrfjUhSglmU9NhH+Zjepa8cnwSydPWDWHDwOgY4g3VcZ+PljbiHlURNCbw==}
 
-  '@vue/runtime-dom@3.5.39':
-    resolution: {integrity: sha512-7Y6aAGboKcXAZ3ECuUy7RrS5yy2r47dhTp2SKaJmYxjopImaVFaNa5Ne66NwGovsrxVAl5S5rwc7m22UG7Lmww==}
+  '@vue/runtime-dom@3.5.40':
+    resolution: {integrity: sha512-ZfrX8ssZQds900L9pr8AuK05ddnMsR4MPMZr8cPN9GoqoPWcXLhjvvbIA2SMv+7a97sJ1vv9pj/zxK0Cq/eEFQ==}
 
-  '@vue/server-renderer@3.5.39':
-    resolution: {integrity: sha512-yZSakiAGw85rZfG7UM8akMnIF+FmeiNk47uvHf2nVBBSe+dIKUhZuZq9+XgJhbV3nS5Z4ALH23/MpXofW+mbcw==}
-    peerDependencies:
-      vue: 3.5.39
+  '@vue/server-renderer@3.5.40':
+    resolution: {integrity: sha512-XNJym9WpevhTVt1HuwOrCRJ5Q+9z4BjTMrDtjTrvx74SmUll8spNTw6whWJa9mEkO4PKn5TihI/bm/8ds2QVJw==}
 
-  '@vue/shared@3.5.39':
-    resolution: {integrity: sha512-l1rrBtBfTnmxvtsvdQDXltUUy8S1Y+ZaqdfUzmAnJkTd8Z8rv5v/ytW+TKiqEOWyHPoqtPlNFSs0lhRmYVSHVA==}
+  '@vue/shared@3.5.40':
+    resolution: {integrity: sha512-WxnBtruIqOoV3rA4jeKDWzrYI5h7Cp4+pjwDi8kWGHz+IslhiN+wguLVVhtv2l8VoU02rzDCVfDjgCl1lNpZVg==}
 
   '@vueuse/core@14.3.0':
     resolution: {integrity: sha512-aHfz47g0ZhMtTVHmIzMVpJy8ePhhOy68GY5bv110+5DVtZ+W7BsOx+m61UNQqfrWyPztIHIanWa3E2tib3NFIw==}
@@ -516,11 +352,6 @@ packages:
     resolution: {integrity: sha512-TWrgLOFUQTH994YUyl1yT4uyavY5nNB5muff+RtWaqNVCAK408b5ZnnbNAUEWLTCpum9w6arT70i1XdQ4UeOPA==}
     engines: {node: '>=0.12'}
 
-  esbuild@0.27.7:
-    resolution: {integrity: sha512-IxpibTjyVnmrIQo5aqNpCgoACA/dTKLTlhMHihVHhdkxKyPO1uBBthumT0rdHmcsk9uMonIWS0m4FljWzILh3w==}
-    engines: {node: '>=18'}
-    hasBin: true
-
   estree-walker@2.0.2:
     resolution: {integrity: sha512-Rfkk/Mp/DL7JVje3u18FxFujQlTNR2q6QfMSMB7AvCBx91NGj/ba3kCfza0f6dVDbw7YlRf/nDrn7pQrCCyQ/w==}
 
@@ -588,28 +419,24 @@ packages:
     engines: {node: '>= 12.0.0'}
     cpu: [arm64]
     os: [linux]
-    libc: [glibc]
 
   lightningcss-linux-arm64-musl@1.32.0:
     resolution: {integrity: sha512-UpQkoenr4UJEzgVIYpI80lDFvRmPVg6oqboNHfoH4CQIfNA+HOrZ7Mo7KZP02dC6LjghPQJeBsvXhJod/wnIBg==}
     engines: {node: '>= 12.0.0'}
     cpu: [arm64]
     os: [linux]
-    libc: [musl]
 
   lightningcss-linux-x64-gnu@1.32.0:
     resolution: {integrity: sha512-V7Qr52IhZmdKPVr+Vtw8o+WLsQJYCTd8loIfpDaMRWGUZfBOYEJeyJIkqGIDMZPwPx24pUMfwSxxI8phr/MbOA==}
     engines: {node: '>= 12.0.0'}
     cpu: [x64]
     os: [linux]
-    libc: [glibc]
 
   lightningcss-linux-x64-musl@1.32.0:
     resolution: {integrity: sha512-bYcLp+Vb0awsiXg/80uCRezCYHNg1/l3mt0gzHnWV9XP1W5sKa5/TCdGWaR/zBM2PeF/HbsQv/j2URNOiVuxWg==}
     engines: {node: '>= 12.0.0'}
     cpu: [x64]
     os: [linux]
-    libc: [musl]
 
   lightningcss-win32-arm64-msvc@1.32.0:
     resolution: {integrity: sha512-8SbC8BR40pS6baCM8sbtYDSwEVQd4JlFTOlaD3gWGHfThTcABnNDBda6eTZeqbofalIJhFx0qKzgHJmcPTnGdw==}
@@ -654,8 +481,8 @@ packages:
   minisearch@7.2.0:
     resolution: {integrity: sha512-dqT2XBYUOZOiC5t2HRnwADjhNS2cecp9u+TJRiJ1Qp/f5qjkeT5APcGPjHw+bz89Ms8Jp+cG4AlE+QZ/QnDglg==}
 
-  nanoid@3.3.15:
-    resolution: {integrity: sha512-y7Wygv/7mEOvxTuEQDB8StXdMRBWf1kR/tlhAzBRUFkB2jfcLOAxO/SHmOO2zgz1pVgK29/kyupn059/bCHdjA==}
+  nanoid@3.3.16:
+    resolution: {integrity: sha512-bzlKTyNJ7+LdGIIwy8ijFpIqEQIvafahV7eYykJ8Cvh42EdJeODoJ6gUJXpQJvej1BddH8OqTXZNE/KfbWAu8Q==}
     engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
     hasBin: true
 
@@ -675,8 +502,8 @@ packages:
     resolution: {integrity: sha512-RvwwcruNjI1ncT5xRakeyS9Lf8lcItv34KD+aif+VH9kduAyfYBipGh12274xtenIPZ119/R9BdTBa8gAwSh0A==}
     engines: {node: '>=12'}
 
-  postcss@8.5.16:
-    resolution: {integrity: sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==}
+  postcss@8.5.19:
+    resolution: {integrity: sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==}
     engines: {node: ^10 || ^12 || >=14}
 
   property-information@7.2.0:
@@ -691,8 +518,8 @@ packages:
   regex@6.1.0:
     resolution: {integrity: sha512-6VwtthbV4o/7+OaAF9I5L5V3llLEsoPyq9P1JVXkedTP33c7MfCG0/5NOPcSJn0TzXcG9YUrR0gQSWioew3LDg==}
 
-  rolldown@1.1.4:
-    resolution: {integrity: sha512-IjZYiLxZwpnhwhdBH2ugdTGVSdhCQUmLxLoqyjiL0JxYjyRst+5a0P3xfrTxJ5F638j4Mvvw5FAX5XE6eHpXbA==}
+  rolldown@1.1.5:
+    resolution: {integrity: sha512-t9z29cJjXf/vxQ8dyhCSpt6H6aSwHTk8cT5I3iy6SMXuFpk5mB6PL6XfC8PCwrPTx93udwKUm9HRteAlTGBLiA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     hasBin: true
 
@@ -744,8 +571,8 @@ packages:
   vfile@6.0.3:
     resolution: {integrity: sha512-KzIbH/9tXat2u30jf+smMwFCsno4wHVdNmzFyL+T/L3UGqqk6JKfVqOFOZEpZSHADH1k40ab6NUIXZq422ov3Q==}
 
-  vite@8.1.3:
-    resolution: {integrity: sha512-Ds+gBRbj0lwRO2Y5hwnUBdxSwlAve9LeRyU4sNnAr0ewW0gWF0n5bgXgUzbgZ49MV9BVUAQUFYVcDUcilUExMA==}
+  vite@8.1.4:
+    resolution: {integrity: sha512-bTT9PsdWO+MQMNG9ZXIP/qM9wGh37DFxTV/sPq9cFpHr3w4jkgef032PkAL9jAqhk3Nz8NQw3O8n6/xFkqO4QQ==}
     engines: {node: ^20.19.0 || >=22.12.0}
     hasBin: true
     peerDependencies:
@@ -799,8 +626,8 @@ packages:
       postcss:
         optional: true
 
-  vue@3.5.39:
-    resolution: {integrity: sha512-xmZCYabFGcirU8r0fTuvl/LICc1OU620rnqepaJDL/a141ZigkG7AyaxQLdqJ02ZRYzWe6YPaDHeQx7MfknQfA==}
+  vue@3.5.40:
+    resolution: {integrity: sha512-+8PJ4SJXdn/cHGImF4CKdxlWHIN5Dkt7DoufRREM6h6uVCx2m7QxgcEQmmzyOK8A9mcafg7sFbJFYsdFVubTig==}
     peerDependencies:
       typescript: '*'
     peerDependenciesMeta:
@@ -847,85 +674,7 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@esbuild/aix-ppc64@0.27.7':
-    optional: true
-
-  '@esbuild/android-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/android-arm@0.27.7':
-    optional: true
-
-  '@esbuild/android-x64@0.27.7':
-    optional: true
-
-  '@esbuild/darwin-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/darwin-x64@0.27.7':
-    optional: true
-
-  '@esbuild/freebsd-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/freebsd-x64@0.27.7':
-    optional: true
-
-  '@esbuild/linux-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/linux-arm@0.27.7':
-    optional: true
-
-  '@esbuild/linux-ia32@0.27.7':
-    optional: true
-
-  '@esbuild/linux-loong64@0.27.7':
-    optional: true
-
-  '@esbuild/linux-mips64el@0.27.7':
-    optional: true
-
-  '@esbuild/linux-ppc64@0.27.7':
-    optional: true
-
-  '@esbuild/linux-riscv64@0.27.7':
-    optional: true
-
-  '@esbuild/linux-s390x@0.27.7':
-    optional: true
-
-  '@esbuild/linux-x64@0.27.7':
-    optional: true
-
-  '@esbuild/netbsd-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/netbsd-x64@0.27.7':
-    optional: true
-
-  '@esbuild/openbsd-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/openbsd-x64@0.27.7':
-    optional: true
-
-  '@esbuild/openharmony-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/sunos-x64@0.27.7':
-    optional: true
-
-  '@esbuild/win32-arm64@0.27.7':
-    optional: true
-
-  '@esbuild/win32-ia32@0.27.7':
-    optional: true
-
-  '@esbuild/win32-x64@0.27.7':
-    optional: true
-
-  '@iconify-json/simple-icons@1.2.89':
+  '@iconify-json/simple-icons@1.2.91':
     dependencies:
       '@iconify/types': 2.0.0
 
@@ -940,55 +689,55 @@ snapshots:
       '@tybys/wasm-util': 0.10.3
     optional: true
 
-  '@oxc-project/types@0.138.0': {}
+  '@oxc-project/types@0.139.0': {}
 
-  '@rolldown/binding-android-arm64@1.1.4':
+  '@rolldown/binding-android-arm64@1.1.5':
     optional: true
 
-  '@rolldown/binding-darwin-arm64@1.1.4':
+  '@rolldown/binding-darwin-arm64@1.1.5':
     optional: true
 
-  '@rolldown/binding-darwin-x64@1.1.4':
+  '@rolldown/binding-darwin-x64@1.1.5':
     optional: true
 
-  '@rolldown/binding-freebsd-x64@1.1.4':
+  '@rolldown/binding-freebsd-x64@1.1.5':
     optional: true
 
-  '@rolldown/binding-linux-arm-gnueabihf@1.1.4':
+  '@rolldown/binding-linux-arm-gnueabihf@1.1.5':
     optional: true
 
-  '@rolldown/binding-linux-arm64-gnu@1.1.4':
+  '@rolldown/binding-linux-arm64-gnu@1.1.5':
     optional: true
 
-  '@rolldown/binding-linux-arm64-musl@1.1.4':
+  '@rolldown/binding-linux-arm64-musl@1.1.5':
     optional: true
 
-  '@rolldown/binding-linux-ppc64-gnu@1.1.4':
+  '@rolldown/binding-linux-ppc64-gnu@1.1.5':
     optional: true
 
-  '@rolldown/binding-linux-s390x-gnu@1.1.4':
+  '@rolldown/binding-linux-s390x-gnu@1.1.5':
     optional: true
 
-  '@rolldown/binding-linux-x64-gnu@1.1.4':
+  '@rolldown/binding-linux-x64-gnu@1.1.5':
     optional: true
 
-  '@rolldown/binding-linux-x64-musl@1.1.4':
+  '@rolldown/binding-linux-x64-musl@1.1.5':
     optional: true
 
-  '@rolldown/binding-openharmony-arm64@1.1.4':
+  '@rolldown/binding-openharmony-arm64@1.1.5':
     optional: true
 
-  '@rolldown/binding-wasm32-wasi@1.1.4':
+  '@rolldown/binding-wasm32-wasi@1.1.5':
     dependencies:
       '@emnapi/core': 1.11.1
       '@emnapi/runtime': 1.11.1
       '@napi-rs/wasm-runtime': 1.1.6(@emnapi/core@1.11.1)(@emnapi/runtime@1.11.1)
     optional: true
 
-  '@rolldown/binding-win32-arm64-msvc@1.1.4':
+  '@rolldown/binding-win32-arm64-msvc@1.1.5':
     optional: true
 
-  '@rolldown/binding-win32-x64-msvc@1.1.4':
+  '@rolldown/binding-win32-x64-msvc@1.1.5':
     optional: true
 
   '@rolldown/pluginutils@1.0.1': {}
@@ -998,7 +747,7 @@ snapshots:
       '@shikijs/primitive': 4.3.1
       '@shikijs/types': 4.3.1
       '@shikijs/vscode-textmate': 10.0.2
-      '@types/hast': 3.0.4
+      '@types/hast': 3.0.5
       hast-util-to-html: 9.0.5
 
   '@shikijs/engine-javascript@4.3.1':
@@ -1020,7 +769,7 @@ snapshots:
     dependencies:
       '@shikijs/types': 4.3.1
       '@shikijs/vscode-textmate': 10.0.2
-      '@types/hast': 3.0.4
+      '@types/hast': 3.0.5
 
   '@shikijs/themes@4.3.1':
     dependencies:
@@ -1034,7 +783,7 @@ snapshots:
   '@shikijs/types@4.3.1':
     dependencies:
       '@shikijs/vscode-textmate': 10.0.2
-      '@types/hast': 3.0.4
+      '@types/hast': 3.0.5
 
   '@shikijs/vscode-textmate@10.0.2': {}
 
@@ -1043,7 +792,7 @@ snapshots:
       tslib: 2.8.1
     optional: true
 
-  '@types/hast@3.0.4':
+  '@types/hast@3.0.5':
     dependencies:
       '@types/unist': 3.0.3
 
@@ -1064,43 +813,43 @@ snapshots:
 
   '@types/web-bluetooth@0.0.21': {}
 
-  '@ungap/structured-clone@1.3.2': {}
+  '@ungap/structured-clone@1.3.3': {}
 
-  '@vitejs/plugin-vue@6.0.7(vite@8.1.3(esbuild@0.27.7))(vue@3.5.39)':
+  '@vitejs/plugin-vue@6.0.8(vite@8.1.4)(vue@3.5.40)':
     dependencies:
       '@rolldown/pluginutils': 1.0.1
-      vite: 8.1.3(esbuild@0.27.7)
-      vue: 3.5.39
+      vite: 8.1.4
+      vue: 3.5.40
 
-  '@vue/compiler-core@3.5.39':
+  '@vue/compiler-core@3.5.40':
     dependencies:
       '@babel/parser': 7.29.7
-      '@vue/shared': 3.5.39
+      '@vue/shared': 3.5.40
       entities: 7.0.1
       estree-walker: 2.0.2
       source-map-js: 1.2.1
 
-  '@vue/compiler-dom@3.5.39':
+  '@vue/compiler-dom@3.5.40':
     dependencies:
-      '@vue/compiler-core': 3.5.39
-      '@vue/shared': 3.5.39
+      '@vue/compiler-core': 3.5.40
+      '@vue/shared': 3.5.40
 
-  '@vue/compiler-sfc@3.5.39':
+  '@vue/compiler-sfc@3.5.40':
     dependencies:
       '@babel/parser': 7.29.7
-      '@vue/compiler-core': 3.5.39
-      '@vue/compiler-dom': 3.5.39
-      '@vue/compiler-ssr': 3.5.39
-      '@vue/shared': 3.5.39
+      '@vue/compiler-core': 3.5.40
+      '@vue/compiler-dom': 3.5.40
+      '@vue/compiler-ssr': 3.5.40
+      '@vue/shared': 3.5.40
       estree-walker: 2.0.2
       magic-string: 0.30.21
-      postcss: 8.5.16
+      postcss: 8.5.19
       source-map-js: 1.2.1
 
-  '@vue/compiler-ssr@3.5.39':
+  '@vue/compiler-ssr@3.5.40':
     dependencies:
-      '@vue/compiler-dom': 3.5.39
-      '@vue/shared': 3.5.39
+      '@vue/compiler-dom': 3.5.40
+      '@vue/shared': 3.5.40
 
   '@vue/devtools-api@8.1.5':
     dependencies:
@@ -1115,50 +864,50 @@ snapshots:
 
   '@vue/devtools-shared@8.1.5': {}
 
-  '@vue/reactivity@3.5.39':
+  '@vue/reactivity@3.5.40':
     dependencies:
-      '@vue/shared': 3.5.39
+      '@vue/shared': 3.5.40
 
-  '@vue/runtime-core@3.5.39':
+  '@vue/runtime-core@3.5.40':
     dependencies:
-      '@vue/reactivity': 3.5.39
-      '@vue/shared': 3.5.39
+      '@vue/reactivity': 3.5.40
+      '@vue/shared': 3.5.40
 
-  '@vue/runtime-dom@3.5.39':
+  '@vue/runtime-dom@3.5.40':
     dependencies:
-      '@vue/reactivity': 3.5.39
-      '@vue/runtime-core': 3.5.39
-      '@vue/shared': 3.5.39
+      '@vue/reactivity': 3.5.40
+      '@vue/runtime-core': 3.5.40
+      '@vue/shared': 3.5.40
       csstype: 3.2.3
 
-  '@vue/server-renderer@3.5.39(vue@3.5.39)':
+  '@vue/server-renderer@3.5.40':
     dependencies:
-      '@vue/compiler-ssr': 3.5.39
-      '@vue/shared': 3.5.39
-      vue: 3.5.39
+      '@vue/compiler-ssr': 3.5.40
+      '@vue/runtime-dom': 3.5.40
+      '@vue/shared': 3.5.40
 
-  '@vue/shared@3.5.39': {}
+  '@vue/shared@3.5.40': {}
 
-  '@vueuse/core@14.3.0(vue@3.5.39)':
+  '@vueuse/core@14.3.0(vue@3.5.40)':
     dependencies:
       '@types/web-bluetooth': 0.0.21
       '@vueuse/metadata': 14.3.0
-      '@vueuse/shared': 14.3.0(vue@3.5.39)
-      vue: 3.5.39
+      '@vueuse/shared': 14.3.0(vue@3.5.40)
+      vue: 3.5.40
 
-  '@vueuse/integrations@14.3.0(focus-trap@8.2.2)(vue@3.5.39)':
+  '@vueuse/integrations@14.3.0(focus-trap@8.2.2)(vue@3.5.40)':
     dependencies:
-      '@vueuse/core': 14.3.0(vue@3.5.39)
-      '@vueuse/shared': 14.3.0(vue@3.5.39)
-      vue: 3.5.39
+      '@vueuse/core': 14.3.0(vue@3.5.40)
+      '@vueuse/shared': 14.3.0(vue@3.5.40)
+      vue: 3.5.40
     optionalDependencies:
       focus-trap: 8.2.2
 
   '@vueuse/metadata@14.3.0': {}
 
-  '@vueuse/shared@14.3.0(vue@3.5.39)':
+  '@vueuse/shared@14.3.0(vue@3.5.40)':
     dependencies:
-      vue: 3.5.39
+      vue: 3.5.40
 
   birpc@2.9.0: {}
 
@@ -1182,36 +931,6 @@ snapshots:
 
   entities@7.0.1: {}
 
-  esbuild@0.27.7:
-    optionalDependencies:
-      '@esbuild/aix-ppc64': 0.27.7
-      '@esbuild/android-arm': 0.27.7
-      '@esbuild/android-arm64': 0.27.7
-      '@esbuild/android-x64': 0.27.7
-      '@esbuild/darwin-arm64': 0.27.7
-      '@esbuild/darwin-x64': 0.27.7
-      '@esbuild/freebsd-arm64': 0.27.7
-      '@esbuild/freebsd-x64': 0.27.7
-      '@esbuild/linux-arm': 0.27.7
-      '@esbuild/linux-arm64': 0.27.7
-      '@esbuild/linux-ia32': 0.27.7
-      '@esbuild/linux-loong64': 0.27.7
-      '@esbuild/linux-mips64el': 0.27.7
-      '@esbuild/linux-ppc64': 0.27.7
-      '@esbuild/linux-riscv64': 0.27.7
-      '@esbuild/linux-s390x': 0.27.7
-      '@esbuild/linux-x64': 0.27.7
-      '@esbuild/netbsd-arm64': 0.27.7
-      '@esbuild/netbsd-x64': 0.27.7
-      '@esbuild/openbsd-arm64': 0.27.7
-      '@esbuild/openbsd-x64': 0.27.7
-      '@esbuild/openharmony-arm64': 0.27.7
-      '@esbuild/sunos-x64': 0.27.7
-      '@esbuild/win32-arm64': 0.27.7
-      '@esbuild/win32-ia32': 0.27.7
-      '@esbuild/win32-x64': 0.27.7
-    optional: true
-
   estree-walker@2.0.2: {}
 
   fdir@6.5.0(picomatch@4.0.5):
@@ -1227,7 +946,7 @@ snapshots:
 
   hast-util-to-html@9.0.5:
     dependencies:
-      '@types/hast': 3.0.4
+      '@types/hast': 3.0.5
       '@types/unist': 3.0.3
       ccount: 2.0.1
       comma-separated-tokens: 2.0.3
@@ -1241,7 +960,7 @@ snapshots:
 
   hast-util-whitespace@3.0.0:
     dependencies:
-      '@types/hast': 3.0.4
+      '@types/hast': 3.0.5
 
   hookable@5.5.3: {}
 
@@ -1304,9 +1023,9 @@ snapshots:
 
   mdast-util-to-hast@13.2.1:
     dependencies:
-      '@types/hast': 3.0.4
+      '@types/hast': 3.0.5
       '@types/mdast': 4.0.4
-      '@ungap/structured-clone': 1.3.2
+      '@ungap/structured-clone': 1.3.3
       devlop: 1.1.0
       micromark-util-sanitize-uri: 2.0.1
       trim-lines: 3.0.1
@@ -1333,7 +1052,7 @@ snapshots:
 
   minisearch@7.2.0: {}
 
-  nanoid@3.3.15: {}
+  nanoid@3.3.16: {}
 
   oniguruma-parser@0.12.2: {}
 
@@ -1349,9 +1068,9 @@ snapshots:
 
   picomatch@4.0.5: {}
 
-  postcss@8.5.16:
+  postcss@8.5.19:
     dependencies:
-      nanoid: 3.3.15
+      nanoid: 3.3.16
       picocolors: 1.1.1
       source-map-js: 1.2.1
 
@@ -1367,26 +1086,26 @@ snapshots:
     dependencies:
       regex-utilities: 2.3.0
 
-  rolldown@1.1.4:
+  rolldown@1.1.5:
     dependencies:
-      '@oxc-project/types': 0.138.0
+      '@oxc-project/types': 0.139.0
       '@rolldown/pluginutils': 1.0.1
     optionalDependencies:
-      '@rolldown/binding-android-arm64': 1.1.4
-      '@rolldown/binding-darwin-arm64': 1.1.4
-      '@rolldown/binding-darwin-x64': 1.1.4
-      '@rolldown/binding-freebsd-x64': 1.1.4
-      '@rolldown/binding-linux-arm-gnueabihf': 1.1.4
-      '@rolldown/binding-linux-arm64-gnu': 1.1.4
-      '@rolldown/binding-linux-arm64-musl': 1.1.4
-      '@rolldown/binding-linux-ppc64-gnu': 1.1.4
-      '@rolldown/binding-linux-s390x-gnu': 1.1.4
-      '@rolldown/binding-linux-x64-gnu': 1.1.4
-      '@rolldown/binding-linux-x64-musl': 1.1.4
-      '@rolldown/binding-openharmony-arm64': 1.1.4
-      '@rolldown/binding-wasm32-wasi': 1.1.4
-      '@rolldown/binding-win32-arm64-msvc': 1.1.4
-      '@rolldown/binding-win32-x64-msvc': 1.1.4
+      '@rolldown/binding-android-arm64': 1.1.5
+      '@rolldown/binding-darwin-arm64': 1.1.5
+      '@rolldown/binding-darwin-x64': 1.1.5
+      '@rolldown/binding-freebsd-x64': 1.1.5
+      '@rolldown/binding-linux-arm-gnueabihf': 1.1.5
+      '@rolldown/binding-linux-arm64-gnu': 1.1.5
+      '@rolldown/binding-linux-arm64-musl': 1.1.5
+      '@rolldown/binding-linux-ppc64-gnu': 1.1.5
+      '@rolldown/binding-linux-s390x-gnu': 1.1.5
+      '@rolldown/binding-linux-x64-gnu': 1.1.5
+      '@rolldown/binding-linux-x64-musl': 1.1.5
+      '@rolldown/binding-openharmony-arm64': 1.1.5
+      '@rolldown/binding-wasm32-wasi': 1.1.5
+      '@rolldown/binding-win32-arm64-msvc': 1.1.5
+      '@rolldown/binding-win32-x64-msvc': 1.1.5
 
   shiki@4.3.1:
     dependencies:
@@ -1397,7 +1116,7 @@ snapshots:
       '@shikijs/themes': 4.3.1
       '@shikijs/types': 4.3.1
       '@shikijs/vscode-textmate': 10.0.2
-      '@types/hast': 3.0.4
+      '@types/hast': 3.0.5
 
   source-map-js@1.2.1: {}
 
@@ -1453,40 +1172,39 @@ snapshots:
       '@types/unist': 3.0.3
       vfile-message: 4.0.3
 
-  vite@8.1.3(esbuild@0.27.7):
+  vite@8.1.4:
     dependencies:
       lightningcss: 1.32.0
       picomatch: 4.0.5
-      postcss: 8.5.16
-      rolldown: 1.1.4
+      postcss: 8.5.19
+      rolldown: 1.1.5
       tinyglobby: 0.2.17
     optionalDependencies:
-      esbuild: 0.27.7
       fsevents: 2.3.3
 
-  vitepress@2.0.0-alpha.18(esbuild@0.27.7)(postcss@8.5.16):
+  vitepress@2.0.0-alpha.18(postcss@8.5.19):
     dependencies:
       '@docsearch/css': 4.6.3
       '@docsearch/js': 4.6.3
       '@docsearch/sidepanel-js': 4.6.3
-      '@iconify-json/simple-icons': 1.2.89
+      '@iconify-json/simple-icons': 1.2.91
       '@shikijs/core': 4.3.1
       '@shikijs/transformers': 4.3.1
       '@shikijs/types': 4.3.1
       '@types/markdown-it': 14.1.2
-      '@vitejs/plugin-vue': 6.0.7(vite@8.1.3(esbuild@0.27.7))(vue@3.5.39)
+      '@vitejs/plugin-vue': 6.0.8(vite@8.1.4)(vue@3.5.40)
       '@vue/devtools-api': 8.1.5
-      '@vue/shared': 3.5.39
-      '@vueuse/core': 14.3.0(vue@3.5.39)
-      '@vueuse/integrations': 14.3.0(focus-trap@8.2.2)(vue@3.5.39)
+      '@vue/shared': 3.5.40
+      '@vueuse/core': 14.3.0(vue@3.5.40)
+      '@vueuse/integrations': 14.3.0(focus-trap@8.2.2)(vue@3.5.40)
       focus-trap: 8.2.2
       mark.js: 8.11.1
       minisearch: 7.2.0
       shiki: 4.3.1
-      vite: 8.1.3(esbuild@0.27.7)
-      vue: 3.5.39
+      vite: 8.1.4
+      vue: 3.5.40
     optionalDependencies:
-      postcss: 8.5.16
+      postcss: 8.5.19
     transitivePeerDependencies:
       - '@types/node'
       - '@vitejs/devtools'
@@ -1513,12 +1231,12 @@ snapshots:
       - universal-cookie
       - yaml
 
-  vue@3.5.39:
+  vue@3.5.40:
     dependencies:
-      '@vue/compiler-dom': 3.5.39
-      '@vue/compiler-sfc': 3.5.39
-      '@vue/runtime-dom': 3.5.39
-      '@vue/server-renderer': 3.5.39(vue@3.5.39)
-      '@vue/shared': 3.5.39
+      '@vue/compiler-dom': 3.5.40
+      '@vue/compiler-sfc': 3.5.40
+      '@vue/runtime-dom': 3.5.40
+      '@vue/server-renderer': 3.5.40
+      '@vue/shared': 3.5.40
 
   zwitch@2.0.4: {}
diff --git a/packages/vitepress-plugin-moss/demo-site/package.json b/packages/vitepress-plugin-moss/demo-site/package.json
index d38b34af..bcee2175 100644
--- a/packages/vitepress-plugin-moss/demo-site/package.json
+++ b/packages/vitepress-plugin-moss/demo-site/package.json
@@ -30,6 +30,7 @@
   "pnpm": {
     "overrides": {
       "esbuild": "^0.25.0",
+      "postcss": "^8.5.19",
       "vite": "^6.4.2"
     }
   }
diff --git a/packages/vitepress-plugin-moss/demo-site/pnpm-lock.yaml b/packages/vitepress-plugin-moss/demo-site/pnpm-lock.yaml
index 0eea9432..915861c1 100644
--- a/packages/vitepress-plugin-moss/demo-site/pnpm-lock.yaml
+++ b/packages/vitepress-plugin-moss/demo-site/pnpm-lock.yaml
@@ -6,6 +6,7 @@ settings:
 
 overrides:
   esbuild: ^0.25.0
+  postcss: 8.5.19
   vite: ^6.4.2
 
 importers:
@@ -14,7 +15,7 @@ importers:
     dependencies:
       vitepress:
         specifier: ^1.6.4
-        version: 1.6.4(@algolia/client-search@5.52.1)(@types/node@20.19.41)(postcss@8.5.14)(search-insights@2.17.3)(typescript@5.9.3)
+        version: 1.6.4(@algolia/client-search@5.52.1)(@types/node@20.19.41)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3)
       vitepress-plugin-moss:
         specifier: link:..
         version: link:..
@@ -713,8 +714,8 @@ packages:
     resolution: {integrity: sha512-QP88BAKvMam/3NxH6vj2o21R6MjxZUAd6nlwAS/pnGvN9IVLocLHxGYIzFhg6fUQ+5th6P4dv4eW9jX3DSIj7A==}
     engines: {node: '>=12'}
 
-  postcss@8.5.14:
-    resolution: {integrity: sha512-SoSL4+OSEtR99LHFZQiJLkT59C5B1amGO1NzTwj7TT1qCUgUO6hxOvzkOYxD+vMrXBM3XJIKzokoERdqQq/Zmg==}
+  postcss@8.5.19:
+    resolution: {integrity: sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==}
     engines: {node: ^10 || ^12 || >=14}
 
   preact@10.29.1:
@@ -848,7 +849,7 @@ packages:
     hasBin: true
     peerDependencies:
       markdown-it-mathjax3: ^4
-      postcss: ^8
+      postcss: 8.5.19
     peerDependenciesMeta:
       markdown-it-mathjax3:
         optional: true
@@ -1275,7 +1276,7 @@ snapshots:
       '@vue/shared': 3.5.34
       estree-walker: 2.0.2
       magic-string: 0.30.21
-      postcss: 8.5.14
+      postcss: 8.5.19
       source-map-js: 1.2.1
 
   '@vue/compiler-ssr@3.5.34':
@@ -1516,7 +1517,7 @@ snapshots:
 
   picomatch@4.0.4: {}
 
-  postcss@8.5.14:
+  postcss@8.5.19:
     dependencies:
       nanoid: 3.3.12
       picocolors: 1.1.1
@@ -1650,14 +1651,14 @@ snapshots:
       esbuild: 0.25.12
       fdir: 6.5.0(picomatch@4.0.4)
       picomatch: 4.0.4
-      postcss: 8.5.14
+      postcss: 8.5.19
       rollup: 4.60.3
       tinyglobby: 0.2.16
     optionalDependencies:
       '@types/node': 20.19.41
       fsevents: 2.3.3
 
-  vitepress@1.6.4(@algolia/client-search@5.52.1)(@types/node@20.19.41)(postcss@8.5.14)(search-insights@2.17.3)(typescript@5.9.3):
+  vitepress@1.6.4(@algolia/client-search@5.52.1)(@types/node@20.19.41)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3):
     dependencies:
       '@docsearch/css': 3.8.2
       '@docsearch/js': 3.8.2(@algolia/client-search@5.52.1)(search-insights@2.17.3)
@@ -1678,7 +1679,7 @@ snapshots:
       vite: 6.4.2(@types/node@20.19.41)
       vue: 3.5.34(typescript@5.9.3)
     optionalDependencies:
-      postcss: 8.5.14
+      postcss: 8.5.19
     transitivePeerDependencies:
       - '@algolia/client-search'
       - '@types/node'
diff --git a/packages/vitepress-plugin-moss/package.json b/packages/vitepress-plugin-moss/package.json
index ea3ea818..ef0015a3 100644
--- a/packages/vitepress-plugin-moss/package.json
+++ b/packages/vitepress-plugin-moss/package.json
@@ -70,7 +70,7 @@
       "lodash": "^4.18.1",
       "minimatch@>=9.0.0 <9.0.7": ">=9.0.7",
       "minimatch@<3.1.3": ">=3.1.3",
-      "postcss": "^8.5.13",
+      "postcss": "^8.5.19",
       "vite": "^6.4.2"
     }
   },
diff --git a/packages/vitepress-plugin-moss/pnpm-lock.yaml b/packages/vitepress-plugin-moss/pnpm-lock.yaml
index e3b551c0..5a5de466 100644
--- a/packages/vitepress-plugin-moss/pnpm-lock.yaml
+++ b/packages/vitepress-plugin-moss/pnpm-lock.yaml
@@ -10,7 +10,7 @@ overrides:
   lodash: ^4.18.1
   minimatch@>=9.0.0 <9.0.7: '>=9.0.7'
   minimatch@<3.1.3: '>=3.1.3'
-  postcss: ^8.5.13
+  postcss: ^8.5.19
   vite: ^6.4.2
 
 importers:
@@ -22,7 +22,7 @@ importers:
         version: 1.0.0
       '@moss-tools/md-indexer':
         specifier: ^1.0.0-beta.3
-        version: 1.0.0-beta.3(vitepress@1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.16)(search-insights@2.17.3)(typescript@5.9.3))
+        version: 1.0.0-beta.3(vitepress@1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3))
       '@vueuse/core':
         specifier: ^14.2.1
         version: 14.2.1(vue@3.5.28(typescript@5.9.3))
@@ -56,7 +56,7 @@ importers:
         version: 5.0.0(@microsoft/api-extractor@7.58.7(@types/node@20.19.33))(@vue/language-core@3.2.7)(esbuild@0.28.1)(rolldown@1.0.0)(rollup@4.62.2)(typescript@5.9.3)(vite@6.4.3(@types/node@20.19.33)(lightningcss@1.32.0))
       vitepress:
         specifier: ^1.5.0
-        version: 1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.16)(search-insights@2.17.3)(typescript@5.9.3)
+        version: 1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3)
       vitest:
         specifier: ^3.1.1
         version: 3.2.6(@types/node@20.19.33)(lightningcss@1.32.0)
@@ -487,42 +487,36 @@ packages:
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [linux]
-    libc: [glibc]
 
   '@rolldown/binding-linux-arm64-musl@1.0.0':
     resolution: {integrity: sha512-EIVjy2cgd7uuMMo94FVkBp7F6DhcZAUwNURkSG3RwUmvAXR6s0ISxM81U+IydcZByPG0pZIHsf1b6kTxoFDgJA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [arm64]
     os: [linux]
-    libc: [musl]
 
   '@rolldown/binding-linux-ppc64-gnu@1.0.0':
     resolution: {integrity: sha512-JEwwOPcwTLAcpDQlqSmjEmfs63xJnSiUNIGvLcDLUHCWK4XowpS/7c7tUsUH6uT/ct6bMUTdXKfI8967FYj6mg==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [ppc64]
     os: [linux]
-    libc: [glibc]
 
   '@rolldown/binding-linux-s390x-gnu@1.0.0':
     resolution: {integrity: sha512-0wjCFhLrihtAubnT9iA0N++0pSV0z5Hg7tNGdNJ4RFaINceHadoF+kiFGyY1qSSNVIAZtLotG8Ju1bgDPkjnFA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [s390x]
     os: [linux]
-    libc: [glibc]
 
   '@rolldown/binding-linux-x64-gnu@1.0.0':
     resolution: {integrity: sha512-Dfn7iak9BcMMePxcoJfpSbWqnEyrp/dRF63/8qW/eHBdOZov6x5aShLLEYGYdIeSJ6vMLK/XCVB+lGIxm41bQA==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [x64]
     os: [linux]
-    libc: [glibc]
 
   '@rolldown/binding-linux-x64-musl@1.0.0':
     resolution: {integrity: sha512-5/utzzDmD/pD/bmuaUcbTf/sZYy0aztwIVlfpoW1fTjCZ0BaPOMVWGZL1zvgxyi7ZIVYWlxKONHmSbHuiOh8Jw==}
     engines: {node: ^20.19.0 || >=22.12.0}
     cpu: [x64]
     os: [linux]
-    libc: [musl]
 
   '@rolldown/binding-openharmony-arm64@1.0.0':
     resolution: {integrity: sha512-ouJs8VcUomfLfpbUECqFMRqdV4x6aeAK3MA4m6vTrJJjKyWTV5KnxZx7Jd9G+GlDaQQxubcba00x16OyJ1meig==}
@@ -593,79 +587,66 @@ packages:
     resolution: {integrity: sha512-n1GJHPOvpIfhi3TmrCeh6S6URt9BFCt0KQE3qvexyGCTAKpR4Lg+eWvNZEqu7epxwus/8ElT3hacYEucm49SZg==}
     cpu: [arm]
     os: [linux]
-    libc: [glibc]
 
   '@rollup/rollup-linux-arm-musleabihf@4.62.2':
     resolution: {integrity: sha512-JqgflS8wEB+UXV/vS1RpRbifGBeN4D5lz8D8oOFbFZw4vedvdOgCFAjfBmIMdW3yL10XpQQ0Ambepw6MXrhOnA==}
     cpu: [arm]
     os: [linux]
-    libc: [musl]
 
   '@rollup/rollup-linux-arm64-gnu@4.62.2':
     resolution: {integrity: sha512-wnFJkogWvN4jm/hQRF2UBaeUmk20j5+DmHvoyWii2b8HJDyvz1MF2OU/6ynXt2KR63rbZLWkFpoytpdc/yBuSA==}
     cpu: [arm64]
     os: [linux]
-    libc: [glibc]
 
   '@rollup/rollup-linux-arm64-musl@4.62.2':
     resolution: {integrity: sha512-HVu2bp0zhvJ8xHEV9+UUs7S90VadmBSY3LcIMvozbPo4AuMGDWlz3ymHLHZPX4hR67TKTt8Qp5PJ5RBg/i+RMQ==}
     cpu: [arm64]
     os: [linux]
-    libc: [musl]
 
   '@rollup/rollup-linux-loong64-gnu@4.62.2':
     resolution: {integrity: sha512-mQqqAV8QaoSgr9I2fKDLY2BAVvmKjWoGiu/cSYQonsLvtqwEn1E4QYfnCOcp5zoEqNhsDYin1s6jx/VJmrxlZg==}
     cpu: [loong64]
     os: [linux]
-    libc: [glibc]
 
   '@rollup/rollup-linux-loong64-musl@4.62.2':
     resolution: {integrity: sha512-IxKLoxCQ2IWi6bT2akyDUBGsOImDKB+sPp4EsTmwFQ/fMwpCKm8uLSSgP/Kx/QYUgKis6SEZ5/Nlhup0DIA0PQ==}
     cpu: [loong64]
     os: [linux]
-    libc: [musl]
 
   '@rollup/rollup-linux-ppc64-gnu@4.62.2':
     resolution: {integrity: sha512-Mk5ha2RQSgyFfmYYLkBpPnUk8D8FriBxesO1u9O75X0mHgXL1UQcH5Itl2lurWL2tj0RxV9b9tJgipac0hRY9A==}
     cpu: [ppc64]
     os: [linux]
-    libc: [glibc]
 
   '@rollup/rollup-linux-ppc64-musl@4.62.2':
     resolution: {integrity: sha512-CjvEnqJL/0/TQ3TXX3OPIJ/kmBellrWd4heXUmHeJlTnmwjKpSJzoehLaL6Xk0ZnMHBu9dZuFADNOrtjF4v+2w==}
     cpu: [ppc64]
     os: [linux]
-    libc: [musl]
 
   '@rollup/rollup-linux-riscv64-gnu@4.62.2':
     resolution: {integrity: sha512-1SiZbzwdkaDURsew/tSOrooKiYy7EQGT6m8ufavAi9NEyQb/6VuIxFXAL1fqa4iZe3g4NbNk4P7J32z2tw5Mgg==}
     cpu: [riscv64]
     os: [linux]
-    libc: [glibc]
 
   '@rollup/rollup-linux-riscv64-musl@4.62.2':
     resolution: {integrity: sha512-nQts12zJ3NQRoE6uYljOH89v7szzLDvG2JD/vsX+vGXU8w/At1GowTZ5/7qeFQ8m7L55rpR8Okugnuo5bgjy2Q==}
     cpu: [riscv64]
     os: [linux]
-    libc: [musl]
 
   '@rollup/rollup-linux-s390x-gnu@4.62.2':
     resolution: {integrity: sha512-E9/ll019jhPIJgpzfZoIkBGhcz+kKNgVWYRY0zr9srBdPPFVpvOKW8VaJKUbeK+eZXyQF9ltME+Kk6affeaPgg==}
     cpu: [s390x]
     os: [linux]
-    libc: [glibc]
 
   '@rollup/rollup-linux-x64-gnu@4.62.2':
     resolution: {integrity: sha512-5BqxR/pshjey51iliyzTD5Xi3EN0aLmQ2lZ3lvefVV9c82BvrLo2/6OT55iifpWBufs6kdwWbuOKS841DrmK9A==}
     cpu: [x64]
     os: [linux]
-    libc: [glibc]
 
   '@rollup/rollup-linux-x64-musl@4.62.2':
     resolution: {integrity: sha512-uNN83XxQrRAh/w0/pmAfibcwyb6YWt4gP+dpnQKPVJshAloQ785ii8CT8ZCIxkGg9opVsvAlGhFitSm6D1Jjpg==}
     cpu: [x64]
     os: [linux]
-    libc: [musl]
 
   '@rollup/rollup-openbsd-x64@4.62.2':
     resolution: {integrity: sha512-srjEIxSH3LRnJN6THczDHWQplqEMFiAJrTab0msUryh9kwNpkICf3Ea6q6MN/2cZwRFUNx5w+h6Hpi4QuHS6Zg==}
@@ -1343,28 +1324,24 @@ packages:
     engines: {node: '>= 12.0.0'}
     cpu: [arm64]
     os: [linux]
-    libc: [glibc]
 
   lightningcss-linux-arm64-musl@1.32.0:
     resolution: {integrity: sha512-UpQkoenr4UJEzgVIYpI80lDFvRmPVg6oqboNHfoH4CQIfNA+HOrZ7Mo7KZP02dC6LjghPQJeBsvXhJod/wnIBg==}
     engines: {node: '>= 12.0.0'}
     cpu: [arm64]
     os: [linux]
-    libc: [musl]
 
   lightningcss-linux-x64-gnu@1.32.0:
     resolution: {integrity: sha512-V7Qr52IhZmdKPVr+Vtw8o+WLsQJYCTd8loIfpDaMRWGUZfBOYEJeyJIkqGIDMZPwPx24pUMfwSxxI8phr/MbOA==}
     engines: {node: '>= 12.0.0'}
     cpu: [x64]
     os: [linux]
-    libc: [glibc]
 
   lightningcss-linux-x64-musl@1.32.0:
     resolution: {integrity: sha512-bYcLp+Vb0awsiXg/80uCRezCYHNg1/l3mt0gzHnWV9XP1W5sKa5/TCdGWaR/zBM2PeF/HbsQv/j2URNOiVuxWg==}
     engines: {node: '>= 12.0.0'}
     cpu: [x64]
     os: [linux]
-    libc: [musl]
 
   lightningcss-win32-arm64-msvc@1.32.0:
     resolution: {integrity: sha512-8SbC8BR40pS6baCM8sbtYDSwEVQd4JlFTOlaD3gWGHfThTcABnNDBda6eTZeqbofalIJhFx0qKzgHJmcPTnGdw==}
@@ -1509,8 +1486,8 @@ packages:
   platform@1.3.6:
     resolution: {integrity: sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg==}
 
-  postcss@8.5.16:
-    resolution: {integrity: sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==}
+  postcss@8.5.19:
+    resolution: {integrity: sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==}
     engines: {node: ^10 || ^12 || >=14}
 
   preact@10.29.0:
@@ -1797,7 +1774,7 @@ packages:
     hasBin: true
     peerDependencies:
       markdown-it-mathjax3: ^4
-      postcss: ^8.5.13
+      postcss: ^8.5.19
     peerDependenciesMeta:
       markdown-it-mathjax3:
         optional: true
@@ -2198,7 +2175,7 @@ snapshots:
       '@moss-dev/moss-wasm': 0.10.0
       onnxruntime-web: 1.24.3
 
-  '@moss-tools/md-indexer@1.0.0-beta.3(vitepress@1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.16)(search-insights@2.17.3)(typescript@5.9.3))':
+  '@moss-tools/md-indexer@1.0.0-beta.3(vitepress@1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3))':
     dependencies:
       '@inferedge-rest/moss': 1.0.0-beta.3
       cheerio: 1.2.0
@@ -2207,7 +2184,7 @@ snapshots:
       gray-matter: 4.0.3
       p-limit: 7.3.0
       picocolors: 1.1.1
-      vitepress: 1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.16)(search-insights@2.17.3)(typescript@5.9.3)
+      vitepress: 1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3)
 
   '@napi-rs/wasm-runtime@1.1.6(@emnapi/core@1.10.0)(@emnapi/runtime@1.10.0)':
     dependencies:
@@ -2595,7 +2572,7 @@ snapshots:
       '@vue/shared': 3.5.28
       estree-walker: 2.0.2
       magic-string: 0.30.21
-      postcss: 8.5.16
+      postcss: 8.5.19
       source-map-js: 1.2.1
 
   '@vue/compiler-ssr@3.5.28':
@@ -3223,7 +3200,7 @@ snapshots:
 
   platform@1.3.6: {}
 
-  postcss@8.5.16:
+  postcss@8.5.19:
     dependencies:
       nanoid: 3.3.15
       picocolors: 1.1.1
@@ -3519,7 +3496,7 @@ snapshots:
       esbuild: 0.28.1
       fdir: 6.5.0(picomatch@4.0.5)
       picomatch: 4.0.5
-      postcss: 8.5.16
+      postcss: 8.5.19
       rollup: 4.62.2
       tinyglobby: 0.2.17
     optionalDependencies:
@@ -3527,7 +3504,7 @@ snapshots:
       fsevents: 2.3.3
       lightningcss: 1.32.0
 
-  vitepress@1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.16)(search-insights@2.17.3)(typescript@5.9.3):
+  vitepress@1.6.4(@algolia/client-search@5.49.0)(@types/node@20.19.33)(lightningcss@1.32.0)(postcss@8.5.19)(search-insights@2.17.3)(typescript@5.9.3):
     dependencies:
       '@docsearch/css': 3.8.2
       '@docsearch/js': 3.8.2(@algolia/client-search@5.49.0)(search-insights@2.17.3)
@@ -3548,7 +3525,7 @@ snapshots:
       vite: 6.4.3(@types/node@20.19.33)(lightningcss@1.32.0)
       vue: 3.5.28(typescript@5.9.3)
     optionalDependencies:
-      postcss: 8.5.16
+      postcss: 8.5.19
     transitivePeerDependencies:
       - '@algolia/client-search'
       - '@types/node'
diff --git a/sdks/javascript/sdk/package-lock.json b/sdks/javascript/sdk/package-lock.json
index c99bf071..c3f5cbe8 100644
--- a/sdks/javascript/sdk/package-lock.json
+++ b/sdks/javascript/sdk/package-lock.json
@@ -4630,9 +4630,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.16",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.16.tgz",
-      "integrity": "sha512-vuwillviilfKZsg0VGj5R/YwwcHx4SLsIOI/7K6mQkWx+l5cUHTjj5g0AasTBcyXsbfTgrwsUNmVUb5xVwyPwg==",
+      "version": "8.5.19",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.19.tgz",
+      "integrity": "sha512-Mz8SaolMd8nB+G13WkORcxQKHZ/NE4xXevtkJHVuG+guo9/wYKlIMTKAqGdEmYOXR2ijPjTYNHssizdaVSUNdQ==",
       "dev": true,
       "funding": [
         {
diff --git a/sdks/javascript/sdk/package.json b/sdks/javascript/sdk/package.json
index 76f42e83..b8781847 100644
--- a/sdks/javascript/sdk/package.json
+++ b/sdks/javascript/sdk/package.json
@@ -46,6 +46,9 @@
   "dependencies": {
     "@moss-dev/moss-core": "^0.8.7"
   },
+  "overrides": {
+    "postcss": "8.5.19"
+  },
   "devDependencies": {
     "@eslint/js": "^9.24.0",
     "@microsoft/api-extractor": "^7.58.1",

From 3b5cfbe5cfe4d264d56b392862376d38cc43ddf3 Mon Sep 17 00:00:00 2001
From: Harsha Nalluru <harsha.nalluru1997@gmail.com>
Date: Thu, 23 Jul 2026 12:14:18 -0700
Subject: [PATCH 19/27] ci(codex-review): review all PRs incl forks via
 two-stage split (#437)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## What

Makes the Codex PR reviewer run on **all pull requests, including
forks/contributors** — today fork PRs are silently skipped.

## Why forks were skipped

A fork's `pull_request` run gets a read-only token and **no secrets**
(GitHub's fork-safety default), so the reviewer can't get
`OPENAI_API_KEY`. The old workflow acknowledged this by gating itself to
same-repo branches (`sameRepo` check), so every contributor PR got
`Skipping Codex review: … is from a fork`.

You can't fix this by dropping the gate — the secret still isn't there
on fork runs. You need a trigger that *has* secrets, without ever
running fork code next to them.

## How — two-stage split

| Stage | File | Trigger | Secrets? | Touches PR code? |
|---|---|---|---|---|
| 1. Collect diff | `codex-review.yml` | `pull_request` (all PRs) | ❌
none | checkout + `git diff` only (no build/install) |
| 2. Review + post | `codex-review-post.yml` | `workflow_run` (base
context) | ✅ | ❌ — reads the diff artifact only |

Stage 1 runs on every PR with no secrets, computes the diff, and uploads
it as an artifact. Stage 2 is triggered by Stage 1's completion, runs in
the **base-repo** context (so it has secrets even for forks), downloads
the diff, runs Codex over the **diff text only**, and posts the inline
review.

**Fork code never executes in a job that holds the key** — that's the
structural guarantee that makes reviewing fork PRs safe, and it's more
robust than `pull_request_target` (which would put fork code on disk
beside the secret and rely on "no one ever adds a build step").

## Security notes

- **Anti-spoofing:** the artifact carries the PR number; Stage 2
requires `pr.head.sha === workflow_run.head_sha` (a value GitHub sets,
not the fork) before posting, so a tampered artifact can't redirect the
review onto another PR. PR number is validated as digits-only.
- **Least privilege:** Stage 1 is `contents: read`. Stage 2 is
`contents: read`, `actions: read` (to fetch the artifact),
`pull-requests/issues: write` (to post).
- **Residual risk — please use a scoped key.** Codex still reads the
untrusted diff as *data*, and per the action's docs the API key "flows
through the proxy, so Codex could read it if it can reach process
memory." A prompt-injection payload in a diff could in principle try to
coax the key into a review comment. The two-stage split does **not**
remove this (it removes code *execution*), so use a low-limit /
restricted `OPENAI_API_KEY` for this workflow.

## Behavior changes

- Auto-reviews **all non-draft, non-bot PRs** (previously same-repo
only).
- **Drops** the `@codex review` comment trigger and the
trusted-commenter gate (no longer needed to keep forks out). Easy to
re-add as an opt-in gate if you'd prefer maintainer-triggered reviews on
forks to control cost.

## Activation caveat

`workflow_run` only fires for the copy of these workflows **on the
default branch**, so Codex review activates once this is merged to
`main` — **this PR will not review itself.** After merge, opening any
fork PR (or re-syncing an existing one like #391/#393) will exercise it
end-to-end.

## Not tested in CI here

The `openai/codex-action` step reviews a pre-computed `pr.diff` in an
empty `git init`'d working dir (rather than a full checkout). YAML +
embedded JS are validated locally; the first live run after merge is the
real end-to-end test.


<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/437?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
media="(prefers-color-scheme: light)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-light.svg"><img
alt="Review in cubic"
src="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"></picture></a>
<!-- End of auto-generated description by cubic. -->
---
 .github/workflows/codex-review-post.yml | 302 ++++++++++++++++++++++++
 .github/workflows/codex-review.yml      | 290 ++++-------------------
 2 files changed, 351 insertions(+), 241 deletions(-)
 create mode 100644 .github/workflows/codex-review-post.yml

diff --git a/.github/workflows/codex-review-post.yml b/.github/workflows/codex-review-post.yml
new file mode 100644
index 00000000..64999b28
--- /dev/null
+++ b/.github/workflows/codex-review-post.yml
@@ -0,0 +1,302 @@
+name: Codex Review
+
+# Stage 2 of the two-stage Codex PR review.
+#
+# Triggered by the completion of Stage 1 (codex-review.yml) via `workflow_run`,
+# so it runs in the BASE repository context WITH access to secrets — even for
+# fork PRs. It NEVER checks out PR code: it only reads the pre-computed diff
+# artifact from Stage 1, so untrusted fork code can never execute next to the
+# OpenAI key. That structural guarantee is what makes reviewing fork PRs safe.
+#
+# Residual risk: Codex still reads the diff as *data*, so a prompt-injection
+# payload in the diff could in principle try to coax the key into a review
+# comment (the action keeps the key behind a proxy, but read-only Codex can reach
+# process memory). Use a scoped, low-limit OPENAI_API_KEY for this workflow.
+
+on:
+  workflow_run:
+    workflows: ["Codex Review (collect diff)"]
+    types: [completed]
+
+permissions:
+  contents: read
+
+concurrency:
+  # Serialize per PR source (repo + branch), not per SHA, so a newer push cancels
+  # an in-flight older review instead of racing it to post stale findings.
+  group: codex-review-post-${{ github.event.workflow_run.head_repository.full_name }}-${{ github.event.workflow_run.head_branch }}
+  cancel-in-progress: true
+
+jobs:
+  review:
+    if: github.event.workflow_run.conclusion == 'success'
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      actions: read          # download-artifact needs this to read another run's artifact
+      pull-requests: write   # covers PR review comments AND the PR conversation comment
+    steps:
+      - name: Download Stage 1 diff artifact
+        uses: actions/download-artifact@v4
+        with:
+          name: codex-review-payload
+          path: codex-payload
+          run-id: ${{ github.event.workflow_run.id }}
+          github-token: ${{ github.token }}
+
+      - name: Resolve and verify PR
+        id: pr
+        uses: actions/github-script@v7
+        env:
+          RUN_HEAD_SHA: ${{ github.event.workflow_run.head_sha }}
+        with:
+          github-token: ${{ github.token }}
+          script: |
+            const fs = require('fs');
+            const raw = fs.readFileSync('codex-payload/pr-number.txt', 'utf8').trim();
+            if (!/^\d+$/.test(raw)) {
+              core.setFailed(`Invalid PR number in artifact: "${raw}"`);
+              return;
+            }
+            const pull_number = Number(raw);
+            const { owner, repo } = context.repo;
+            const { data: pr } = await github.rest.pulls.get({ owner, repo, pull_number });
+            // Bind the artifact to a real PR: the triggering run's head_sha is set by
+            // GitHub (not the fork), so requiring it to equal the PR head prevents a
+            // tampered artifact from redirecting the review onto an unrelated PR.
+            if (pr.head.sha !== process.env.RUN_HEAD_SHA) {
+              core.setFailed(
+                `PR #${pull_number} head ${pr.head.sha} != run head ${process.env.RUN_HEAD_SHA}; refusing to post.`,
+              );
+              return;
+            }
+            // Re-apply Stage 1's gate against the PR's *current* state: it may have
+            // been closed or converted to draft since the diff was collected. Keeps
+            // posting behavior consistent with what gets reviewed.
+            if (pr.state !== 'open' || pr.draft || pr.user?.type === 'Bot') {
+              core.notice(`PR #${pull_number} is not an open, ready, human PR; skipping review.`);
+              core.setOutput('skip', 'true');
+              return;
+            }
+            core.setOutput('skip', 'false');
+            core.setOutput('number', String(pull_number));
+
+      - name: Prepare working directory
+        if: steps.pr.outputs.skip != 'true'
+        run: |
+          set -euo pipefail
+          # codex-action runs `codex exec --cd <working-directory>`; give it a valid
+          # (empty) git repo containing ONLY the diff — never any PR code.
+          cd codex-payload
+          # Allow an empty diff (e.g. a push reverted all changes) so the post step
+          # still clears stale prior findings; only a missing file is an error.
+          test -f pr.diff || { echo "pr.diff missing"; exit 1; }
+          git init -q
+
+      - name: Run Codex on the diff
+        id: run_codex
+        if: steps.pr.outputs.skip != 'true'
+        # Pinned to the v1 commit SHA: this privileged job holds OPENAI_API_KEY, so a
+        # moved/compromised tag must not silently change what runs here.
+        uses: openai/codex-action@52fe01ec70a42f454c9d2ebd47598f9fd6893d56 # v1
+        with:
+          openai-api-key: ${{ secrets.OPENAI_API_KEY }}
+          # This job reviews ALL PRs incl. forks; the action's default write-access
+          # gate would otherwise reject fork/non-collaborator authors. Safe to open
+          # here because security comes from this job never checking out PR code
+          # (only the diff artifact), not from the actor allowlist.
+          allow-users: "*"
+          model: gpt-5.5
+          effort: xhigh
+          sandbox: read-only
+          working-directory: codex-payload
+          output-schema: |
+            {
+              "type": "object",
+              "additionalProperties": false,
+              "properties": {
+                "summary": { "type": "string" },
+                "findings": {
+                  "type": "array",
+                  "items": {
+                    "type": "object",
+                    "additionalProperties": false,
+                    "properties": {
+                      "path": { "type": "string" },
+                      "line": { "type": "integer" },
+                      "severity": { "type": "string", "enum": ["blocking", "consider"] },
+                      "comment": { "type": "string" }
+                    },
+                    "required": ["path", "line", "severity", "comment"]
+                  }
+                }
+              },
+              "required": ["summary", "findings"]
+            }
+          prompt: |
+            You are reviewing a pull request in ${{ github.repository }}.
+
+            The complete set of changes is the unified diff in the file `pr.diff` in
+            your working directory (run `cat pr.diff`). It is a `git diff` of
+            base...head. Review ONLY those changes. Report high-signal findings only.
+
+            Correctness & safety:
+            - logic errors, unhandled edge cases, broken assumptions
+            - security vulnerabilities
+            - data loss, concurrency hazards, resource leaks
+
+            Design & code quality:
+            - the soundness of the overall approach, not just line-level bugs
+            - elegance: is there a simpler, cleaner way to achieve the same result?
+            - abstraction: prefer the most general clean abstraction that fits the problem,
+              without over-engineering for cases that don't exist
+            - redundancy: flag duplicated logic, dead code, and anything that violates DRY
+
+            Skip pure formatting and style nits.
+
+            Report at most the 5 most important findings. Consolidate an issue that
+            recurs in several places into one finding at the most representative location.
+
+            Output JSON matching the provided schema:
+            - `summary`: one or two sentences on the PR overall. If there are no real
+              issues, set summary to "No issues found." and findings to [].
+            - `findings[].path`: repository-relative file path, exactly as it appears in
+              the diff (the path after `+++ b/`).
+            - `findings[].line`: the line number in the NEW (post-change) version of the
+              file. It MUST be a line the PR adds or modifies.
+            - `findings[].severity`: "blocking" or "consider".
+            - `findings[].comment`: markdown review comment with a short code snippet and a
+              concrete fix.
+
+      - name: Post inline review
+        if: steps.pr.outputs.skip != 'true' && steps.run_codex.outputs.final-message != ''
+        uses: actions/github-script@v7
+        env:
+          CODEX_RESULT: ${{ steps.run_codex.outputs.final-message }}
+          PR_NUMBER: ${{ steps.pr.outputs.number }}
+          REVIEWED_SHA: ${{ github.event.workflow_run.head_sha }}
+        with:
+          github-token: ${{ github.token }}
+          script: |
+            const { owner, repo } = context.repo;
+            const pull_number = Number(process.env.PR_NUMBER);
+            const SUMMARY_MARKER = '<!-- codex-review-summary -->';
+            const INLINE_MARKER = '<!-- codex-review-inline -->';
+            const MAX_COMMENTS = 5;
+            const BOT = 'github-actions[bot]'; // only ever touch comments we authored
+
+            // Parse Codex JSON. With --output-schema the result is already pure JSON,
+            // and its findings may contain fenced code blocks, so never grab an inner
+            // fence: parse the whole string first, then a fence wrapping the whole
+            // string, then fall back to the outermost braces.
+            function parseResult(raw) {
+              if (!raw) return null;
+              const tryParse = (s) => { try { return JSON.parse(s); } catch { return null; } };
+              const trimmed = raw.trim();
+              let out = tryParse(trimmed);
+              if (out) return out;
+              const fence = trimmed.match(/^```(?:json)?\s*\n?([\s\S]*?)\n?```$/);
+              if (fence) { out = tryParse(fence[1].trim()); if (out) return out; }
+              const a = trimmed.indexOf('{'), b = trimmed.lastIndexOf('}');
+              if (a !== -1 && b > a) return tryParse(trimmed.slice(a, b + 1));
+              return null;
+            }
+            const result = parseResult(process.env.CODEX_RESULT);
+            if (!result) { core.setFailed('Could not parse Codex output as JSON.'); return; }
+
+            const summary = (result.summary || '').trim();
+            const findings = (Array.isArray(result.findings) ? result.findings : [])
+              .slice(0, MAX_COMMENTS);
+
+            // Build the set of (path -> commentable new-file line numbers) from the diff.
+            const pr = await github.rest.pulls.get({ owner, repo, pull_number });
+            const headSha = pr.data.head.sha;
+            // If the PR advanced past the commit we reviewed, a newer run is already
+            // handling the new head — don't post findings generated from a stale diff.
+            if (headSha !== process.env.REVIEWED_SHA) {
+              core.notice(`PR head moved ${process.env.REVIEWED_SHA} -> ${headSha}; skipping stale review.`);
+              return;
+            }
+            const files = await github.paginate(github.rest.pulls.listFiles, {
+              owner, repo, pull_number, per_page: 100,
+            });
+            const commentable = new Map();
+            for (const f of files) {
+              if (!f.patch) continue;
+              const lines = new Set();
+              let newLine = 0;
+              for (const ln of f.patch.split('\n')) {
+                const h = ln.match(/^@@ -\d+(?:,\d+)? \+(\d+)(?:,\d+)? @@/);
+                if (h) { newLine = parseInt(h[1], 10); continue; }
+                if (ln.startsWith('\\')) continue;          // "\ No newline at end of file"
+                if (ln.startsWith('+')) { lines.add(newLine); newLine++; }
+                else if (ln.startsWith('-')) { /* removed line, no new-side number */ }
+                else { newLine++; }                          // context line
+              }
+              commentable.set(f.filename, lines);
+            }
+
+            // Split findings into inline-able vs. orphans (lines not in the diff).
+            const inline = [], orphans = [];
+            for (const fnd of findings) {
+              const sev = (fnd.severity || 'consider').toUpperCase();
+              const set = commentable.get(fnd.path);
+              if (set && set.has(fnd.line)) {
+                inline.push({
+                  path: fnd.path, line: fnd.line, side: 'RIGHT',
+                  body: `${INLINE_MARKER}\n**${sev}** ${fnd.comment}`,
+                });
+              } else {
+                orphans.push({ ...fnd, sev });
+              }
+            }
+
+            // Always clear our prior inline comments first, so findings resolved in a
+            // later push disappear even when this run produces no inline comments.
+            try {
+              const prior = await github.paginate(github.rest.pulls.listReviewComments, {
+                owner, repo, pull_number, per_page: 100,
+              });
+              for (const c of prior) {
+                if (c.user?.login === BOT && c.body && c.body.includes(INLINE_MARKER)) {
+                  try { await github.rest.pulls.deleteReviewComment({ owner, repo, comment_id: c.id }); }
+                  catch {}
+                }
+              }
+            } catch (e) { core.warning(`Could not clean prior inline comments: ${e.message}`); }
+
+            // Post this run's inline comments. If it fails, fold them into the summary.
+            let inlinePosted = false;
+            if (inline.length) {
+              try {
+                await github.rest.pulls.createReview({
+                  owner, repo, pull_number, commit_id: headSha,
+                  event: 'COMMENT', comments: inline,
+                });
+                inlinePosted = true;
+              } catch (err) {
+                core.warning(`Inline review failed (${err.status || ''}); folding into the summary.`);
+              }
+            }
+
+            // Build the rolling summary comment.
+            const leftover = inlinePosted
+              ? orphans
+              : findings.map(f => ({ ...f, sev: (f.severity || 'consider').toUpperCase() }));
+            let body = `${SUMMARY_MARKER}\n### Codex review\n\n` +
+              (summary || (findings.length ? 'See inline comments.' : 'No issues found.'));
+            if (leftover.length) {
+              body += `\n\n**${inlinePosted ? 'Findings not on changed lines' : 'Findings'}:**\n`;
+              for (const o of leftover) body += `\n- \`${o.path}:${o.line}\` **${o.sev}** ${o.comment}`;
+            }
+
+            // Upsert one rolling summary comment instead of stacking on each push.
+            const comments = await github.paginate(github.rest.issues.listComments, {
+              owner, repo, issue_number: pull_number, per_page: 100,
+            });
+            const existing = comments.find(c => c.user?.login === BOT && c.body && c.body.includes(SUMMARY_MARKER));
+            if (existing) {
+              await github.rest.issues.updateComment({ owner, repo, comment_id: existing.id, body });
+            } else {
+              await github.rest.issues.createComment({ owner, repo, issue_number: pull_number, body });
+            }
diff --git a/.github/workflows/codex-review.yml b/.github/workflows/codex-review.yml
index 77957113..616dd44c 100644
--- a/.github/workflows/codex-review.yml
+++ b/.github/workflows/codex-review.yml
@@ -1,259 +1,67 @@
-name: Codex PR Review
+name: Codex Review (collect diff)
+
+# Stage 1 of the two-stage Codex PR review.
+#
+# Runs on EVERY pull request — including forks — but with NO secrets and a
+# read-only token, so it is safe against untrusted code. It performs no build or
+# install: it checks out the PR merge ref, computes the diff, and hands it to the
+# privileged Stage 2 (codex-review-post.yml) via an artifact consumed through
+# `workflow_run`. Because fork code never executes here and no secret is present,
+# a malicious PR has nothing to steal or abuse.
+#
+# NOTE: `workflow_run` only fires for the copy of these workflows on the default
+# branch, so Codex review activates once this pair is merged to main (the PR that
+# introduces it will not review itself).
 
 on:
   pull_request:
-    types: [opened, synchronize, reopened]
-  issue_comment:
-    types: [created]
+    # ready_for_review is included so a PR opened as a draft is reviewed the
+    # moment it becomes non-draft (the collect-diff job gates on draft == false).
+    types: [opened, synchronize, reopened, ready_for_review]
+
+permissions:
+  contents: read
 
 concurrency:
-  group: codex-review-${{ github.event.pull_request.number || github.event.issue.number }}
+  group: codex-review-${{ github.event.pull_request.number }}
   cancel-in-progress: true
 
 jobs:
-  authorize:
-    # Trigger gate: PR events always, comment events only for "@codex review" from a
-    # trusted commenter. The step then restricts to same-repo (non-fork) PRs so a
-    # public fork can never reach the privileged checkout below.
-    if: >
-      github.event_name == 'pull_request' ||
-      (github.event.issue.pull_request != null &&
-       contains(github.event.comment.body, '@codex review') &&
-       contains(fromJSON('["OWNER","MEMBER","COLLABORATOR"]'), github.event.comment.author_association))
-    runs-on: ubuntu-latest
-    permissions:
-      pull-requests: read
-    outputs:
-      ok: ${{ steps.gate.outputs.ok }}
-      pr: ${{ steps.gate.outputs.pr }}
-    steps:
-      - id: gate
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ github.token }}
-          script: |
-            const prNum = context.payload.pull_request?.number ?? context.payload.issue?.number;
-            if (!prNum) { core.setOutput('ok', 'false'); return; }
-            const { data: pr } = await github.rest.pulls.get({
-              owner: context.repo.owner, repo: context.repo.repo, pull_number: prNum,
-            });
-            const sameRepo = !!pr.head.repo && pr.head.repo.full_name === pr.base.repo.full_name;
-            core.setOutput('pr', String(prNum));
-            core.setOutput('ok', sameRepo ? 'true' : 'false');
-            if (!sameRepo) {
-              core.notice(`Skipping Codex review: PR #${prNum} is from a fork; only same-repo branches are reviewed.`);
-            }
-
-  review:
-    needs: authorize
-    if: needs.authorize.outputs.ok == 'true'
+  collect-diff:
+    # Skip drafts and bot-authored PRs; every other PR (incl. forks) is reviewed.
+    if: github.event.pull_request.draft == false && github.event.pull_request.user.type != 'Bot'
     runs-on: ubuntu-latest
     permissions:
       contents: read
-    outputs:
-      result: ${{ steps.run_codex.outputs.final-message }}
     steps:
-      - uses: actions/checkout@v4
+      - name: Check out PR head
+        uses: actions/checkout@v4
         with:
-          ref: refs/pull/${{ needs.authorize.outputs.pr }}/merge
+          # The head ref always exists; the merge ref does NOT when the PR has
+          # conflicts, which would silently skip the review. Diffing the head
+          # against the base's merge-base reproduces GitHub's PR diff regardless.
+          ref: refs/pull/${{ github.event.pull_request.number }}/head
           fetch-depth: 0
           persist-credentials: false
 
-      - name: Run Codex
-        id: run_codex
-        uses: openai/codex-action@v1
-        with:
-          openai-api-key: ${{ secrets.OPENAI_API_KEY }}
-          model: gpt-5.5
-          effort: xhigh
-          sandbox: read-only
-          output-schema: |
-            {
-              "type": "object",
-              "additionalProperties": false,
-              "properties": {
-                "summary": { "type": "string" },
-                "findings": {
-                  "type": "array",
-                  "items": {
-                    "type": "object",
-                    "additionalProperties": false,
-                    "properties": {
-                      "path": { "type": "string" },
-                      "line": { "type": "integer" },
-                      "severity": { "type": "string", "enum": ["blocking", "consider"] },
-                      "comment": { "type": "string" }
-                    },
-                    "required": ["path", "line", "severity", "comment"]
-                  }
-                }
-              },
-              "required": ["summary", "findings"]
-            }
-          prompt: |
-            You are reviewing pull request #${{ needs.authorize.outputs.pr }} in ${{ github.repository }}.
-
-            The PR's changes are exactly the diff between the merge commit's two parents.
-            Run `git diff HEAD^1 HEAD^2` to see everything that changed, and
-            `git diff HEAD^1 HEAD^2 -- <path>` to focus on a single file.
-
-            Review ONLY those changes. Report high-signal findings only.
-
-            Correctness & safety:
-            - logic errors, unhandled edge cases, broken assumptions
-            - security vulnerabilities
-            - data loss, concurrency hazards, resource leaks
-
-            Design & code quality:
-            - the soundness of the overall approach, not just line-level bugs
-            - elegance: is there a simpler, cleaner way to achieve the same result?
-            - abstraction: prefer the most general clean abstraction that fits the problem,
-              without over-engineering for cases that don't exist
-            - redundancy: flag duplicated logic, dead code, and anything that violates DRY
-
-            Skip pure formatting and style nits.
-
-            Report at most the 5 most important findings. Consolidate an issue that
-            recurs in several places into one finding at the most representative location.
-
-            Output JSON matching the provided schema:
-            - `summary`: one or two sentences on the PR overall. If there are no real
-              issues, set summary to "No issues found." and findings to [].
-            - `findings[].path`: repository-relative file path, exactly as git reports it.
-            - `findings[].line`: the line number in the NEW (post-change) version of the
-              file. It MUST be a line the PR adds or modifies.
-            - `findings[].severity`: "blocking" or "consider".
-            - `findings[].comment`: markdown review comment with a short code snippet and a
-              concrete fix.
-
-  post_review:
-    needs: [authorize, review]
-    if: needs.review.outputs.result != ''
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      pull-requests: write
-    steps:
-      - name: Post inline review
-        uses: actions/github-script@v7
+      - name: Compute PR diff and metadata
         env:
-          CODEX_RESULT: ${{ needs.review.outputs.result }}
-          PR_NUMBER: ${{ needs.authorize.outputs.pr }}
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+          BASE_REF: ${{ github.event.pull_request.base.ref }}
+        run: |
+          set -euo pipefail
+          mkdir -p codex-payload
+          # Fetch the base branch, then take the merge-base ("...") diff — the exact
+          # change set GitHub shows, and robust to an un-mergeable PR.
+          git fetch --no-tags origin "$BASE_REF"
+          git diff FETCH_HEAD...HEAD > codex-payload/pr.diff
+          printf '%s' "$PR_NUMBER" > codex-payload/pr-number.txt
+          echo "Collected $(wc -l < codex-payload/pr.diff) diff lines for PR #${PR_NUMBER}"
+
+      - name: Upload review payload
+        uses: actions/upload-artifact@v4
         with:
-          github-token: ${{ github.token }}
-          script: |
-            const { owner, repo } = context.repo;
-            const pull_number = Number(process.env.PR_NUMBER);
-            const SUMMARY_MARKER = '<!-- codex-review-summary -->';
-            const INLINE_MARKER = '<!-- codex-review-inline -->';
-            const MAX_COMMENTS = 5;
-
-            // Parse Codex JSON. With --output-schema the result is already pure JSON,
-            // and its findings may contain fenced code blocks, so never grab an inner
-            // fence: parse the whole string first, then a fence wrapping the whole
-            // string, then fall back to the outermost braces.
-            function parseResult(raw) {
-              if (!raw) return null;
-              const tryParse = (s) => { try { return JSON.parse(s); } catch { return null; } };
-              const trimmed = raw.trim();
-              let out = tryParse(trimmed);
-              if (out) return out;
-              const fence = trimmed.match(/^```(?:json)?\s*\n?([\s\S]*?)\n?```$/);
-              if (fence) { out = tryParse(fence[1].trim()); if (out) return out; }
-              const a = trimmed.indexOf('{'), b = trimmed.lastIndexOf('}');
-              if (a !== -1 && b > a) return tryParse(trimmed.slice(a, b + 1));
-              return null;
-            }
-            const result = parseResult(process.env.CODEX_RESULT);
-            if (!result) { core.setFailed('Could not parse Codex output as JSON.'); return; }
-
-            const summary = (result.summary || '').trim();
-            const findings = (Array.isArray(result.findings) ? result.findings : [])
-              .slice(0, MAX_COMMENTS);
-
-            // Build the set of (path -> commentable new-file line numbers) from the diff.
-            const pr = await github.rest.pulls.get({ owner, repo, pull_number });
-            const headSha = pr.data.head.sha;
-            const files = await github.paginate(github.rest.pulls.listFiles, {
-              owner, repo, pull_number, per_page: 100,
-            });
-            const commentable = new Map();
-            for (const f of files) {
-              if (!f.patch) continue;
-              const lines = new Set();
-              let newLine = 0;
-              for (const ln of f.patch.split('\n')) {
-                const h = ln.match(/^@@ -\d+(?:,\d+)? \+(\d+)(?:,\d+)? @@/);
-                if (h) { newLine = parseInt(h[1], 10); continue; }
-                if (ln.startsWith('\\')) continue;          // "\ No newline at end of file"
-                if (ln.startsWith('+')) { lines.add(newLine); newLine++; }
-                else if (ln.startsWith('-')) { /* removed line, no new-side number */ }
-                else { newLine++; }                          // context line
-              }
-              commentable.set(f.filename, lines);
-            }
-
-            // Split findings into inline-able vs. orphans (lines not in the diff).
-            const inline = [], orphans = [];
-            for (const fnd of findings) {
-              const sev = (fnd.severity || 'consider').toUpperCase();
-              const set = commentable.get(fnd.path);
-              if (set && set.has(fnd.line)) {
-                inline.push({
-                  path: fnd.path, line: fnd.line, side: 'RIGHT',
-                  body: `${INLINE_MARKER}\n**${sev}** ${fnd.comment}`,
-                });
-              } else {
-                orphans.push({ ...fnd, sev });
-              }
-            }
-
-            // Always clear our prior inline comments first, so findings resolved in a
-            // later push disappear even when this run produces no inline comments.
-            try {
-              const prior = await github.paginate(github.rest.pulls.listReviewComments, {
-                owner, repo, pull_number, per_page: 100,
-              });
-              for (const c of prior) {
-                if (c.body && c.body.includes(INLINE_MARKER)) {
-                  try { await github.rest.pulls.deleteReviewComment({ owner, repo, comment_id: c.id }); }
-                  catch {}
-                }
-              }
-            } catch (e) { core.warning(`Could not clean prior inline comments: ${e.message}`); }
-
-            // Post this run's inline comments. If it fails, fold them into the summary.
-            let inlinePosted = false;
-            if (inline.length) {
-              try {
-                await github.rest.pulls.createReview({
-                  owner, repo, pull_number, commit_id: headSha,
-                  event: 'COMMENT', comments: inline,
-                });
-                inlinePosted = true;
-              } catch (err) {
-                core.warning(`Inline review failed (${err.status || ''}); folding into the summary.`);
-              }
-            }
-
-            // Build the rolling summary comment.
-            const leftover = inlinePosted
-              ? orphans
-              : findings.map(f => ({ ...f, sev: (f.severity || 'consider').toUpperCase() }));
-            let body = `${SUMMARY_MARKER}\n### Codex review\n\n` +
-              (summary || (findings.length ? 'See inline comments.' : 'No issues found.'));
-            if (leftover.length) {
-              body += `\n\n**${inlinePosted ? 'Findings not on changed lines' : 'Findings'}:**\n`;
-              for (const o of leftover) body += `\n- \`${o.path}:${o.line}\` **${o.sev}** ${o.comment}`;
-            }
-
-            // Upsert one rolling summary comment instead of stacking on each push.
-            const comments = await github.paginate(github.rest.issues.listComments, {
-              owner, repo, issue_number: pull_number, per_page: 100,
-            });
-            const existing = comments.find(c => c.body && c.body.includes(SUMMARY_MARKER));
-            if (existing) {
-              await github.rest.issues.updateComment({ owner, repo, comment_id: existing.id, body });
-            } else {
-              await github.rest.issues.createComment({ owner, repo, issue_number: pull_number, body });
-            }
+          name: codex-review-payload
+          path: codex-payload/
+          retention-days: 1
+          if-no-files-found: error

From ff5f6b63ea5aaedbd28adc5f4d2043d097e2d477 Mon Sep 17 00:00:00 2001
From: Ashvath <67655307+ashvathsureshkumar@users.noreply.github.com>
Date: Thu, 23 Jul 2026 14:04:47 -0700
Subject: [PATCH 20/27] fix(ten-moss): make example setup reproducible (#479)

## Summary

Fixes two setup failures hit while standing up the ten-moss example from
a clean machine, and automates the drop-in step.

- **Commit the executable bit on `tenapp/scripts/*.sh`.** They were
committed as `100644`, so `task install` failed with `permission denied`
at `install_python_deps.sh` for every fresh checkout.
- **Pre-warm the `moss-minilm` model cache during `task install`.** Two
workers starting at the same moment on a cold cache race the model
download and corrupt `~/.cache/moss-models` (one worker saw `IO error:
No such file or directory`, the other `tokenization failed: trailing
characters`). Because the extension opens Moss best-effort, the agent
then runs silently ungrounded. Warming the cache from a single process
at install time removes the race window in practice; the durable fix
(atomic download or lock) belongs in the SDK layer and is out of scope
here.
- **Add `setup.sh`** to automate README Quick start step 2 (copy the
`voice-assistant` harness, swap in `tenapp/`, seed `ai_agents/.env`),
with guards for a non-TEN path and an existing target.
- **README**: document the above, plus an Apple Silicon note
(`ten_agent_build` is amd64-only; colima needs `--vz-rosetta`, since the
Go toolchain segfaults under qemu emulation).

## Testing

- `setup.sh` exercised against a mock TEN skeleton: drop-in, env
seeding, re-run guard, and bad-path guard all verified.
- Modified `install_python_deps.sh` run inside the
`ten_agent_build:0.7.14` container: builds, installs, and reports `Moss
model cache warm (doc_count=10)`; with `MOSS_*` unset it skips cleanly.
- Full example validated end to end on this branch's content: playground
session with Deepgram STT, gpt-4o-mini, ElevenLabs TTS, and `Moss
session opened` with grounded retrieval in the transcript.

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/479?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
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srcset="https://www.cubic.dev/buttons/review-in-cubic-light.svg"><img
alt="Review in cubic"
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<!-- End of auto-generated description by cubic. -->

---------

Co-authored-by: Harsha Nalluru <harsha.nalluru1997@gmail.com>
---
 apps/ten-moss/README.md                       | 14 +++-
 apps/ten-moss/setup.sh                        | 57 +++++++++++++++
 .../tenapp/scripts/install_python_deps.sh     | 70 +++++++++++++++++++
 apps/ten-moss/tenapp/scripts/start.sh         |  0
 4 files changed, 138 insertions(+), 3 deletions(-)
 create mode 100755 apps/ten-moss/setup.sh
 mode change 100644 => 100755 apps/ten-moss/tenapp/scripts/install_python_deps.sh
 mode change 100644 => 100755 apps/ten-moss/tenapp/scripts/start.sh

diff --git a/apps/ten-moss/README.md b/apps/ten-moss/README.md
index 3f99ed28..47aa4217 100644
--- a/apps/ten-moss/README.md
+++ b/apps/ten-moss/README.md
@@ -56,7 +56,13 @@ This example ships the TEN app plus a small index builder; the run harness (play
    python create_index.py           # reads data/knowledge.jsonl, creates MOSS_INDEX_NAME
    ```
 
-2. **Drop the app into a TEN checkout** by reusing the sibling `voice-assistant` example's harness and swapping in this `tenapp/`:
+2. **Drop the app into a TEN checkout**:
+
+   ```bash
+   ./setup.sh /path/to/ten-framework
+   ```
+
+   The script reuses the sibling `voice-assistant` example's harness (Taskfile, `scripts/`, Dockerfile), swaps in this `tenapp/`, and seeds `ai_agents/.env` from this directory's `.env` if you created one in step 1. To do it by hand instead:
 
    ```bash
    cd ten-framework/ai_agents/agents/examples
@@ -65,10 +71,12 @@ This example ships the TEN app plus a small index builder; the run harness (play
    cp -r /path/to/moss/apps/ten-moss/tenapp voice-assistant-with-moss/tenapp
    ```
 
-   `main_python` depends on [`ten-moss`](https://pypi.org/project/ten-moss/) (listed in `main_python/requirements.txt`), so `task install` pulls it from PyPI automatically.
+   `main_python` depends on [`ten-moss`](https://pypi.org/project/ten-moss/) (listed in `main_python/requirements.txt`), so `task install` pulls it from PyPI automatically. `task install` also pre-downloads the `moss-minilm` embedding model (when the `MOSS_*` env vars are set) so the first agent session does not have to.
 
 3. **Run with TEN's tooling** from that example directory (`task install && task run`, per the TEN docs), with the `MOSS_*` vars from step 1 plus the provider keys from Prerequisites (Agora, Deepgram, OpenAI, ElevenLabs). Open the TEN playground at http://localhost:3000, select the **`voice_assistant`** graph (a `predefined_graph` in `tenapp/property.json`, or open `?graph=voice_assistant`), and ask something covered by `data/knowledge.jsonl`, for example *"how long do refunds take?"*, to hear grounded answers.
 
+   **Apple Silicon note:** TEN's `ten_agent_build` dev image is amd64-only. On colima, start the VM with Rosetta (`colima start --vz-rosetta`); under plain qemu emulation the Go toolchain segfaults during `task install`. Docker Desktop and OrbStack enable Rosetta by default.
+
 ## Under the hood
 
 The difference from the stock TEN voice assistant is small and lives in three places in `main_python`:
@@ -155,7 +163,7 @@ Moss is configured on the `main_control` node in `tenapp/property.json` (env-sub
 
 The `tenapp/` baseline (graph, `main_python` control extension, agent runtime, scripts) is vendored from the TEN Framework `voice-assistant` example at commit [`c385d27`](https://github.com/ten-framework/ten-framework/tree/c385d2724a1f3e6ac4ee0b81fcc7dada8346c0e0/ai_agents/agents/examples/voice-assistant), licensed under **Apache-2.0** (headers preserved). Only the Moss delta described above is Moss-authored.
 
-Two small correctness patches were applied on top of the vendored baseline: `agent/decorators.py` fixes the `agent_event_handler` annotation to `type[AgentEvent]`, and `extension.py` parses `session_id` defensively so a non-numeric value cannot crash the ASR handler.
+Three small patches were applied on top of the vendored baseline: `agent/decorators.py` fixes the `agent_event_handler` annotation to `type[AgentEvent]`; `extension.py` parses `session_id` defensively so a non-numeric value cannot crash the ASR handler; and `scripts/install_python_deps.sh` fails fast (`set -euo pipefail`) and pre-warms the `moss-minilm` model cache, because two workers racing the first download corrupt the cache and grounding then silently degrades to an ungrounded assistant.
 
 ## Testing status
 
diff --git a/apps/ten-moss/setup.sh b/apps/ten-moss/setup.sh
new file mode 100755
index 00000000..ab30c602
--- /dev/null
+++ b/apps/ten-moss/setup.sh
@@ -0,0 +1,57 @@
+#!/usr/bin/env bash
+# Drop this example into a TEN Framework checkout (README Quick start, step 2).
+#
+# Usage: ./setup.sh /path/to/ten-framework
+#
+# Reuses the sibling voice-assistant example's harness (Taskfile, scripts,
+# Dockerfile), swaps in this tenapp/, and seeds ai_agents/.env from this
+# directory's .env if present.
+set -euo pipefail
+
+HERE=$(cd "$(dirname "$0")" && pwd)
+TEN_ROOT=${1:?usage: ./setup.sh /path/to/ten-framework}
+EXAMPLES="$TEN_ROOT/ai_agents/agents/examples"
+TARGET="$EXAMPLES/voice-assistant-with-moss"
+
+if [[ ! -d "$EXAMPLES/voice-assistant" ]]; then
+  echo "error: $TEN_ROOT does not look like a TEN Framework checkout" >&2
+  echo "       (missing ai_agents/agents/examples/voice-assistant)" >&2
+  exit 1
+fi
+
+if [[ -e "$TARGET" ]]; then
+  echo "error: $TARGET already exists; remove it to re-run setup" >&2
+  exit 1
+fi
+
+cp -R "$EXAMPLES/voice-assistant" "$TARGET"
+rm -rf "$TARGET/tenapp"
+cp -R "$HERE/tenapp" "$TARGET/tenapp"
+chmod +x "$TARGET"/tenapp/scripts/*.sh
+
+ENV_FILE="$TEN_ROOT/ai_agents/.env"
+if [[ ! -f "$ENV_FILE" ]]; then
+  cp "$TEN_ROOT/ai_agents/.env.example" "$ENV_FILE"
+fi
+if [[ -f "$HERE/.env" ]]; then
+  {
+    echo
+    echo "# --- appended by apps/ten-moss/setup.sh ---"
+    cat "$HERE/.env"
+  } >>"$ENV_FILE"
+  echo "Appended $HERE/.env to $ENV_FILE"
+else
+  echo "note: no $HERE/.env found; fill in $ENV_FILE by hand"
+fi
+
+cat <<EOF
+
+Done. Example installed at:
+  $TARGET
+
+Next, from that directory (inside TEN's dev container, or with TEN tooling
+installed locally):
+  task install && task run
+
+Then open http://localhost:3000 and select the voice_assistant graph.
+EOF
diff --git a/apps/ten-moss/tenapp/scripts/install_python_deps.sh b/apps/ten-moss/tenapp/scripts/install_python_deps.sh
old mode 100644
new mode 100755
index 0729e5ee..06f2fd7f
--- a/apps/ten-moss/tenapp/scripts/install_python_deps.sh
+++ b/apps/ten-moss/tenapp/scripts/install_python_deps.sh
@@ -51,6 +51,74 @@ install_python_requirements() {
   echo "Python dependencies installation completed!"
 }
 
+warm_moss_model_cache() {
+  # Download the Moss embedding model once, before any worker starts. Two
+  # workers starting at the same moment on a cold cache race the download and
+  # corrupt it; grounding then fails best-effort and the agent runs ungrounded.
+  # (Patch on the vendored baseline.)
+  if [[ -z "${MOSS_PROJECT_ID:-}" || -z "${MOSS_PROJECT_KEY:-}" || -z "${MOSS_INDEX_NAME:-}" ]]; then
+    echo "MOSS_* env vars not set; skipping Moss model warmup"
+    return 0
+  fi
+  echo "Warming the Moss embedding model cache..."
+  # Warming the cache IS the point of this step, so we do not swallow failures:
+  #   - a missing dependency (import error) is a broken install -> fail fast, and
+  #   - transient download/network errors are retried, then fail the install if
+  #     the model still cannot be warmed.
+  # A silent warmup failure would leave the cold-cache race in place (concurrent
+  # workers corrupt ~/.cache/moss-models and grounding degrades to nothing), so
+  # failing loudly here is better than an agent that looks fine but is ungrounded.
+  # (MOSS_* unset is handled above: it skips cleanly so credential-less installs
+  # still succeed.)
+  python3 - <<'PY'
+import asyncio
+import os
+import sys
+import time
+
+# A missing dependency means the install itself is broken: let this raise and
+# abort `task install` now, instead of surfacing later as a runtime import error.
+from ten_moss import MossSessionManager
+
+ATTEMPTS = 3
+
+
+async def _warm() -> None:
+    manager = MossSessionManager(
+        project_id=os.environ["MOSS_PROJECT_ID"],
+        project_key=os.environ["MOSS_PROJECT_KEY"],
+        index_name=os.environ["MOSS_INDEX_NAME"],
+        model_id="moss-minilm",
+    )
+    await manager.open()
+    print(f"Moss model cache warm (doc_count={manager.doc_count})")
+
+
+for attempt in range(1, ATTEMPTS + 1):
+    try:
+        asyncio.run(_warm())
+        break
+    except Exception as exc:  # noqa: BLE001 - retry transient download/network errors
+        if attempt == ATTEMPTS:
+            print(
+                f"ERROR: could not warm the Moss model cache after {ATTEMPTS} attempts: {exc}",
+                file=sys.stderr,
+            )
+            print(
+                "Aborting install: without a warm cache, concurrent workers race the "
+                "first model download and corrupt it, silently disabling grounding. "
+                "Fix connectivity/credentials and re-run `task install`.",
+                file=sys.stderr,
+            )
+            sys.exit(1)
+        print(
+            f"  warmup attempt {attempt}/{ATTEMPTS} failed ({exc}); retrying...",
+            file=sys.stderr,
+        )
+        time.sleep(2)
+PY
+}
+
 build_go_app() {
   local app_dir=$1
   cd $app_dir
@@ -82,6 +150,8 @@ main() {
 
   # Install Python dependencies
   install_python_requirements "$APP_HOME"
+
+  warm_moss_model_cache
 }
 
 # If script is executed directly, run main function
diff --git a/apps/ten-moss/tenapp/scripts/start.sh b/apps/ten-moss/tenapp/scripts/start.sh
old mode 100644
new mode 100755

From 2510be05042dfef601a7f70cf1392f5289bfeedd Mon Sep 17 00:00:00 2001
From: Harsha Nalluru <harsha.nalluru1997@gmail.com>
Date: Thu, 23 Jul 2026 15:01:30 -0700
Subject: [PATCH 21/27] ci: pin ruff to 0.15.22 to unbreak main (#480)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Problem

`main` and every open PR are currently red on the required checks
**`python-lint`** and **`python-sdk-test`** (all Python versions).

Root cause is a floating linter, not any code change:

- Both jobs install ruff **unpinned** (`pip install ruff` in the
`python-lint` job and again in the `python-sdk-test` "Lint with ruff"
step).
- **ruff 0.16.0** was published `2026-07-23T19:10:46Z`. The next `main`
run (`378d72b`/`c3e6ddb`) executed at `19:14Z` — ~4 minutes later — and
picked it up.
- 0.16.0 turned on a large new default rule surface, which flags **~460
pre-existing findings** repo-wide: `UP045` (120), `I001` (84), `UP006`
(79), `BLE001` (71), `UP035` (31), plus `S110`, `RUF*`, `SIM*`,
`DTZ005`, etc.

The last green `main` runs (01:00Z the same day) used **ruff 0.15.22**.
**No `.py` changed** between those and the first red run (only `.yml` /
lockfiles), so this is purely the ruff version.

## Fix

Pin both installs to `ruff==0.15.22` (the last green version), with a
comment explaining why.

## Verification (local, on current `main`)

- `ruff==0.15.22 check . --extend-exclude '**/*.ipynb'` -> **All checks
passed!**
- `ruff==0.15.22 check src/ tests/` in `sdks/python/sdk` -> **All checks
passed!**

## Note

This is a deliberate stopgap to unblock merges immediately. The 460
findings under 0.16.0 are real lint signal; a follow-up can address (or
selectively `ignore`) them and then bump the pin. Filing/So they don't
get lost, happy to open that follow-up.

<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/480?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
media="(prefers-color-scheme: light)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-light.svg"><img
alt="Review in cubic"
src="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"></picture></a>
<!-- End of auto-generated description by cubic. -->
---
 .github/workflows/ci.yml | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 102ddc41..df8b643a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -21,7 +21,11 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install ruff mypy
+        # Pin ruff: 0.16.0 (released 2026-07-23) turned on a large new rule
+        # surface that flags ~460 pre-existing findings across the repo and
+        # breaks CI on every PR. Pinned to the last green version; bump only
+        # once those findings are addressed (see python-sdk-test for the twin).
+        pip install ruff==0.15.22 mypy
         if [ -f examples/python/requirements.txt ]; then pip install -r examples/python/requirements.txt; fi
     - name: Lint with ruff
       run: ruff check . --extend-exclude '**/*.ipynb'
@@ -91,7 +95,7 @@ jobs:
     - name: Lint with ruff
       working-directory: sdks/python/sdk
       run: |
-        pip install ruff
+        pip install ruff==0.15.22  # pinned; see python-lint job for why (ruff 0.16.0 regression)
         ruff check src/ tests/
     - name: Type check with mypy
       working-directory: sdks/python/sdk

From 687d9eb3080fd9e811eefe581f32ec4eca3690ac Mon Sep 17 00:00:00 2001
From: Sravan Avvaru <81159574+Sravan1011@users.noreply.github.com>
Date: Sat, 25 Jul 2026 10:20:28 +0530
Subject: [PATCH 22/27] =?UTF-8?q?feat:=20add=20moss-connector-s3=20?=
 =?UTF-8?q?=E2=80=94=20index=20an=20S3=20bucket,=20re-index=20on=20change?=
 =?UTF-8?q?=20(#402)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Summary

Adds an Amazon S3 source connector, built from the
`packages/moss-data-connector/_template` pattern (with the DynamoDB
connector as the boto3 style reference). It indexes documents from an S3
bucket and — per the watch-a-bucket story — re-indexes automatically
when the bucket contents change.

Closes #381

## What's included

**`S3Connector`** (`src/connector.py`)
- Lists the bucket with `list_objects_v2`, following continuation tokens
automatically
- `prefix` filtering server-side, `suffix` filtering client-side
(`".md"` or a tuple like `(".md", ".txt")`) — non-matching objects are
skipped without being downloaded
- Zero-byte "folder" placeholder keys (ending in `/`) always skipped
- Hands the mapper a row dict: `key`, `text` (decoded body, configurable
encoding), `etag`, `last_modified`, `size`, `content_type`, and S3 user
metadata
- `**boto3_kwargs` passthrough (`region_name`, `endpoint_url`,
credentials) so MinIO/LocalStack work out of the box
- `snapshot()` returns `{key: etag}` from a list-only pass — no bodies
downloaded

**`watch()`** (`src/watch.py`) — the re-index-on-change piece
- Ingests once, then polls `snapshot()` on `poll_interval` and rebuilds
the index whenever an object is added, removed, or modified
- Snapshot is taken *before* each ingest, so changes landing mid-ingest
are caught on the next poll rather than lost
- `max_polls` for one-shot sync jobs and tests; `on_change` callback
with the new snapshot
- Per the template rules, sync/loop logic lives in the connector's own
code — `ingest.py` is copied verbatim from the template

**Tests**
- `tests/test_s3.py` — 12 unit tests, moto-mocked, no AWS needed: ingest
end-to-end, prefix/suffix filters, pagination (`page_size=1`), empty
bucket, `auto_id`, user-metadata passthrough, snapshot add/modify/delete
tracking, watch re-index on change, and watch no-op when unchanged
- `tests/test_integration_s3_moss.py` — live round trip (S3 → ingest →
Moss query → cleanup) plus a live watch test; skip-gated the same way as
the DynamoDB connector (`S3_ENDPOINT_URL` for MinIO/LocalStack, or
`MOSS_CONNECTOR_S3_ALLOW_AWS=1` to opt in to real AWS)

**Docs & extras**
- Package README with one-shot ingest and watch-a-bucket usage, mapper
row reference, MinIO/LocalStack notes
- `demo.py` end-to-end walkthrough (create bucket → upload → ingest →
query → add object → watch re-indexes → cleanup)
- `.env.example`, and a new row in the parent `moss-data-connector`
README layout + table

## Test results

```
tests/test_s3.py ............ 12 passed
ruff check .                  All checks passed!
```

(Unit tests run fully offline via moto. Integration tests verified to
collect and skip cleanly without credentials.)

---------

Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: cubic-dev-ai[bot] <191113872+cubic-dev-ai[bot]@users.noreply.github.com>
---
 packages/moss-data-connector/README.md        |   6 +-
 .../moss-connector-s3/.env.example            |   9 +
 .../moss-connector-s3/.gitignore              |  10 +
 .../moss-connector-s3/README.md               | 193 ++++++
 .../moss-connector-s3/demo.py                 | 255 ++++++++
 .../moss-connector-s3/pyproject.toml          |  61 ++
 .../moss-connector-s3/src/__init__.py         |  11 +
 .../moss-connector-s3/src/aio.py              |  39 ++
 .../moss-connector-s3/src/connector.py        | 180 ++++++
 .../moss-connector-s3/src/ingest.py           |  36 ++
 .../moss-connector-s3/src/watch.py            | 193 ++++++
 .../tests/test_integration_s3_moss.py         | 216 +++++++
 .../moss-connector-s3/tests/test_s3.py        | 598 ++++++++++++++++++
 13 files changed, 1806 insertions(+), 1 deletion(-)
 create mode 100644 packages/moss-data-connector/moss-connector-s3/.env.example
 create mode 100644 packages/moss-data-connector/moss-connector-s3/.gitignore
 create mode 100644 packages/moss-data-connector/moss-connector-s3/README.md
 create mode 100644 packages/moss-data-connector/moss-connector-s3/demo.py
 create mode 100644 packages/moss-data-connector/moss-connector-s3/pyproject.toml
 create mode 100644 packages/moss-data-connector/moss-connector-s3/src/__init__.py
 create mode 100644 packages/moss-data-connector/moss-connector-s3/src/aio.py
 create mode 100644 packages/moss-data-connector/moss-connector-s3/src/connector.py
 create mode 100644 packages/moss-data-connector/moss-connector-s3/src/ingest.py
 create mode 100644 packages/moss-data-connector/moss-connector-s3/src/watch.py
 create mode 100644 packages/moss-data-connector/moss-connector-s3/tests/test_integration_s3_moss.py
 create mode 100644 packages/moss-data-connector/moss-connector-s3/tests/test_s3.py

diff --git a/packages/moss-data-connector/README.md b/packages/moss-data-connector/README.md
index 55cf2dfb..938a2743 100644
--- a/packages/moss-data-connector/README.md
+++ b/packages/moss-data-connector/README.md
@@ -11,7 +11,9 @@ moss-data-connector/
 ├── moss-connector-mongodb/     # MongoDB source (requires pymongo)
 ├── moss-connector-mysql/       # MySQL / MariaDB source (requires pymysql)
 ├── moss-connector-supabase/    # Supabase source (requires supabase)
-└── moss-connector-dynamodb/    # Amazon DynamoDB source (requires boto3)
+├── moss-connector-dynamodb/    # Amazon DynamoDB source (requires boto3)
+├── moss-connector-huggingface/ # Hugging Face datasets source (requires datasets)
+└── moss-connector-s3/          # Amazon S3 source + watch/re-index (requires boto3)
 ```
 
 
@@ -42,6 +44,8 @@ Use `auto_id=True` when your mapper does not have a stable primary key and you w
 | [`moss-connector-mysql`](moss-connector-mysql)             | MySQL         | `pymysql`    |
 | [`moss-connector-supabase`](moss-connector-supabase)       | Supabase      | `supabase`   |
 | [`moss-connector-dynamodb`](moss-connector-dynamodb)       | Amazon DynamoDB | `boto3`    |
+| [`moss-connector-huggingface`](moss-connector-huggingface) | Hugging Face datasets | `datasets` |
+| [`moss-connector-s3`](moss-connector-s3)                   | Amazon S3     | `boto3`      |
 
 ## Adding a new connector
 
diff --git a/packages/moss-data-connector/moss-connector-s3/.env.example b/packages/moss-data-connector/moss-connector-s3/.env.example
new file mode 100644
index 00000000..5debc1d3
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/.env.example
@@ -0,0 +1,9 @@
+AWS_ACCESS_KEY_ID=your-aws-access-key-id
+AWS_SECRET_ACCESS_KEY=your-aws-secret-access-key
+AWS_DEFAULT_REGION=us-east-1
+S3_BUCKET=moss-connector-test
+S3_ENDPOINT_URL=http://localhost:9000
+MOSS_CONNECTOR_S3_ALLOW_AWS=0
+
+MOSS_PROJECT_ID=your-moss-project-id
+MOSS_PROJECT_KEY=your-moss-project-key
diff --git a/packages/moss-data-connector/moss-connector-s3/.gitignore b/packages/moss-data-connector/moss-connector-s3/.gitignore
new file mode 100644
index 00000000..b86b0644
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/.gitignore
@@ -0,0 +1,10 @@
+build/
+dist/
+*.egg-info/
+__pycache__/
+*.py[cod]
+.venv/
+.pytest_cache/
+.ruff_cache/
+.mypy_cache/
+.env
diff --git a/packages/moss-data-connector/moss-connector-s3/README.md b/packages/moss-data-connector/moss-connector-s3/README.md
new file mode 100644
index 00000000..a77199d0
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/README.md
@@ -0,0 +1,193 @@
+# moss-connector-s3
+
+Amazon S3 source connector for Moss. Reads objects from an S3 bucket and
+ingests them into a Moss index via `boto3`, with an optional `watch()` loop
+that incrementally syncs the index whenever the bucket contents change.
+
+## Install
+
+```bash
+pip install moss-connector-s3
+```
+
+Pulls `boto3` as a dependency. AWS credentials must be configured separately
+(environment variables, `~/.aws/credentials`, or an IAM role).
+
+## Usage — one-shot ingest
+
+```python
+import asyncio
+from moss import DocumentInfo
+from moss_connector_s3 import S3Connector, ingest
+
+async def main():
+    source = S3Connector(
+        bucket="my-content-bucket",
+        prefix="kb/",          # only keys under kb/
+        suffix=".md",          # only markdown objects
+        mapper=lambda row: DocumentInfo(
+            id=row["key"],
+            text=row["text"],
+            metadata={"category": row["metadata"].get("category", "")},
+        ),
+        region_name="us-east-1",
+    )
+
+    result = await ingest(
+        source,
+        project_id="your_project_id",
+        project_key="your_project_key",
+        index_name="knowledge-base",
+    )
+    if result is None:
+        print("no matching objects found")
+    else:
+        print(f"copied {result.doc_count} objects")
+
+asyncio.run(main())
+```
+
+`ingest()` returns `None` when the bucket is empty or no objects match your
+filters. Pass `auto_id=True` to `ingest()` when your object keys are not
+stable ids and you want Moss to generate UUID document IDs.
+
+## Usage — watch a bucket (sync on change)
+
+`watch()` syncs the bucket into the index once, then polls and applies
+incremental updates whenever an object is added, removed, or modified
+(detected by comparing `{key: version}` snapshots built from ETag +
+LastModified + Size, so metadata-only rewrites count too — polls only *list*
+the bucket; only the changed objects are downloaded and re-embedded):
+
+```python
+import asyncio
+from moss import DocumentInfo
+from moss_connector_s3 import S3Connector, watch
+
+async def main():
+    source = S3Connector(
+        bucket="my-content-bucket",
+        prefix="kb/",
+        mapper=lambda row: DocumentInfo(id=row["key"], text=row["text"]),
+        region_name="us-east-1",
+    )
+    # Runs until cancelled; pushes every bucket change to the index.
+    await watch(
+        source,
+        project_id="your_project_id",
+        project_key="your_project_key",
+        index_name="knowledge-base",
+        poll_interval=60.0,   # seconds between bucket snapshots
+    )
+
+asyncio.run(main())
+```
+
+Pass `max_polls=N` to stop after N polls (useful for one-shot sync jobs in a
+scheduler), and `on_change=callback` (sync or async) to be notified with the
+new `{key: version}` snapshot after each applied change.
+
+Sync behavior:
+
+- **Startup** — the index is created from the bucket if it does not exist;
+  a surviving index from a prior run is *reconciled in place* (current
+  objects upserted, stale documents purged) rather than deleted and rebuilt.
+- **On change** — only the added/modified objects are downloaded and pushed
+  via `add_docs(upsert=True)`, and removed objects are dropped via
+  `delete_docs`. A one-file edit in a 10k-object bucket re-embeds one file.
+- **Failure safety** — the live index is never deleted while a replacement
+  is pending: if a download, decode, mapping, or Moss call fails mid-sync,
+  the error propagates with the existing index intact and searchable.
+- **Emptied bucket** — if every matching object is deleted, the index is
+  deleted too rather than leaving stale documents searchable; it is
+  re-created on the next change that adds objects back.
+- **Stable ids required** — updates are applied by document id, so your
+  mapper must give each object a stable id (`row["key"]` is the natural
+  choice). Random ids would duplicate documents on every update.
+
+## What the mapper receives
+
+Each object becomes a `dict` row with these keys:
+
+| Key             | Value                                                |
+| --------------- | ---------------------------------------------------- |
+| `key`           | the object key                                       |
+| `text`          | object body decoded with `encoding` (default UTF-8)  |
+| `etag`          | the object's ETag, surrounding quotes stripped       |
+| `last_modified` | `datetime` of last modification                      |
+| `size`          | object size in bytes                                 |
+| `content_type`  | the object's Content-Type, if any                    |
+| `metadata`      | the object's S3 user metadata (`x-amz-meta-*`)       |
+
+`DocumentInfo.metadata` requires `Dict[str, str]` — coerce non-string values
+in your mapper:
+
+```python
+mapper=lambda row: DocumentInfo(
+    id=row["key"],
+    text=row["text"],
+    metadata={
+        "size": str(row["size"]),
+        "modified": row["last_modified"].isoformat(),
+    },
+)
+```
+
+## Filtering
+
+- `prefix="kb/"` restricts listing server-side (cheap — S3 filters before
+  returning keys).
+- `suffix=".md"` (or a tuple like `(".md", ".txt")`) filters client-side;
+  non-matching objects are skipped without being downloaded.
+- Keys ending in `/` (zero-byte "folder" placeholders created by the S3
+  console) are always skipped.
+
+## Pagination
+
+Objects are listed with `list_objects_v2` and paged automatically via
+continuation tokens, so you get every object regardless of bucket size. Tune
+`page_size` (default `1000`, the S3 maximum) to control keys per round-trip.
+
+## Connecting to MinIO / LocalStack
+
+Pass `endpoint_url` to the connector:
+
+```python
+S3Connector(
+    bucket="my-bucket",
+    mapper=...,
+    region_name="us-east-1",
+    endpoint_url="http://localhost:9000",   # MinIO
+)
+```
+
+## Layout
+
+```
+src/
+├── __init__.py      # re-exports S3Connector, ingest, watch
+├── connector.py     # S3Connector class (list, fetch, snapshot)
+├── aio.py           # exported ingest() — materializes S3 I/O in a worker thread
+├── watch.py         # watch() — poll the bucket, sync changes incrementally
+└── ingest.py        # shared ingest() - keep in sync with the other connector packages
+```
+
+The package's exported `ingest()` (from `aio.py`) has the same signature as
+the shared template `ingest()`, but downloads the bucket in a worker thread
+via `asyncio.to_thread` so the event loop is never blocked, then delegates
+to the shared implementation.
+
+## Tests
+
+```bash
+pip install -e ".[dev]"
+pytest tests/test_s3.py -v                       # mocked with moto, no AWS needed
+pytest tests/test_integration_s3_moss.py -v -s   # live S3 (or MinIO/LocalStack) + Moss
+```
+
+The mocked tests use [moto](https://github.com/getmoto/moto) to simulate S3
+locally — no AWS credentials needed.
+
+The integration test requires `AWS_ACCESS_KEY_ID`, `AWS_SECRET_ACCESS_KEY`,
+`MOSS_PROJECT_ID`, and `MOSS_PROJECT_KEY`. Set `S3_ENDPOINT_URL=http://localhost:9000`
+to target MinIO (or `http://localhost:4566` for LocalStack) instead of real AWS.
diff --git a/packages/moss-data-connector/moss-connector-s3/demo.py b/packages/moss-data-connector/moss-connector-s3/demo.py
new file mode 100644
index 00000000..acaa98a2
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/demo.py
@@ -0,0 +1,255 @@
+#!/usr/bin/env python3
+"""
+S3 → Moss end-to-end demo script
+================================
+Reads creds from .env (repo root, package dir, or environment variables).
+
+Steps:
+  1. Create an S3 bucket (MinIO / LocalStack or AWS)
+  2. Upload sample product-support articles as objects
+  3. List the bucket → ingest into a Moss index
+  4. Query the Moss index with a natural-language question
+  5. Upload a new object and re-ingest via one watch() poll
+  6. Clean up (delete Moss index + empty and delete the bucket)
+
+Usage:
+    python demo.py
+    python demo.py --skip-cleanup   # leave the bucket + index around to inspect
+
+Environment variables (loaded from .env automatically):
+    AWS_ACCESS_KEY_ID          minioadmin       (any string for MinIO/LocalStack)
+    AWS_SECRET_ACCESS_KEY      minioadmin
+    AWS_DEFAULT_REGION         us-east-1
+    S3_ENDPOINT_URL            http://localhost:9000
+    MOSS_PROJECT_ID            your-project-id
+    MOSS_PROJECT_KEY           your-project-key
+"""
+
+from __future__ import annotations
+
+import argparse
+import asyncio
+import os
+import sys
+import uuid
+from pathlib import Path
+
+# ── load .env (repo root → package dir, whichever exists) ──────────────────
+try:
+    from dotenv import load_dotenv
+
+    _here = Path(__file__).resolve()
+    # parents[1] → moss-data-connector/, parents[3] → repo root; guard the
+    # depth so a shallow checkout of just this package can't IndexError.
+    for _depth in (0, 1, 3):
+        if _depth >= len(_here.parents):
+            break
+        _candidate = _here.parents[_depth] / ".env"
+        if _candidate.exists():
+            load_dotenv(_candidate, override=False)
+            break
+except ImportError:
+    pass  # python-dotenv optional; rely on env vars set in the shell
+
+import boto3
+from moss import DocumentInfo, MossClient, QueryOptions
+from moss_connector_s3 import S3Connector, ingest, watch
+
+# ── config ──────────────────────────────────────────────────────────────────
+BUCKET_NAME = f"moss-demo-{uuid.uuid4().hex[:6]}"
+INDEX_NAME = f"moss-demo-{uuid.uuid4().hex[:6]}"
+REGION = os.getenv("AWS_DEFAULT_REGION", "us-east-1")
+ENDPOINT_URL = os.getenv("S3_ENDPOINT_URL")  # None → real AWS
+MOSS_ID = os.getenv("MOSS_PROJECT_ID")
+MOSS_KEY = os.getenv("MOSS_PROJECT_KEY")
+
+SAMPLE_ARTICLES = {
+    "kb/refund-policy.md": {
+        "body": "Refunds are processed within 3 to 5 business days after approval.",
+        "category": "billing",
+    },
+    "kb/shipping-time.md": {
+        "body": "Most orders ship within 24 hours of being placed.",
+        "category": "shipping",
+    },
+    "kb/contact-support.md": {
+        "body": "You can reach our support team 24/7 via live chat or email.",
+        "category": "support",
+    },
+    "kb/password-reset.md": {
+        "body": "To reset your password, click the link on the login page.",
+        "category": "account",
+    },
+    "kb/order-tracking.md": {
+        "body": "Every shipped order includes a tracking number sent by email.",
+        "category": "shipping",
+    },
+    "kb/return-window.md": {
+        "body": "Items can be returned within 30 days of delivery for a full refund.",
+        "category": "billing",
+    },
+}
+
+QUERIES = [
+    "how long do refunds take",
+    "can I track my order",
+    "how do I reset my password",
+]
+
+
+def sep(title: str = "") -> None:
+    width = 60
+    if title:
+        print(f"\n{'─' * 3} {title} {'─' * (width - len(title) - 5)}")
+    else:
+        print("─" * width)
+
+
+def boto3_kwargs() -> dict:
+    kw: dict = {"region_name": REGION}
+    if ENDPOINT_URL:
+        kw["endpoint_url"] = ENDPOINT_URL
+    return kw
+
+
+def make_source() -> S3Connector:
+    return S3Connector(
+        bucket=BUCKET_NAME,
+        prefix="kb/",
+        suffix=".md",
+        mapper=lambda row: DocumentInfo(
+            id=row["key"],
+            text=row["text"],
+            metadata={
+                "category": row["metadata"].get("category", ""),
+                "size": str(row["size"]),
+            },
+        ),
+        **boto3_kwargs(),
+    )
+
+
+# ── step 1: create bucket ───────────────────────────────────────────────────
+def create_bucket():
+    sep("Step 1 — Create S3 bucket")
+    s3 = boto3.client("s3", **boto3_kwargs())
+    if REGION == "us-east-1":
+        s3.create_bucket(Bucket=BUCKET_NAME)
+    else:
+        s3.create_bucket(
+            Bucket=BUCKET_NAME,
+            CreateBucketConfiguration={"LocationConstraint": REGION},
+        )
+    print(f"  ✓ Bucket '{BUCKET_NAME}' created")
+    return s3
+
+
+# ── step 2: upload sample objects ───────────────────────────────────────────
+def upload_objects(s3) -> None:
+    sep("Step 2 — Upload sample articles")
+    for key, article in SAMPLE_ARTICLES.items():
+        s3.put_object(
+            Bucket=BUCKET_NAME,
+            Key=key,
+            Body=article["body"].encode("utf-8"),
+            ContentType="text/markdown",
+            Metadata={"category": article["category"]},
+        )
+    print(f"  ✓ Uploaded {len(SAMPLE_ARTICLES)} articles")
+    for key, article in SAMPLE_ARTICLES.items():
+        print(f"      [{key}] ({article['category']})")
+
+
+# ── step 3: ingest into Moss ─────────────────────────────────────────────────
+async def ingest_to_moss() -> None:
+    sep("Step 3 — Ingest S3 → Moss")
+    result = await ingest(make_source(), MOSS_ID, MOSS_KEY, index_name=INDEX_NAME)
+    if result is None:
+        print("  ✗ No documents were ingested (empty bucket?)")
+        sys.exit(1)
+    print(f"  ✓ Ingested {result.doc_count} documents into Moss index '{INDEX_NAME}'")
+
+
+# ── step 4: query ────────────────────────────────────────────────────────────
+async def run_queries(client: MossClient) -> None:
+    sep("Step 4 — Query the index")
+    await client.load_index(INDEX_NAME)
+    for q in QUERIES:
+        result = await client.query(INDEX_NAME, q, QueryOptions(top_k=2))
+        print(f'  "{q}"')
+        for doc in result.docs:
+            print(f"      → [{doc.id}] {doc.text}")
+
+
+# ── step 5: change the bucket, watch() syncs the change ─────────────────────
+async def watch_once(s3) -> None:
+    sep("Step 5 — Add an object, watch() syncs it")
+
+    async def add_soon():
+        await asyncio.sleep(0.5)
+        s3.put_object(
+            Bucket=BUCKET_NAME,
+            Key="kb/warranty.md",
+            Body=b"All devices include a two year limited warranty.",
+            ContentType="text/markdown",
+            Metadata={"category": "billing"},
+        )
+        print("  ✓ Uploaded kb/warranty.md while watching")
+
+    reindexed, _ = await asyncio.gather(
+        watch(make_source(), MOSS_ID, MOSS_KEY, INDEX_NAME, poll_interval=1.0, max_polls=5),
+        add_soon(),
+    )
+    print(f"  ✓ watch() applied {reindexed} change sync(s)")
+
+
+# ── step 6: cleanup ──────────────────────────────────────────────────────────
+async def cleanup(s3, client: MossClient) -> None:
+    sep("Step 6 — Clean up")
+    try:
+        await client.delete_index(INDEX_NAME)
+        print(f"  ✓ Deleted Moss index '{INDEX_NAME}'")
+    except Exception as exc:
+        print(f"  ✗ Failed to delete index: {exc}")
+    listed = s3.list_objects_v2(Bucket=BUCKET_NAME)
+    for obj in listed.get("Contents", []):
+        s3.delete_object(Bucket=BUCKET_NAME, Key=obj["Key"])
+    s3.delete_bucket(Bucket=BUCKET_NAME)
+    print(f"  ✓ Deleted bucket '{BUCKET_NAME}'")
+
+
+async def main() -> None:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--skip-cleanup", action="store_true")
+    args = parser.parse_args()
+
+    if not (MOSS_ID and MOSS_KEY):
+        print("Set MOSS_PROJECT_ID and MOSS_PROJECT_KEY (in .env or the shell).")
+        sys.exit(1)
+    if not ENDPOINT_URL and os.getenv("MOSS_CONNECTOR_S3_ALLOW_AWS") != "1":
+        print(
+            "Set S3_ENDPOINT_URL (e.g. http://localhost:9000 for MinIO), or set\n"
+            "MOSS_CONNECTOR_S3_ALLOW_AWS=1 to run against real AWS."
+        )
+        sys.exit(1)
+
+    s3 = create_bucket()
+    client = MossClient(MOSS_ID, MOSS_KEY)
+    try:
+        upload_objects(s3)
+        await ingest_to_moss()
+        await run_queries(client)
+        await watch_once(s3)
+    finally:
+        if args.skip_cleanup:
+            sep()
+            print(f"Skipping cleanup: bucket '{BUCKET_NAME}', index '{INDEX_NAME}' left in place")
+        else:
+            await cleanup(s3, client)
+
+    sep()
+    print("Demo complete.")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/packages/moss-data-connector/moss-connector-s3/pyproject.toml b/packages/moss-data-connector/moss-connector-s3/pyproject.toml
new file mode 100644
index 00000000..a2dd7a5e
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/pyproject.toml
@@ -0,0 +1,61 @@
+[project]
+name = "moss-connector-s3"
+version = "0.0.1"
+description = "Amazon S3 source connector for moss-connectors, with watch-based incremental sync."
+readme = "README.md"
+requires-python = ">=3.10,<3.15"
+license = { text = "BSD-2-Clause" }
+authors = [{ name = "InferEdge Inc.", email = "contact@moss.dev" }]
+keywords = ["moss", "connectors", "s3", "aws", "ingest", "etl", "sync"]
+classifiers = [
+    "Development Status :: 3 - Alpha",
+    "Intended Audience :: Developers",
+    "License :: OSI Approved :: BSD License",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
+    "Topic :: Database",
+]
+dependencies = [
+    "moss>=1.1.1",
+    "boto3>=1.34",
+]
+
+[project.optional-dependencies]
+dev = [
+    "pytest>=8.0.0",
+    "pytest-asyncio>=0.23.0",
+    "python-dotenv>=1.0.0",
+    "ruff>=0.5.0",
+    "moto[s3]>=5.0.0",
+]
+
+[project.urls]
+Homepage = "https://github.com/usemoss/moss"
+Repository = "https://github.com/usemoss/moss"
+Source = "https://github.com/usemoss/moss/tree/main/packages/moss-data-connector/moss-connector-s3"
+
+[build-system]
+requires = ["setuptools>=61.0"]
+build-backend = "setuptools.build_meta"
+
+# Flat layout: src/ itself IS the package `moss_connector_s3`.
+[tool.setuptools]
+packages = ["moss_connector_s3"]
+package-dir = { "moss_connector_s3" = "src" }
+
+[tool.ruff]
+line-length = 100
+target-version = "py310"
+
+[tool.ruff.lint]
+select = ["E", "W", "F", "I", "B", "UP"]
+
+[tool.ruff.lint.per-file-ignores]
+"tests/test_integration_s3_moss.py" = ["E501"]
+
+[tool.pytest.ini_options]
+asyncio_mode = "auto"
diff --git a/packages/moss-data-connector/moss-connector-s3/src/__init__.py b/packages/moss-data-connector/moss-connector-s3/src/__init__.py
new file mode 100644
index 00000000..5cdb9648
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/src/__init__.py
@@ -0,0 +1,11 @@
+"""Amazon S3 connector package.
+
+Reads objects from an S3 bucket into a Moss index, with an optional
+``watch()`` loop that incrementally syncs changes in the bucket.
+"""
+
+from .aio import ingest
+from .connector import S3Connector
+from .watch import watch
+
+__all__ = ["S3Connector", "ingest", "watch"]
diff --git a/packages/moss-data-connector/moss-connector-s3/src/aio.py b/packages/moss-data-connector/moss-connector-s3/src/aio.py
new file mode 100644
index 00000000..ba18216c
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/src/aio.py
@@ -0,0 +1,39 @@
+"""Event-loop-friendly wrapper around the shared ``ingest()``.
+
+The template ``ingest.py`` is kept byte-identical across all connector
+packages, so per-source concerns live here instead (same pattern as retry
+logic per the template rules). Iterating ``S3Connector`` performs
+synchronous boto3 network I/O; materializing it directly inside an async
+function would block every other coroutine for the duration of the bucket
+download. This wrapper materializes the source in a worker thread first,
+then delegates to the shared ``ingest()`` with the already-downloaded docs.
+"""
+
+from __future__ import annotations
+
+import asyncio
+from collections.abc import Iterable
+
+from moss import DocumentInfo, MutationResult
+
+from .ingest import ingest as _ingest
+
+
+async def ingest(
+    source: Iterable[DocumentInfo],
+    project_id: str,
+    project_key: str,
+    index_name: str,
+    model_id: str | None = None,
+    auto_id: bool = False,
+) -> MutationResult | None:
+    """Copy every ``DocumentInfo`` from ``source`` into a fresh Moss index.
+
+    Same contract as the shared template ``ingest()``, but the source is
+    materialized via ``asyncio.to_thread`` so S3 downloads never block the
+    event loop.
+    """
+    docs = await asyncio.to_thread(list, source)
+    return await _ingest(
+        docs, project_id, project_key, index_name, model_id=model_id, auto_id=auto_id
+    )
diff --git a/packages/moss-data-connector/moss-connector-s3/src/connector.py b/packages/moss-data-connector/moss-connector-s3/src/connector.py
new file mode 100644
index 00000000..8d844f49
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/src/connector.py
@@ -0,0 +1,180 @@
+"""Amazon S3 connector.
+
+Reads objects from an S3 bucket via ``boto3`` and yields one
+``DocumentInfo`` per object. Handles pagination automatically using
+``list_objects_v2`` continuation tokens.
+
+The connector accepts ``boto3.client`` kwargs (``region_name``,
+``endpoint_url``, ``aws_access_key_id``, etc.) passed through to the S3
+client so you can target MinIO, LocalStack, or a specific AWS region
+without extra boilerplate.
+
+Each object is turned into a plain ``dict`` ("row") before being handed
+to your ``mapper``:
+
+* ``key`` — the object key
+* ``text`` — the object body decoded with ``encoding`` (default UTF-8)
+* ``etag`` — the object's ETag with surrounding quotes stripped
+* ``last_modified`` — ``datetime`` of the last modification
+* ``size`` — object size in bytes
+* ``content_type`` — the object's Content-Type, if any
+* ``metadata`` — the object's S3 user metadata (``x-amz-meta-*``)
+
+The mapper decides which of these become the ``DocumentInfo`` id / text /
+metadata. Note that ``DocumentInfo.metadata`` requires ``dict[str, str]``,
+so coerce non-string values (e.g. ``size``, ``last_modified``) to ``str``.
+"""
+
+from __future__ import annotations
+
+from collections.abc import Callable, Iterable, Iterator
+from typing import Any
+
+import boto3
+from botocore.exceptions import ClientError
+from moss import DocumentInfo
+
+
+class S3Connector:
+    """List objects in an S3 bucket and yield one ``DocumentInfo`` per object.
+
+    Objects are listed with ``list_objects_v2`` and paged automatically via
+    continuation tokens; the caller sees a flat iterator regardless of how
+    many pages S3 returns. Keys ending in ``/`` (zero-byte "folder"
+    placeholders) are always skipped.
+
+    Args:
+        bucket: Name of the S3 bucket.
+        mapper: Callable that turns a row (``dict[str, Any]``, see module
+            docstring for the keys) into a ``DocumentInfo``.
+        prefix: Optional key prefix to restrict listing server-side,
+            e.g. ``"docs/"``.
+        suffix: Optional key suffix (or tuple of suffixes) filtered
+            client-side, e.g. ``".md"`` or ``(".md", ".txt")``. S3 has no
+            server-side suffix filter, so non-matching objects are skipped
+            without being downloaded.
+        encoding: Text encoding used to decode object bodies. Defaults to
+            ``"utf-8"``.
+        encoding_errors: Error handling for decoding, passed to
+            ``bytes.decode`` (e.g. ``"strict"``, ``"replace"``, ``"ignore"``).
+        page_size: Number of keys to request per ``list_objects_v2`` page.
+            Defaults to 1000 (the S3 maximum).
+        **boto3_kwargs: Extra keyword arguments forwarded to
+            ``boto3.client("s3", ...)`` — e.g. ``region_name``,
+            ``endpoint_url``, ``aws_access_key_id``, ``aws_secret_access_key``.
+    """
+
+    def __init__(
+        self,
+        bucket: str,
+        mapper: Callable[[dict[str, Any]], DocumentInfo],
+        prefix: str = "",
+        suffix: str | tuple[str, ...] | None = None,
+        encoding: str = "utf-8",
+        encoding_errors: str = "strict",
+        page_size: int = 1000,
+        **boto3_kwargs: Any,
+    ) -> None:
+        self.bucket = bucket
+        self.mapper = mapper
+        self.prefix = prefix
+        self.suffix = suffix
+        self.encoding = encoding
+        self.encoding_errors = encoding_errors
+        self.page_size = page_size
+        self.boto3_kwargs = boto3_kwargs
+
+    def _client(self) -> Any:
+        return boto3.client("s3", **self.boto3_kwargs)
+
+    def _matches(self, key: str) -> bool:
+        if key.endswith("/"):
+            return False
+        return self.suffix is None or key.endswith(self.suffix)
+
+    def _pages(self, s3: Any) -> Iterator[dict[str, Any]]:
+        paginator = s3.get_paginator("list_objects_v2")
+        kwargs: dict[str, Any] = {
+            "Bucket": self.bucket,
+            "PaginationConfig": {"PageSize": self.page_size},
+        }
+        if self.prefix:
+            kwargs["Prefix"] = self.prefix
+        yield from paginator.paginate(**kwargs)
+
+    def _fetch_row(self, s3: Any, key: str) -> dict[str, Any] | None:
+        """Download one object and build its mapper row.
+
+        Returns ``None`` when the object vanished between listing and
+        fetching (an actively modified bucket), so callers can skip it
+        rather than abort — watch() picks the change up on the next poll.
+        """
+        try:
+            response = s3.get_object(Bucket=self.bucket, Key=key)
+        except ClientError as exc:
+            code = exc.response.get("Error", {}).get("Code", "")
+            if code in ("NoSuchKey", "404"):
+                return None
+            raise
+        body: bytes = response["Body"].read()
+        # etag / last_modified / size come from the get_object response, not
+        # the (possibly stale) list entry, so each row describes a single
+        # consistent object version.
+        return {
+            "key": key,
+            "text": body.decode(self.encoding, errors=self.encoding_errors),
+            "etag": str(response.get("ETag", "")).strip('"'),
+            "last_modified": response.get("LastModified"),
+            "size": response.get("ContentLength"),
+            "content_type": response.get("ContentType"),
+            "metadata": response.get("Metadata", {}),
+        }
+
+    def __iter__(self) -> Iterator[DocumentInfo]:
+        s3 = self._client()
+        for page in self._pages(s3):
+            for obj in page.get("Contents", []):
+                key = obj["Key"]
+                if not self._matches(key):
+                    continue
+                row = self._fetch_row(s3, key)
+                if row is not None:
+                    yield self.mapper(row)
+
+    def fetch(self, keys: Iterable[str]) -> Iterator[tuple[str, DocumentInfo]]:
+        """Yield ``(key, DocumentInfo)`` for each of the given keys.
+
+        Downloads only the requested objects — this is what lets ``watch()``
+        sync incrementally instead of re-reading the whole bucket. Keys that
+        no longer exist are skipped.
+        """
+        s3 = self._client()
+        for key in keys:
+            row = self._fetch_row(s3, key)
+            if row is not None:
+                yield key, self.mapper(row)
+
+    def snapshot(self) -> dict[str, str]:
+        """Return ``{key: version marker}`` for every matching object.
+
+        The marker combines ETag, LastModified, and Size — the ETag alone
+        misses metadata-only rewrites, which keep the content hash but bump
+        LastModified, and the mapper does expose ``metadata`` /
+        ``content_type`` / ``last_modified``.
+
+        Only lists keys — no object bodies are downloaded — so it is cheap
+        to call repeatedly. ``watch()`` compares successive snapshots to
+        detect added, removed, and modified objects.
+        """
+        s3 = self._client()
+        snap: dict[str, str] = {}
+        for page in self._pages(s3):
+            for obj in page.get("Contents", []):
+                key = obj["Key"]
+                if not self._matches(key):
+                    continue
+                etag = str(obj.get("ETag", "")).strip('"')
+                last_modified = obj.get("LastModified")
+                modified = last_modified.isoformat() if last_modified is not None else ""
+                snap[key] = f"{etag}|{modified}|{obj.get('Size', '')}"
+        return snap
diff --git a/packages/moss-data-connector/moss-connector-s3/src/ingest.py b/packages/moss-data-connector/moss-connector-s3/src/ingest.py
new file mode 100644
index 00000000..e51b77d9
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/src/ingest.py
@@ -0,0 +1,36 @@
+"""Copy rows into a Moss index."""
+
+from __future__ import annotations
+
+import uuid
+from collections.abc import Iterable
+
+from moss import DocumentInfo, MossClient, MutationResult
+
+
+def _replace_doc_id(doc: DocumentInfo) -> DocumentInfo:
+    return DocumentInfo(
+        id=str(uuid.uuid4()),
+        text=doc.text,
+        metadata=getattr(doc, "metadata", None),
+        embedding=getattr(doc, "embedding", None),
+    )
+
+
+async def ingest(
+    source: Iterable[DocumentInfo],
+    project_id: str,
+    project_key: str,
+    index_name: str,
+    model_id: str | None = None,
+    auto_id: bool = False,
+) -> MutationResult | None:
+    """Copy every `DocumentInfo` from `source` into a fresh Moss index."""
+    if auto_id:
+        docs = [_replace_doc_id(doc) for doc in source]
+    else:
+        docs = list(source)
+    if not docs:
+        return None
+    client = MossClient(project_id, project_key)
+    return await client.create_index(index_name, docs, model_id=model_id)
diff --git a/packages/moss-data-connector/moss-connector-s3/src/watch.py b/packages/moss-data-connector/moss-connector-s3/src/watch.py
new file mode 100644
index 00000000..8d21d006
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/src/watch.py
@@ -0,0 +1,193 @@
+"""Keep a Moss index in sync with an S3 bucket.
+
+``watch()`` reconciles the index with the bucket once, then polls and
+applies incremental updates whenever the bucket contents change. Change
+detection compares ``{key: version marker}`` snapshots from
+``S3Connector.snapshot()`` (ETag + LastModified + Size), so added, removed,
+and modified objects — including metadata-only rewrites — are all synced.
+
+Updates are diff-based: only changed objects are downloaded and re-embedded
+(``add_docs`` with upsert for additions and modifications, ``delete_docs``
+for removals). The live index is never deleted while a replacement is
+pending — a transient S3 or Moss failure mid-sync raises with the existing
+index intact and searchable. The index is deleted outright only when the
+bucket empties, so stale documents never linger.
+
+S3 network I/O is synchronous under the hood (``boto3``), so snapshots and
+object downloads run in a worker thread via ``asyncio.to_thread`` and never
+block the event loop.
+
+Because updates are applied by document id, the mapper must produce a
+*stable* id for each object (``row["key"]`` is the natural choice) — random
+ids would duplicate documents on every update.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import inspect
+from collections.abc import Callable
+from typing import Any
+
+from moss import MossClient, MutationOptions
+
+from .connector import S3Connector
+
+
+async def _delete_index_if_exists(client: MossClient, index_name: str) -> None:
+    """Delete the index, treating only confirmed absence as a no-op.
+
+    The SDK has no typed not-found error, so absence is confirmed via
+    ``list_indexes()`` instead of by swallowing delete failures — an auth,
+    network, or server error from ``delete_index`` propagates, because
+    treating it as success would leave stale documents searchable while
+    watch() believes the index is gone.
+    """
+    names = {idx.name for idx in await client.list_indexes()}
+    if index_name not in names:
+        return  # confirmed missing (e.g. deleted externally) — nothing to do
+    await client.delete_index(index_name)
+
+
+async def watch(
+    source: S3Connector,
+    project_id: str,
+    project_key: str,
+    index_name: str,
+    *,
+    poll_interval: float = 60.0,
+    model_id: str | None = None,
+    on_change: Callable[[dict[str, str]], Any] | None = None,
+    max_polls: int | None = None,
+) -> int:
+    """Sync the bucket into ``index_name``, then apply every change to it.
+
+    On startup the index is reconciled with the bucket: created from the
+    current objects if it does not exist, otherwise upserted and purged of
+    documents whose objects are gone — a survivor from a prior run is
+    reused, never deleted and re-created. After that, each poll downloads
+    only the objects whose version markers changed and pushes the diff.
+
+    Snapshots are taken *before* the corresponding sync, so objects that
+    change while a sync is running are picked up on the next poll rather
+    than lost. Index existence is re-confirmed before each mutation, so an
+    index deleted externally mid-run is recreated from the full current
+    bucket on the next change instead of crashing the watcher.
+
+    Args:
+        source: The ``S3Connector`` to read from. Its ``mapper`` must assign
+            stable document ids (e.g. ``row["key"]``).
+        project_id: Moss project id.
+        project_key: Moss project key.
+        index_name: Name of the Moss index to keep in sync.
+        poll_interval: Seconds to wait between bucket snapshots.
+        model_id: Optional Moss model id, used when the index is created.
+        on_change: Optional callback invoked after each applied change with
+            the new ``{key: version marker}`` snapshot. May be sync or async.
+        max_polls: Stop after this many polls (useful for tests and one-shot
+            sync jobs). ``None`` (the default) polls until cancelled.
+
+    Returns:
+        The number of change-syncs applied (not counting the initial
+        reconciliation).
+    """
+    client = MossClient(project_id, project_key)
+
+    previous = await asyncio.to_thread(source.snapshot)
+    pairs = await asyncio.to_thread(lambda: list(source.fetch(list(previous))))
+    docs = [doc for _, doc in pairs]
+    key_ids = {key: doc.id for key, doc in pairs}
+
+    index_exists = any(idx.name == index_name for idx in await client.list_indexes())
+    if index_exists and not docs:
+        # Bucket is empty but a prior run left an index — stale docs must
+        # not stay searchable.
+        await _delete_index_if_exists(client, index_name)
+        index_exists = False
+    elif index_exists:
+        await client.add_docs(index_name, docs, options=MutationOptions(upsert=True))
+        current_ids = {doc.id for doc in docs}
+        stale = [d.id for d in await client.get_docs(index_name) if d.id not in current_ids]
+        if stale:
+            await client.delete_docs(index_name, stale)
+    elif docs:
+        await client.create_index(index_name, docs, model_id=model_id)
+        index_exists = True
+
+    synced = 0
+    polls = 0
+    while max_polls is None or polls < max_polls:
+        await asyncio.sleep(poll_interval)
+        polls += 1
+        current = await asyncio.to_thread(source.snapshot)
+        if current == previous:
+            continue
+
+        if not current:
+            # Bucket emptied: nothing to replace the docs with, so drop the
+            # index entirely rather than leave stale documents searchable.
+            if index_exists:
+                await _delete_index_if_exists(client, index_name)
+                index_exists = False
+            key_ids.clear()
+        else:
+            # The index can vanish externally between polls; re-confirm
+            # before mutating so a missing index is recreated instead of
+            # crashing add_docs and exiting the watcher.
+            if index_exists:
+                index_exists = any(
+                    idx.name == index_name for idx in await client.list_indexes()
+                )
+
+            if not index_exists:
+                # No index to diff against — build it from the full current
+                # bucket, not just the changed keys, and rebuild key_ids.
+                pairs = await asyncio.to_thread(
+                    lambda keys=list(current): list(source.fetch(keys))
+                )
+                fetched = {key for key, _ in pairs}
+                for key in list(current):
+                    if key not in fetched:
+                        current.pop(key)
+                key_ids = {key: doc.id for key, doc in pairs}
+                docs = [doc for _, doc in pairs]
+                if docs:
+                    await client.create_index(index_name, docs, model_id=model_id)
+                    index_exists = True
+            else:
+                changed = [k for k, marker in current.items() if previous.get(k) != marker]
+                removed = [k for k in previous if k not in current]
+
+                pairs = await asyncio.to_thread(lambda keys=changed: list(source.fetch(keys)))
+                fetched = {key for key, _ in pairs}
+                # Objects that vanished between the snapshot and the fetch are
+                # removals; drop them from `current` too so the next poll's
+                # comparison stays consistent.
+                for key in changed:
+                    if key not in fetched:
+                        removed.append(key)
+                        current.pop(key, None)
+
+                delete_ids = [key_ids.pop(key) for key in removed if key in key_ids]
+                new_docs = []
+                for key, doc in pairs:
+                    old_id = key_ids.get(key)
+                    if old_id is not None and old_id != doc.id:
+                        delete_ids.append(old_id)  # mapper id changed for this key
+                    key_ids[key] = doc.id
+                    new_docs.append(doc)
+
+                if new_docs:
+                    await client.add_docs(
+                        index_name, new_docs, options=MutationOptions(upsert=True)
+                    )
+                if delete_ids:
+                    await client.delete_docs(index_name, delete_ids)
+
+        synced += 1
+        previous = current
+        if on_change is not None:
+            maybe_awaitable = on_change(current.copy())
+            if inspect.isawaitable(maybe_awaitable):
+                await maybe_awaitable
+    return synced
diff --git a/packages/moss-data-connector/moss-connector-s3/tests/test_integration_s3_moss.py b/packages/moss-data-connector/moss-connector-s3/tests/test_integration_s3_moss.py
new file mode 100644
index 00000000..53c10358
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/tests/test_integration_s3_moss.py
@@ -0,0 +1,216 @@
+"""End-to-end integration test: S3 → Moss.
+
+Populates a temporary S3 bucket (against real AWS or a local endpoint such
+as MinIO / LocalStack), ingests it into a live Moss project via ``ingest()``,
+runs a real semantic query, exercises ``watch()`` syncing, and cleans
+everything up on exit.
+
+SKIPPED unless both MOSS_PROJECT_ID and MOSS_PROJECT_KEY are set.
+SKIPPED unless S3_ENDPOINT_URL is set (local endpoint) or
+    MOSS_CONNECTOR_S3_ALLOW_AWS=1 explicitly opts in to real AWS.
+
+Run with:
+    pytest tests/test_integration_s3_moss.py -v -s
+
+Environment variables (set in .env or the shell):
+    MOSS_PROJECT_ID              — required
+    MOSS_PROJECT_KEY             — required
+    AWS_ACCESS_KEY_ID            — required (or configure via ~/.aws/credentials)
+    AWS_SECRET_ACCESS_KEY
+    AWS_DEFAULT_REGION           — defaults to us-east-1
+    S3_BUCKET                    — base name of the test bucket to create (default: moss-connector-test)
+    S3_ENDPOINT_URL              — set to http://localhost:9000 for MinIO / http://localhost:4566 for LocalStack
+    MOSS_CONNECTOR_S3_ALLOW_AWS  — set to 1 to run against real AWS instead
+"""
+
+from __future__ import annotations
+
+import os
+import uuid
+from pathlib import Path
+
+import boto3
+import pytest
+
+try:
+    from dotenv import load_dotenv
+
+    _here = Path(__file__).resolve()
+    for _candidate in (
+        _here.parents[1] / ".env",  # this package's own .env
+        _here.parents[2] / ".env",  # shared creds at moss-data-connector/.env
+        _here.parents[4] / ".env",  # <repo>/.env
+    ):
+        if _candidate.exists():
+            load_dotenv(_candidate, override=False)
+            break
+except ImportError:
+    pass
+
+from moss import DocumentInfo, MossClient, QueryOptions
+from moss_connector_s3 import S3Connector, ingest, watch
+
+PROJECT_ID = os.getenv("MOSS_PROJECT_ID")
+PROJECT_KEY = os.getenv("MOSS_PROJECT_KEY")
+REGION = os.getenv("AWS_DEFAULT_REGION", "us-east-1")
+BUCKET_BASE = os.getenv("S3_BUCKET", "moss-connector-test")
+ENDPOINT_URL = os.getenv("S3_ENDPOINT_URL")  # None → real AWS
+_ALLOW_AWS = os.getenv("MOSS_CONNECTOR_S3_ALLOW_AWS") == "1"
+
+pytestmark = [
+    pytest.mark.skipif(
+        not (PROJECT_ID and PROJECT_KEY),
+        reason="Set MOSS_PROJECT_ID and MOSS_PROJECT_KEY to run this live test.",
+    ),
+    pytest.mark.skipif(
+        not (ENDPOINT_URL or _ALLOW_AWS),
+        reason=(
+            "Set S3_ENDPOINT_URL (e.g. http://localhost:9000) for MinIO / LocalStack, "
+            "or set MOSS_CONNECTOR_S3_ALLOW_AWS=1 to run against real AWS."
+        ),
+    ),
+]
+
+ARTICLES = {
+    "kb/refunds.md": {
+        "body": "Refunds are processed within 3 to 5 business days.",
+        "category": "billing",
+    },
+    "kb/shipping.md": {
+        "body": "Most orders ship within 24 hours of being placed.",
+        "category": "shipping",
+    },
+    "kb/support.md": {
+        "body": "You can reach our support team 24/7 via live chat.",
+        "category": "support",
+    },
+    "kb/password-reset.md": {
+        "body": "To reset your password, click the link on the login page.",
+        "category": "account",
+    },
+    "kb/order-tracking.md": {
+        "body": "Every shipped order includes a tracking number sent by email.",
+        "category": "shipping",
+    },
+}
+
+
+def _boto3_kwargs() -> dict:
+    kw: dict = {"region_name": REGION}
+    if ENDPOINT_URL:
+        kw["endpoint_url"] = ENDPOINT_URL
+    return kw
+
+
+def _create_bucket(s3, name: str) -> None:
+    if REGION == "us-east-1":
+        s3.create_bucket(Bucket=name)
+    else:
+        s3.create_bucket(Bucket=name, CreateBucketConfiguration={"LocationConstraint": REGION})
+
+
+@pytest.fixture()
+def s3_bucket():
+    """Create a uniquely named bucket, populate it, empty and delete it on exit."""
+    bucket_name = f"{BUCKET_BASE}-{uuid.uuid4().hex[:8]}"
+    s3 = boto3.client("s3", **_boto3_kwargs())
+    _create_bucket(s3, bucket_name)
+    for key, article in ARTICLES.items():
+        s3.put_object(
+            Bucket=bucket_name,
+            Key=key,
+            Body=article["body"].encode("utf-8"),
+            ContentType="text/markdown",
+            Metadata={"category": article["category"]},
+        )
+    try:
+        yield bucket_name
+    finally:
+        listed = s3.list_objects_v2(Bucket=bucket_name)
+        for obj in listed.get("Contents", []):
+            s3.delete_object(Bucket=bucket_name, Key=obj["Key"])
+        s3.delete_bucket(Bucket=bucket_name)
+
+
+def _mapper(row: dict) -> DocumentInfo:
+    return DocumentInfo(
+        id=row["key"],
+        text=row["text"],
+        metadata={
+            "category": row["metadata"].get("category", ""),
+            "etag": row["etag"],
+        },
+    )
+
+
+async def test_s3_live_ingest_to_moss(s3_bucket):
+    """Full round trip: S3 list/get → ingest() → Moss index → query → delete."""
+    client = MossClient(PROJECT_ID, PROJECT_KEY)
+    index_name = f"moss-connectors-s3-e2e-{uuid.uuid4().hex[:8]}"
+
+    try:
+        source = S3Connector(bucket=s3_bucket, mapper=_mapper, prefix="kb/", **_boto3_kwargs())
+
+        result = await ingest(source, PROJECT_ID, PROJECT_KEY, index_name=index_name)
+        assert result is not None
+        assert result.doc_count == 5
+
+        await client.load_index(index_name)
+        result = await client.query(index_name, "how long do refunds take", QueryOptions(top_k=3))
+
+        assert result.docs, "expected at least one document in the search result"
+        top_ids = [d.id for d in result.docs]
+        assert "kb/refunds.md" in top_ids, f"refund-policy doc not in top 3: {top_ids}"
+
+        refund_doc = next(d for d in result.docs if d.id == "kb/refunds.md")
+        assert refund_doc.metadata is not None
+        assert refund_doc.metadata.get("category") == "billing"
+
+    finally:
+        try:
+            await client.delete_index(index_name)
+        except Exception as exc:  # pragma: no cover, best-effort cleanup
+            print(f"warning: failed to delete test index {index_name}: {exc}")
+
+
+async def test_s3_watch_reindexes_live(s3_bucket):
+    """watch() picks up a new object and rebuilds the live index."""
+    import asyncio
+
+    client = MossClient(PROJECT_ID, PROJECT_KEY)
+    index_name = f"moss-connectors-s3-watch-{uuid.uuid4().hex[:8]}"
+    s3 = boto3.client("s3", **_boto3_kwargs())
+
+    try:
+        source = S3Connector(bucket=s3_bucket, mapper=_mapper, prefix="kb/", **_boto3_kwargs())
+
+        async def add_object_soon():
+            # Land the new object while watch() is between polls.
+            await asyncio.sleep(0.5)
+            s3.put_object(
+                Bucket=s3_bucket,
+                Key="kb/warranty.md",
+                Body=b"All devices include a two year limited warranty.",
+                ContentType="text/markdown",
+                Metadata={"category": "billing"},
+            )
+
+        watch_task = watch(
+            source, PROJECT_ID, PROJECT_KEY, index_name, poll_interval=1.0, max_polls=5
+        )
+        reindexed, _ = await asyncio.gather(watch_task, add_object_soon())
+
+        # If the put landed before watch()'s initial snapshot, the first
+        # ingest already covers it (reindexed == 0); otherwise a poll caught
+        # it (reindexed >= 1). Either way the doc must be queryable.
+        assert reindexed >= 0
+
+        await client.load_index(index_name)
+        result = await client.query(index_name, "is there a warranty", QueryOptions(top_k=3))
+        assert "kb/warranty.md" in [d.id for d in result.docs]
+
+    finally:
+        try:
+            await client.delete_index(index_name)
+        except Exception as exc:  # pragma: no cover, best-effort cleanup
+            print(f"warning: failed to delete test index {index_name}: {exc}")
diff --git a/packages/moss-data-connector/moss-connector-s3/tests/test_s3.py b/packages/moss-data-connector/moss-connector-s3/tests/test_s3.py
new file mode 100644
index 00000000..baabe9d3
--- /dev/null
+++ b/packages/moss-data-connector/moss-connector-s3/tests/test_s3.py
@@ -0,0 +1,598 @@
+"""Unit tests for the S3 connector.
+
+No live AWS needed — we mock S3 with ``moto`` so the test runs anywhere
+``boto3`` and ``moto[s3]`` are importable, and we patch ``moss.MossClient``
+inside ingest so no Moss network call is made.
+"""
+
+from __future__ import annotations
+
+import uuid
+from dataclasses import dataclass, field
+from typing import Any
+from unittest.mock import patch
+
+import boto3
+import pytest
+
+pytest.importorskip("moto")
+
+from moss import DocumentInfo  # noqa: E402
+from moss_connector_s3 import S3Connector, ingest, watch  # noqa: E402
+from moto import mock_aws  # noqa: E402
+
+# ---------------------------------------------------------------------------
+# Fake Moss client
+# ---------------------------------------------------------------------------
+
+BUCKET = "moss-connector-test"
+REGION = "us-east-1"
+
+
+@dataclass
+class FakeMutationResult:
+    doc_count: int
+    job_id: str = "fake-job-id"
+    index_name: str = ""
+
+
+class _FakeIndexInfo:
+    def __init__(self, name: str) -> None:
+        self.name = name
+
+
+@dataclass
+class FakeMossClient:
+    """Stateful fake mimicking the real client's strictness: create_index is
+    create-only, and every other mutation raises when the index is absent.
+    Documents are stored per index so upserts and deletes can be verified."""
+
+    calls: list[dict[str, Any]] = field(default_factory=list)
+    deleted: list[str] = field(default_factory=list)
+    indexes: dict[str, dict[str, DocumentInfo]] = field(default_factory=dict)
+    fail_delete: bool = False  # simulate an auth/network/server error on delete
+
+    @property
+    def existing(self) -> set[str]:
+        return set(self.indexes)
+
+    def docs_in(self, name: str) -> dict[str, DocumentInfo]:
+        return self.indexes[name]
+
+    async def create_index(self, name, docs, model_id=None):
+        if name in self.indexes:
+            raise ValueError(f"index '{name}' already exists")
+        docs = list(docs)
+        self.indexes[name] = {d.id: d for d in docs}
+        self.calls.append({"op": "create", "name": name, "docs": docs, "model_id": model_id})
+        return FakeMutationResult(doc_count=len(docs), index_name=name)
+
+    async def add_docs(self, name, docs, options=None):
+        if name not in self.indexes:
+            raise ValueError(f"index '{name}' not found")
+        docs = list(docs)
+        self.indexes[name].update({d.id: d for d in docs})
+        self.calls.append({"op": "add", "name": name, "docs": docs, "options": options})
+        return FakeMutationResult(doc_count=len(docs), index_name=name)
+
+    async def delete_docs(self, name, doc_ids):
+        if name not in self.indexes:
+            raise ValueError(f"index '{name}' not found")
+        for doc_id in doc_ids:
+            self.indexes[name].pop(doc_id, None)
+        self.calls.append({"op": "delete_docs", "name": name, "doc_ids": list(doc_ids)})
+        return FakeMutationResult(doc_count=len(doc_ids), index_name=name)
+
+    async def get_docs(self, name, options=None):
+        if name not in self.indexes:
+            raise ValueError(f"index '{name}' not found")
+        return list(self.indexes[name].values())
+
+    async def list_indexes(self):
+        return [_FakeIndexInfo(name) for name in self.indexes]
+
+    async def delete_index(self, name):
+        if self.fail_delete:
+            raise ConnectionError("moss unreachable")
+        if name not in self.indexes:
+            raise ValueError(f"index '{name}' not found")
+        del self.indexes[name]
+        self.deleted.append(name)
+
+
+# ---------------------------------------------------------------------------
+# Fixtures
+# ---------------------------------------------------------------------------
+
+SAMPLE_OBJECTS = {
+    "docs/refunds.md": "Refunds are processed within 3 to 5 business days.",
+    "docs/shipping.md": "Most orders ship within 24 hours of being placed.",
+    "docs/support.txt": "You can reach our support team 24/7 via live chat.",
+    "images/logo.png": "not-really-a-png",
+}
+
+
+@pytest.fixture()
+def s3_bucket():
+    """Spin up a moto-mocked S3 bucket and populate it with SAMPLE_OBJECTS."""
+    with mock_aws():
+        s3 = boto3.client("s3", region_name=REGION)
+        s3.create_bucket(Bucket=BUCKET)
+        for key, body in SAMPLE_OBJECTS.items():
+            s3.put_object(Bucket=BUCKET, Key=key, Body=body.encode("utf-8"))
+        yield s3
+
+
+def _simple_mapper(row: dict[str, Any]) -> DocumentInfo:
+    return DocumentInfo(
+        id=row["key"],
+        text=row["text"],
+        metadata={"etag": row["etag"], "size": str(row["size"])},
+    )
+
+
+# ---------------------------------------------------------------------------
+# S3Connector tests
+# ---------------------------------------------------------------------------
+
+
+async def test_ingest_end_to_end(s3_bucket):
+    fake_moss = FakeMossClient()
+
+    with patch("moss_connector_s3.ingest.MossClient", return_value=fake_moss):
+        source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+        result = await ingest(source, "fake_id", "fake_key", index_name="docs")
+
+    assert result is not None
+    assert result.doc_count == 4
+
+    docs = fake_moss.calls[0]["docs"]
+    keys = {d.id for d in docs}
+    assert keys == set(SAMPLE_OBJECTS)
+
+    refund = next(d for d in docs if d.id == "docs/refunds.md")
+    assert refund.text == "Refunds are processed within 3 to 5 business days."
+    assert refund.metadata["size"] == str(len(SAMPLE_OBJECTS["docs/refunds.md"]))
+    assert refund.metadata["etag"]  # non-empty, quotes stripped
+    assert not refund.metadata["etag"].startswith('"')
+
+
+async def test_prefix_filter(s3_bucket):
+    fake_moss = FakeMossClient()
+
+    with patch("moss_connector_s3.ingest.MossClient", return_value=fake_moss):
+        source = S3Connector(
+            bucket=BUCKET, mapper=_simple_mapper, prefix="docs/", region_name=REGION
+        )
+        result = await ingest(source, "fake_id", "fake_key", index_name="docs")
+
+    assert result is not None
+    assert result.doc_count == 3
+    assert all(d.id.startswith("docs/") for d in fake_moss.calls[0]["docs"])
+
+
+async def test_suffix_filter(s3_bucket):
+    fake_moss = FakeMossClient()
+
+    with patch("moss_connector_s3.ingest.MossClient", return_value=fake_moss):
+        source = S3Connector(
+            bucket=BUCKET, mapper=_simple_mapper, suffix=(".md", ".txt"), region_name=REGION
+        )
+        result = await ingest(source, "fake_id", "fake_key", index_name="docs")
+
+    assert result is not None
+    assert result.doc_count == 3
+    assert "images/logo.png" not in {d.id for d in fake_moss.calls[0]["docs"]}
+
+
+async def test_folder_placeholders_skipped(s3_bucket):
+    """Zero-byte keys ending in '/' (console-created folders) are never yielded."""
+    s3_bucket.put_object(Bucket=BUCKET, Key="docs/", Body=b"")
+
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+    keys = {doc.id for doc in source}
+    assert "docs/" not in keys
+    assert len(keys) == 4
+
+
+async def test_pagination(s3_bucket):
+    """page_size=1 forces multiple list pages; all objects still arrive."""
+    fake_moss = FakeMossClient()
+
+    with patch("moss_connector_s3.ingest.MossClient", return_value=fake_moss):
+        source = S3Connector(
+            bucket=BUCKET, mapper=_simple_mapper, page_size=1, region_name=REGION
+        )
+        result = await ingest(source, "fake_id", "fake_key", index_name="docs")
+
+    assert result is not None
+    assert result.doc_count == 4
+
+
+async def test_object_user_metadata_reaches_mapper(s3_bucket):
+    s3_bucket.put_object(
+        Bucket=BUCKET,
+        Key="docs/tagged.md",
+        Body=b"Tagged document body.",
+        ContentType="text/markdown",
+        Metadata={"author": "ada"},
+    )
+
+    seen: dict[str, Any] = {}
+
+    def capture(row: dict[str, Any]) -> DocumentInfo:
+        if row["key"] == "docs/tagged.md":
+            seen.update(row)
+        return _simple_mapper(row)
+
+    source = S3Connector(bucket=BUCKET, mapper=capture, region_name=REGION)
+    list(source)
+
+    assert seen["metadata"] == {"author": "ada"}
+    assert seen["content_type"] == "text/markdown"
+    assert seen["last_modified"] is not None
+
+
+async def test_empty_bucket():
+    """ingest() returns None when the bucket is empty."""
+    fake_moss = FakeMossClient()
+
+    with mock_aws():
+        s3 = boto3.client("s3", region_name=REGION)
+        s3.create_bucket(Bucket="empty")
+
+        with patch("moss_connector_s3.ingest.MossClient", return_value=fake_moss):
+            source = S3Connector(bucket="empty", mapper=_simple_mapper, region_name=REGION)
+            result = await ingest(source, "fake_id", "fake_key", index_name="empty")
+
+    assert result is None
+    assert fake_moss.calls == []
+
+
+async def test_ingest_accepts_plain_iterables():
+    """The exported ingest() wraps the shared one; pre-materialized docs work too."""
+    fake_moss = FakeMossClient()
+    docs = [DocumentInfo(id="a", text="alpha"), DocumentInfo(id="b", text="beta")]
+
+    with patch("moss_connector_s3.ingest.MossClient", return_value=fake_moss):
+        result = await ingest(docs, "fake_id", "fake_key", index_name="plain")
+
+    assert result is not None
+    assert result.doc_count == 2
+    assert {d.id for d in fake_moss.calls[0]["docs"]} == {"a", "b"}
+
+
+async def test_auto_id_replaces_mapper_id(s3_bucket):
+    fake_moss = FakeMossClient()
+
+    with patch("moss_connector_s3.ingest.MossClient", return_value=fake_moss):
+        source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+        await ingest(source, "fake_id", "fake_key", index_name="docs", auto_id=True)
+
+    docs = fake_moss.calls[0]["docs"]
+    assert len(docs) == 4
+    for doc in docs:
+        assert doc.id
+        assert uuid.UUID(doc.id)  # valid UUID4
+        assert doc.id not in SAMPLE_OBJECTS
+
+
+# ---------------------------------------------------------------------------
+# snapshot() and watch() tests
+# ---------------------------------------------------------------------------
+
+
+async def test_snapshot_tracks_add_modify_delete(s3_bucket):
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    before = source.snapshot()
+    assert set(before) == set(SAMPLE_OBJECTS)
+
+    s3_bucket.put_object(Bucket=BUCKET, Key="docs/new.md", Body=b"Brand new document.")
+    s3_bucket.put_object(Bucket=BUCKET, Key="docs/refunds.md", Body=b"Refunds now take 7 days.")
+    s3_bucket.delete_object(Bucket=BUCKET, Key="docs/support.txt")
+
+    after = source.snapshot()
+    assert "docs/new.md" in after
+    assert "docs/support.txt" not in after
+    assert after["docs/refunds.md"] != before["docs/refunds.md"]  # ETag changed
+
+
+async def test_snapshot_marker_includes_last_modified(s3_bucket):
+    """Markers pair ETag with LastModified/Size so metadata-only rewrites are seen."""
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+    head = s3_bucket.head_object(Bucket=BUCKET, Key="docs/refunds.md")
+
+    marker = source.snapshot()["docs/refunds.md"]
+    assert marker.startswith(f"{head['ETag'].strip(chr(34))}|")
+    assert head["LastModified"].isoformat() in marker
+    assert marker.endswith(str(head["ContentLength"]))
+
+
+async def test_snapshot_respects_filters(s3_bucket):
+    source = S3Connector(
+        bucket=BUCKET, mapper=_simple_mapper, prefix="docs/", suffix=".md", region_name=REGION
+    )
+    assert set(source.snapshot()) == {"docs/refunds.md", "docs/shipping.md"}
+
+
+async def test_watch_added_object_syncs_incrementally(s3_bucket):
+    """A new object is upserted on its own — the index is never rebuilt."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+    changes: list[dict[str, str]] = []
+
+    async def sleep_then_mutate(_seconds):
+        s3_bucket.put_object(Bucket=BUCKET, Key="docs/new.md", Body=b"Newly added document.")
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_mutate),
+    ):
+        synced = await watch(
+            source,
+            "fake_id",
+            "fake_key",
+            "docs",
+            poll_interval=0,
+            max_polls=1,
+            on_change=changes.append,
+        )
+
+    assert synced == 1
+    assert fake_moss.deleted == []  # the live index was never dropped
+    assert [c["op"] for c in fake_moss.calls] == ["create", "add"]
+    assert len(fake_moss.calls[0]["docs"]) == 4  # initial create: whole bucket
+    add_docs = fake_moss.calls[1]["docs"]
+    assert [d.id for d in add_docs] == ["docs/new.md"]  # only the diff was pushed
+    assert set(fake_moss.docs_in("docs")) == set(SAMPLE_OBJECTS) | {"docs/new.md"}
+    assert changes and "docs/new.md" in changes[0]
+
+
+async def test_watch_modified_object_upserts_only_that_doc(s3_bucket):
+    """An overwritten object is re-pushed alone, with its new content."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_then_overwrite(_seconds):
+        s3_bucket.put_object(
+            Bucket=BUCKET, Key="docs/refunds.md", Body=b"Refunds now take 7 days."
+        )
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_overwrite),
+    ):
+        synced = await watch(
+            source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1
+        )
+
+    assert synced == 1
+    assert [c["op"] for c in fake_moss.calls] == ["create", "add"]
+    assert [d.id for d in fake_moss.calls[1]["docs"]] == ["docs/refunds.md"]
+    assert fake_moss.docs_in("docs")["docs/refunds.md"].text == "Refunds now take 7 days."
+    assert len(fake_moss.docs_in("docs")) == 4  # no duplicates
+
+
+async def test_watch_removed_object_deletes_only_that_doc(s3_bucket):
+    """A deleted object is removed by id — the other docs stay untouched."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_then_remove(_seconds):
+        s3_bucket.delete_object(Bucket=BUCKET, Key="docs/support.txt")
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_remove),
+    ):
+        synced = await watch(
+            source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1
+        )
+
+    assert synced == 1
+    assert [c["op"] for c in fake_moss.calls] == ["create", "delete_docs"]
+    assert fake_moss.calls[1]["doc_ids"] == ["docs/support.txt"]
+    assert set(fake_moss.docs_in("docs")) == set(SAMPLE_OBJECTS) - {"docs/support.txt"}
+    assert fake_moss.deleted == []
+
+
+async def test_watch_deletes_index_when_bucket_emptied(s3_bucket):
+    """Emptying the bucket must delete the index, not leave stale docs searchable."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_then_empty(_seconds):
+        for key in list(SAMPLE_OBJECTS):
+            s3_bucket.delete_object(Bucket=BUCKET, Key=key)
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_empty),
+    ):
+        synced = await watch(
+            source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1
+        )
+
+    assert synced == 1
+    assert [c["op"] for c in fake_moss.calls] == ["create"]
+    assert fake_moss.deleted == ["docs"]
+    assert fake_moss.existing == set()  # nothing left searchable
+
+
+async def test_watch_delete_failure_propagates(s3_bucket):
+    """An auth/network/server error on delete_index must raise, not be
+    silently treated as 'already gone' — the stale index is still live."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_then_empty(_seconds):
+        fake_moss.fail_delete = True
+        for key in list(SAMPLE_OBJECTS):
+            s3_bucket.delete_object(Bucket=BUCKET, Key=key)
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_empty),
+    ):
+        with pytest.raises(ConnectionError, match="moss unreachable"):
+            await watch(source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1)
+
+    assert fake_moss.existing == {"docs"}  # index still live, not marked gone
+    assert fake_moss.deleted == []
+
+
+async def test_watch_externally_deleted_index_is_noop(s3_bucket):
+    """An index already removed externally is confirmed missing via
+    list_indexes and skipped — no exception, no blind delete."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_then_empty_and_drop_index(_seconds):
+        for key in list(SAMPLE_OBJECTS):
+            s3_bucket.delete_object(Bucket=BUCKET, Key=key)
+        fake_moss.indexes.pop("docs", None)  # someone else deleted the index
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_empty_and_drop_index),
+    ):
+        synced = await watch(
+            source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1
+        )
+
+    assert synced == 1
+    assert fake_moss.deleted == []  # nothing to delete — confirmed missing
+    assert fake_moss.existing == set()
+
+
+async def test_watch_recreates_externally_deleted_index(s3_bucket):
+    """If the index vanishes externally while the bucket is non-empty, the
+    next change recreates it from the full bucket — not just the diff."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_drop_index_and_mutate(_seconds):
+        fake_moss.indexes.pop("docs", None)  # someone else deleted the index
+        s3_bucket.put_object(Bucket=BUCKET, Key="docs/new.md", Body=b"Newly added document.")
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_drop_index_and_mutate),
+    ):
+        synced = await watch(
+            source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1
+        )
+
+    assert synced == 1
+    assert [c["op"] for c in fake_moss.calls] == ["create", "create"]
+    # Recreated from the whole bucket, not only the changed key.
+    assert set(fake_moss.docs_in("docs")) == set(SAMPLE_OBJECTS) | {"docs/new.md"}
+
+
+async def test_watch_async_on_change_awaited(s3_bucket):
+    """An async on_change callback is awaited, not dropped."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+    awaited: list[dict[str, str]] = []
+
+    async def async_on_change(snapshot):
+        awaited.append(snapshot)
+
+    async def sleep_then_mutate(_seconds):
+        s3_bucket.put_object(Bucket=BUCKET, Key="docs/new.md", Body=b"Newly added document.")
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_mutate),
+    ):
+        synced = await watch(
+            source,
+            "fake_id",
+            "fake_key",
+            "docs",
+            poll_interval=0,
+            max_polls=1,
+            on_change=async_on_change,
+        )
+
+    assert synced == 1
+    assert awaited and "docs/new.md" in awaited[0]
+
+
+async def test_watch_failed_sync_keeps_old_index(s3_bucket):
+    """A sync that fails mid-download must leave the live index untouched."""
+    fake_moss = FakeMossClient()
+
+    def poison_aware_mapper(row: dict[str, Any]) -> DocumentInfo:
+        if row["key"] == "docs/poison.md":
+            raise ValueError("bad object body")
+        return _simple_mapper(row)
+
+    source = S3Connector(bucket=BUCKET, mapper=poison_aware_mapper, region_name=REGION)
+
+    async def sleep_then_poison(_seconds):
+        s3_bucket.put_object(Bucket=BUCKET, Key="docs/poison.md", Body=b"corrupt")
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_then_poison),
+    ):
+        with pytest.raises(ValueError, match="bad object body"):
+            await watch(source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1)
+
+    assert fake_moss.existing == {"docs"}  # live index survived the failed sync
+    assert fake_moss.deleted == []
+    assert [c["op"] for c in fake_moss.calls] == ["create"]
+    assert set(fake_moss.docs_in("docs")) == set(SAMPLE_OBJECTS)  # content intact
+
+
+async def test_watch_restart_reconciles_existing_index(s3_bucket):
+    """A restarted watch() reuses a surviving index: upserts current docs and
+    purges stale ones, without ever deleting the index."""
+    fake_moss = FakeMossClient()
+    fake_moss.indexes["docs"] = {  # index survives from a previous watch() run
+        "docs/refunds.md": DocumentInfo(id="docs/refunds.md", text="old refund text"),
+        "docs/gone.md": DocumentInfo(id="docs/gone.md", text="object no longer in bucket"),
+    }
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_noop(_seconds):
+        return None
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_noop),
+    ):
+        synced = await watch(
+            source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=1
+        )
+
+    assert synced == 0
+    assert fake_moss.deleted == []  # reconciled in place, never dropped
+    assert [c["op"] for c in fake_moss.calls] == ["add", "delete_docs"]
+    assert fake_moss.calls[1]["doc_ids"] == ["docs/gone.md"]  # stale doc purged
+    assert set(fake_moss.docs_in("docs")) == set(SAMPLE_OBJECTS)
+    refund = fake_moss.docs_in("docs")["docs/refunds.md"]
+    assert refund.text == SAMPLE_OBJECTS["docs/refunds.md"]  # upserted, not stale
+
+
+async def test_watch_no_change_no_sync(s3_bucket):
+    """watch() pushes nothing when the bucket is unchanged."""
+    fake_moss = FakeMossClient()
+    source = S3Connector(bucket=BUCKET, mapper=_simple_mapper, region_name=REGION)
+
+    async def sleep_noop(_seconds):
+        return None
+
+    with (
+        patch("moss_connector_s3.watch.MossClient", return_value=fake_moss),
+        patch("moss_connector_s3.watch.asyncio.sleep", side_effect=sleep_noop),
+    ):
+        synced = await watch(
+            source, "fake_id", "fake_key", "docs", poll_interval=0, max_polls=3
+        )
+
+    assert synced == 0
+    assert [c["op"] for c in fake_moss.calls] == ["create"]  # only the initial sync
+    assert fake_moss.deleted == []

From 12d2f887bf7d5980bc9ad82e2b52017fc776d3cd Mon Sep 17 00:00:00 2001
From: samanyugoyal2010 <samanyu.goyal2010@gmail.com>
Date: Fri, 24 Jul 2026 21:52:03 -0700
Subject: [PATCH 23/27] Update CODEOWNERS to change code owners (#491)

## Pull Request Checklist

Please ensure that your PR meets the following requirements:

- [ ] I have read the [CONTRIBUTING](CONTRIBUTING.md) guide.
- [ ] I have updated the documentation (if applicable).
- [ ] My code follows the style guidelines of this project.
- [ ] I have performed a self-review of my own code.
- [ ] I have added tests that prove my fix is effective or that my
feature works.
- [ ] New and existing unit tests pass locally with my changes.

## Description

Please include a summary of the change and which issue is fixed. Please
also include relevant motivation and context.

Fixes # (issue number)

## Type of Change

- [ ] Bug fix (non-breaking change which fixes an issue)
- [ ] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to not work as expected)
- [ ] This change requires a documentation update


<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/491?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
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alt="Review in cubic"
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<!-- End of auto-generated description by cubic. -->
---
 .github/CODEOWNERS | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
index a1728b7e..f6fd6add 100644
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -2,25 +2,25 @@
 # Code owners are automatically requested for review when someone opens a pull request.
 
 # Default owner for everything
-* @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+* @HarshaNalluru @r4ghu @ashvathsureshkumar
 
 # Language SDKs (Python, JS/TS, Elixir, C bindings)
-/sdks/ @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+/sdks/ @HarshaNalluru @r4ghu @ashvathsureshkumar
 
 # Applications and end-to-end integrations
-/apps/ @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+/apps/ @HarshaNalluru @r4ghu @ashvathsureshkumar
 
 # Standalone language examples, framework cookbooks, voice agents
-/examples/ @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+/examples/  @HarshaNalluru @r4ghu @ashvathsureshkumar
 
 # Reusable packages (CLI, connectors, framework adapters, plugins)
-/packages/ @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+/packages/ @HarshaNalluru @r4ghu @ashvathsureshkumar
 
 # Moss Live Labs (experimental SDKs, voice/image demos, community demos)
-/moss-live-labs/ @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+/moss-live-labs/ @HarshaNalluru @r4ghu @ashvathsureshkumar
 
 # Latency / throughput benchmarks
-/benchmarks/ @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+/benchmarks/ @HarshaNalluru @r4ghu @ashvathsureshkumar
 
 # CI/CD workflows
-/.github/ @HarshaNalluru @yatharthk2 @r4ghu @CoderOMaster
+/.github/  @HarshaNalluru @r4ghu @ashvathsureshkumar

From 9a8ec4344adfb09de4b74d977fcb36580960fd89 Mon Sep 17 00:00:00 2001
From: Luke <lukekitluc@gmail.com>
Date: Mon, 27 Jul 2026 09:36:02 -0700
Subject: [PATCH 24/27] chore(deps): bump @babel/core to 7.29.7 in next-js
 lockfile (#483)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Pull Request Checklist

Please ensure that your PR meets the following requirements:

- [x] I have read the [CONTRIBUTING](CONTRIBUTING.md) guide.
- [ ] I have updated the documentation (if applicable). — N/A,
lockfile-only change
- [x] My code follows the style guidelines of this project.
- [x] I have performed a self-review of my own code.
- [ ] I have added tests that prove my fix is effective or that my
feature works. — N/A, dependency bump
- [x] New and existing unit tests pass locally with my changes.

## Description

Bumps `@babel/core` from 7.28.6 to 7.29.7 in
`apps/next-js/package-lock.json` via `npm update @babel/core`. The
`@babel/*` family versions in lockstep, so 16 @babel packages move to
7.29.7 together, plus in-range refreshes of babel's browserslist data
dependencies (browserslist, caniuse-lite, electron-to-chromium,
node-releases, baseline-browser-mapping). Lockfile-only; no manifest
changes. 7.29.7 is the latest 7.x; Babel 8 (8.0.1) is outside the
dependents' `^7.x` ranges, so it does not apply here.

Context: Dependabot attempted this in #449, which ended up targeting 0
directories after a group-rule rebase and was auto-closed — this
completes what #422 asks for.

How verified: clean `npm ci` baseline first, then after the bump: `tsc
--noEmit` clean and `vitest run` 25/25 tests passing (same 25/25 on the
unmodified baseline).

Fixes #422


<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/483?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://www.cubic.dev/buttons/review-in-cubic-dark.svg"><source
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alt="Review in cubic"
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<!-- End of auto-generated description by cubic. -->

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
---
 apps/next-js/package-lock.json | 207 +++++++++++++++++----------------
 1 file changed, 105 insertions(+), 102 deletions(-)

diff --git a/apps/next-js/package-lock.json b/apps/next-js/package-lock.json
index d47437c2..c2fef5bf 100644
--- a/apps/next-js/package-lock.json
+++ b/apps/next-js/package-lock.json
@@ -90,13 +90,13 @@
       "license": "MIT"
     },
     "node_modules/@babel/code-frame": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.28.6.tgz",
-      "integrity": "sha512-JYgintcMjRiCvS8mMECzaEn+m3PfoQiyqukOMCCVQtoJGYJw8j/8LBJEiqkHLkfwCcs74E3pbAUFNg7d9VNJ+Q==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.7.tgz",
+      "integrity": "sha512-Aup7aUOfpbAUg2ROOJN6Iw5f9DMBlzu0mIkm/malLQFN/YQgO48wCj0Kxa3sEHJvPVFg7siR+qRInwXd2qhQKw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-validator-identifier": "^7.28.5",
+        "@babel/helper-validator-identifier": "^7.29.7",
         "js-tokens": "^4.0.0",
         "picocolors": "^1.1.1"
       },
@@ -105,9 +105,9 @@
       }
     },
     "node_modules/@babel/compat-data": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.28.6.tgz",
-      "integrity": "sha512-2lfu57JtzctfIrcGMz992hyLlByuzgIk58+hhGCxjKZ3rWI82NnVLjXcaTqkI2NvlcvOskZaiZ5kjUALo3Lpxg==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.7.tgz",
+      "integrity": "sha512-locTkQyKvwIEgBzVrn8693ebc97F2U8ZHjbXwDXJ5Fn2TCpNwTlKcaKLkdHop5c/icOFE7qt7Q9JC5hnKNa6Gg==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -115,21 +115,21 @@
       }
     },
     "node_modules/@babel/core": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.28.6.tgz",
-      "integrity": "sha512-H3mcG6ZDLTlYfaSNi0iOKkigqMFvkTKlGUYlD8GW7nNOYRrevuA46iTypPyv+06V3fEmvvazfntkBU34L0azAw==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.29.7.tgz",
+      "integrity": "sha512-RgHBCvtjbOK2gXSNBNIkNoEc9qoVEtau3hj8gEqKQuL3HZAibKarWFEI3Lfm6EYKkLalOh8eSrj9b+ch9H/VBA==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/code-frame": "^7.28.6",
-        "@babel/generator": "^7.28.6",
-        "@babel/helper-compilation-targets": "^7.28.6",
-        "@babel/helper-module-transforms": "^7.28.6",
-        "@babel/helpers": "^7.28.6",
-        "@babel/parser": "^7.28.6",
-        "@babel/template": "^7.28.6",
-        "@babel/traverse": "^7.28.6",
-        "@babel/types": "^7.28.6",
+        "@babel/code-frame": "^7.29.7",
+        "@babel/generator": "^7.29.7",
+        "@babel/helper-compilation-targets": "^7.29.7",
+        "@babel/helper-module-transforms": "^7.29.7",
+        "@babel/helpers": "^7.29.7",
+        "@babel/parser": "^7.29.7",
+        "@babel/template": "^7.29.7",
+        "@babel/traverse": "^7.29.7",
+        "@babel/types": "^7.29.7",
         "@jridgewell/remapping": "^2.3.5",
         "convert-source-map": "^2.0.0",
         "debug": "^4.1.0",
@@ -146,14 +146,14 @@
       }
     },
     "node_modules/@babel/generator": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.28.6.tgz",
-      "integrity": "sha512-lOoVRwADj8hjf7al89tvQ2a1lf53Z+7tiXMgpZJL3maQPDxh0DgLMN62B2MKUOFcoodBHLMbDM6WAbKgNy5Suw==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.7.tgz",
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       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/parser": "^7.28.6",
-        "@babel/types": "^7.28.6",
+        "@babel/parser": "^7.29.7",
+        "@babel/types": "^7.29.7",
         "@jridgewell/gen-mapping": "^0.3.12",
         "@jridgewell/trace-mapping": "^0.3.28",
         "jsesc": "^3.0.2"
@@ -163,14 +163,14 @@
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     "node_modules/@babel/helper-compilation-targets": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.28.6.tgz",
-      "integrity": "sha512-JYtls3hqi15fcx5GaSNL7SCTJ2MNmjrkHXg4FSpOA/grxK8KwyZ5bubHsCq8FXCkua6xhuaaBit+3b7+VZRfcA==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.29.7.tgz",
+      "integrity": "sha512-wem6WaBj4NaVYVdNhLPPVacES6ZJ+KBBfSkTMD3YZxbP3rm3Di85tJU5ljaUNhaOynt+Aj0xruhYuzQBt8n71g==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/compat-data": "^7.28.6",
-        "@babel/helper-validator-option": "^7.27.1",
+        "@babel/compat-data": "^7.29.7",
+        "@babel/helper-validator-option": "^7.29.7",
         "browserslist": "^4.24.0",
         "lru-cache": "^5.1.1",
         "semver": "^6.3.1"
@@ -180,9 +180,9 @@
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     "node_modules/@babel/helper-globals": {
-      "version": "7.28.0",
-      "resolved": "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.28.0.tgz",
-      "integrity": "sha512-+W6cISkXFa1jXsDEdYA8HeevQT/FULhxzR99pxphltZcVaugps53THCeiWA8SguxxpSp3gKPiuYfSWopkLQ4hw==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.29.7.tgz",
+      "integrity": "sha512-3nQVUAtvkKH9zahfWgw96Jc/uFOmjACE1kQz82E2lqWmHBgjzbNlsC22nuQTfahmWeQtTq5nQ/4Nnd2A1wj4zA==",
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@@ -190,29 +190,29 @@
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-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.28.6.tgz",
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+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.29.7.tgz",
+      "integrity": "sha512-ejHwrQQYcm9xnTivShn2IDOlIzInN34AXskvq9QicvCtEzq1Vzclu/tKF8Jq1Cg8JG2GL6/EmjgsCT7lXepE3g==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/traverse": "^7.28.6",
-        "@babel/types": "^7.28.6"
+        "@babel/traverse": "^7.29.7",
+        "@babel/types": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-module-transforms": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.28.6.tgz",
-      "integrity": "sha512-67oXFAYr2cDLDVGLXTEABjdBJZ6drElUSI7WKp70NrpyISso3plG9SAGEF6y7zbha/wOzUByWWTJvEDVNIUGcA==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.29.7.tgz",
+      "integrity": "sha512-UPUVSyXbOh627KiCIGQSgwWzGeBKLkaJ9PJEdrngIwMSzxLR4jS4+f1f1jb7VzBbg8nFLaYotvVPFCTqdrmTAg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-module-imports": "^7.28.6",
-        "@babel/helper-validator-identifier": "^7.28.5",
-        "@babel/traverse": "^7.28.6"
+        "@babel/helper-module-imports": "^7.29.7",
+        "@babel/helper-validator-identifier": "^7.29.7",
+        "@babel/traverse": "^7.29.7"
       },
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@@ -222,9 +222,9 @@
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     "node_modules/@babel/helper-string-parser": {
-      "version": "7.27.1",
-      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz",
-      "integrity": "sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.29.7.tgz",
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@@ -232,9 +232,9 @@
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-      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.28.5.tgz",
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+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.29.7.tgz",
+      "integrity": "sha512-qehxGkRj55h/ff8EMaJ+cYhyaKlHIxqYDn682wQD7RNp9UujOQsHog2uS0r2vzr4pW+sXf90NeeayjcNaX3fFg==",
       "dev": true,
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@@ -242,9 +242,9 @@
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-      "resolved": "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.27.1.tgz",
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+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.29.7.tgz",
+      "integrity": "sha512-N9ZErrD+yW5geCDtBqnOoxmR8+tNKiGuxKlDpuJxfsqpa2dFcexaziGAE/qoHLiDDreVNMupxGmSoNlyvsA3gw==",
       "dev": true,
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@@ -252,27 +252,27 @@
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-      "resolved": "https://registry.npmjs.org/@babel/helpers/-/helpers-7.28.6.tgz",
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+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helpers/-/helpers-7.29.7.tgz",
+      "integrity": "sha512-1k2lAGRMfHTcwuNYcCNUmaUffmQv8KWMfh2iJUUeRlwlwH4FdNG7mfPI10NPfLHJFThE4Tyr4mv7kTNZOiPuBg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/template": "^7.28.6",
-        "@babel/types": "^7.28.6"
+        "@babel/template": "^7.29.7",
+        "@babel/types": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/parser": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.28.6.tgz",
-      "integrity": "sha512-TeR9zWR18BvbfPmGbLampPMW+uW1NZnJlRuuHso8i87QZNq2JRF9i6RgxRqtEq+wQGsS19NNTWr2duhnE49mfQ==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.7.tgz",
+      "integrity": "sha512-hnORnjP/1P/zFEndoeX+n+t1RwWRJiJpM/jO7FW32Kn9r5+sJB2JWOdYo4L6k78j15eCwY3Gm/7364B1EMwtNg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/types": "^7.28.6"
+        "@babel/types": "^7.29.7"
       },
       "bin": {
         "parser": "bin/babel-parser.js"
@@ -292,33 +292,33 @@
       }
     },
     "node_modules/@babel/template": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.28.6.tgz",
-      "integrity": "sha512-YA6Ma2KsCdGb+WC6UpBVFJGXL58MDA6oyONbjyF/+5sBgxY/dwkhLogbMT2GXXyU84/IhRw/2D1Os1B/giz+BQ==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.29.7.tgz",
+      "integrity": "sha512-puq+Gf35oI24FeN11LkoUQFqv9uwNeWpxXZi/Ji3rRIoKAzKnxRaZ+Gkj0vKS9ZCiTESfng1N9LyOyXvo+m+Gg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/code-frame": "^7.28.6",
-        "@babel/parser": "^7.28.6",
-        "@babel/types": "^7.28.6"
+        "@babel/code-frame": "^7.29.7",
+        "@babel/parser": "^7.29.7",
+        "@babel/types": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/traverse": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.28.6.tgz",
-      "integrity": "sha512-fgWX62k02qtjqdSNTAGxmKYY/7FSL9WAS1o2Hu5+I5m9T0yxZzr4cnrfXQ/MX0rIifthCSs6FKTlzYbJcPtMNg==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.29.7.tgz",
+      "integrity": "sha512-EhlfNQtZ+NK22w5BM61ciuiq1m58ed33Wr1Xan//ZRTy6hgjnwyCffRYwzsGXdASJSUJ1guZILsErh1eQcl+zw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/code-frame": "^7.28.6",
-        "@babel/generator": "^7.28.6",
-        "@babel/helper-globals": "^7.28.0",
-        "@babel/parser": "^7.28.6",
-        "@babel/template": "^7.28.6",
-        "@babel/types": "^7.28.6",
+        "@babel/code-frame": "^7.29.7",
+        "@babel/generator": "^7.29.7",
+        "@babel/helper-globals": "^7.29.7",
+        "@babel/parser": "^7.29.7",
+        "@babel/template": "^7.29.7",
+        "@babel/types": "^7.29.7",
         "debug": "^4.3.1"
       },
       "engines": {
@@ -326,14 +326,14 @@
       }
     },
     "node_modules/@babel/types": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.28.6.tgz",
-      "integrity": "sha512-0ZrskXVEHSWIqZM/sQZ4EV3jZJXRkio/WCxaqKZP1g//CEWEPSfeZFcms4XeKBCHU0ZKnIkdJeU/kF+eRp5lBg==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.29.7.tgz",
+      "integrity": "sha512-4zBIxpPzowiZpusoFkyGVwakdRJUyuH5PxQ/PrqghfdFWWasvnCdPfQXHrenDai+gyLARulZjZowCOj6fjT4pA==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-string-parser": "^7.27.1",
-        "@babel/helper-validator-identifier": "^7.28.5"
+        "@babel/helper-string-parser": "^7.29.7",
+        "@babel/helper-validator-identifier": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -3030,9 +3030,9 @@
       "license": "MIT"
     },
     "node_modules/baseline-browser-mapping": {
-      "version": "2.10.8",
-      "resolved": "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.10.8.tgz",
-      "integrity": "sha512-PCLz/LXGBsNTErbtB6i5u4eLpHeMfi93aUv5duMmj6caNu6IphS4q6UevDnL36sZQv9lrP11dbPKGMaXPwMKfQ==",
+      "version": "2.11.1",
+      "resolved": "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.11.1.tgz",
+      "integrity": "sha512-HYXq73DDpCtNzOmrFsm9eSwCvWCql0RzqjpDzXN9EadiLJ4DNat0nsZ/Bzmy+Ud12mb4/zKDY0cQ805ZzN+i0A==",
       "license": "Apache-2.0",
       "bin": {
         "baseline-browser-mapping": "dist/cli.cjs"
@@ -3076,9 +3076,9 @@
       }
     },
     "node_modules/browserslist": {
-      "version": "4.28.1",
-      "resolved": "https://registry.npmjs.org/browserslist/-/browserslist-4.28.1.tgz",
-      "integrity": "sha512-ZC5Bd0LgJXgwGqUknZY/vkUQ04r8NXnJZ3yYi4vDmSiZmC/pdSN0NbNRPxZpbtO4uAfDUAFffO8IZoM3Gj8IkA==",
+      "version": "4.28.7",
+      "resolved": "https://registry.npmjs.org/browserslist/-/browserslist-4.28.7.tgz",
+      "integrity": "sha512-JxV13hNrFxqjOc8alRbq9dK1MM79NEXYpma2B2J4wAtpWS5zIEIKqWPGCl7N4o7Uc7B7itylh7SuDujATRyyTw==",
       "dev": true,
       "funding": [
         {
@@ -3096,11 +3096,11 @@
       ],
       "license": "MIT",
       "dependencies": {
-        "baseline-browser-mapping": "^2.9.0",
-        "caniuse-lite": "^1.0.30001759",
-        "electron-to-chromium": "^1.5.263",
-        "node-releases": "^2.0.27",
-        "update-browserslist-db": "^1.2.0"
+        "baseline-browser-mapping": "^2.10.44",
+        "caniuse-lite": "^1.0.30001806",
+        "electron-to-chromium": "^1.5.393",
+        "node-releases": "^2.0.51",
+        "update-browserslist-db": "^1.2.3"
       },
       "bin": {
         "browserslist": "cli.js"
@@ -3170,9 +3170,9 @@
       }
     },
     "node_modules/caniuse-lite": {
-      "version": "1.0.30001766",
-      "resolved": "https://registry.npmjs.org/caniuse-lite/-/caniuse-lite-1.0.30001766.tgz",
-      "integrity": "sha512-4C0lfJ0/YPjJQHagaE9x2Elb69CIqEPZeG0anQt9SIvIoOH4a4uaRl73IavyO+0qZh6MDLH//DrXThEYKHkmYA==",
+      "version": "1.0.30001806",
+      "resolved": "https://registry.npmjs.org/caniuse-lite/-/caniuse-lite-1.0.30001806.tgz",
+      "integrity": "sha512-72Cuvd95zbSYPKq6Fhg8eDJRlzgWDf7/mtoZv6Qe/DYNCEBdNxoA3+rZAU2ZhGCpZlns3EssFavaZomckT5Uuw==",
       "funding": [
         {
           "type": "opencollective",
@@ -3500,9 +3500,9 @@
       }
     },
     "node_modules/electron-to-chromium": {
-      "version": "1.5.279",
-      "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.279.tgz",
-      "integrity": "sha512-0bblUU5UNdOt5G7XqGiJtpZMONma6WAfq9vsFmtn9x1+joAObr6x1chfqyxFSDCAFwFhCQDrqeAr6MYdpwJ9Hg==",
+      "version": "1.5.395",
+      "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.395.tgz",
+      "integrity": "sha512-7zt9Aw+SrmxLWLN0zhaTWZQiCdryLVrYTq5R7iZakLvi2UQPYMMsROYV/2qVCzMeCiSXHwKOU+sZ4zOVVlrtKA==",
       "dev": true,
       "license": "ISC"
     },
@@ -5930,11 +5930,14 @@
       }
     },
     "node_modules/node-releases": {
-      "version": "2.0.27",
-      "resolved": "https://registry.npmjs.org/node-releases/-/node-releases-2.0.27.tgz",
-      "integrity": "sha512-nmh3lCkYZ3grZvqcCH+fjmQ7X+H0OeZgP40OierEaAptX4XofMh5kwNbWh7lBduUzCcV/8kZ+NDLCwm2iorIlA==",
+      "version": "2.0.51",
+      "resolved": "https://registry.npmjs.org/node-releases/-/node-releases-2.0.51.tgz",
+      "integrity": "sha512-wRNIrw4DmVLKQlbgOMdkMx27Wrpzes2hh5Jtbi2bjPd+4wJstWIqP5A+lscnqbm0xxmT5Bpg8Lec5ItEBwx6BQ==",
       "dev": true,
-      "license": "MIT"
+      "license": "MIT",
+      "engines": {
+        "node": ">=18"
+      }
     },
     "node_modules/object-assign": {
       "version": "4.1.1",

From 81575f29bd84cda11891711ff085d69a3f65a8e9 Mon Sep 17 00:00:00 2001
From: tri-sa-rah-tops <115124163+tri-sa-rah-tops@users.noreply.github.com>
Date: Mon, 27 Jul 2026 13:16:03 -0700
Subject: [PATCH 25/27] =?UTF-8?q?Updating=20fast-uri=20to=204.1.1=20to=20t?=
 =?UTF-8?q?he=20overrieds=20in=20files=20listed.=20While=20ad=E2=80=A6=20(?=
 =?UTF-8?q?#485)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

## Pull Request Checklist

Please ensure that your PR meets the following requirements:

- [x] I have read the [CONTRIBUTING](CONTRIBUTING.md) guide.
- [ ] I have updated the documentation (if applicable). -- N/A
- [x] My code follows the style guidelines of this project.
- [x] I have performed a self-review of my own code.
- [ ] I have added tests that prove my fix is effective or that my
feature works. -- N/A as this is a dependency bump
- [x] New and existing unit tests pass locally with my changes.

## Description

Addressing [this issue](https://github.com/usemoss/moss/issues/470)
suggesting to update `fast-uri` to latest version. Also bumped `ajv` in
one spot, since I noticed it wasn't consistent with other versions
across the project. `fast-uri` is now updated to version `4.1.1`.

Fixes #470

## Type of Change

- [x] Bug fix (non-breaking change which fixes an issue)
- [ ] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to not work as expected)
- [ ] This change requires a documentation update


<!-- This is an auto-generated description by cubic. -->
<a href="https://cubic.dev/pr/usemoss/moss/pull/485?utm_source=github"
target="_blank" rel="noopener noreferrer"
data-no-image-dialog="true"><picture><source
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---
 apps/moss-vscode/package-lock.json            | 6 +++---
 apps/moss-vscode/package.json                 | 3 +++
 apps/moss-vscode/promo/package-lock.json      | 6 +++---
 apps/moss-vscode/promo/package.json           | 3 ++-
 examples/cookbook/mastra/package-lock.json    | 6 +++---
 examples/cookbook/mastra/package.json         | 3 ++-
 examples/moss-pikachu/promo/package-lock.json | 6 +++---
 examples/moss-pikachu/promo/package.json      | 3 ++-
 packages/mastra-moss/package-lock.json        | 6 +++---
 packages/mastra-moss/package.json             | 3 ++-
 10 files changed, 26 insertions(+), 19 deletions(-)

diff --git a/apps/moss-vscode/package-lock.json b/apps/moss-vscode/package-lock.json
index f54b1ce3..b6fdf0cb 100644
--- a/apps/moss-vscode/package-lock.json
+++ b/apps/moss-vscode/package-lock.json
@@ -2193,9 +2193,9 @@
       }
     },
     "node_modules/fast-uri": {
-      "version": "3.1.3",
-      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-3.1.3.tgz",
-      "integrity": "sha512-i70LwGWUduXqzicKXWshooq+sWL1K3WUU5rKZNG/0i3a1OSoX3HqhH5WbWwTmqWfor4urUakGPiRQcleRZTwOg==",
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-4.1.1.tgz",
+      "integrity": "sha512-YPOs1zD5TG2+EZt+r88LwF6mclA7TPkpwMP7ZN3TO2HiHS8TXvq7QA/17iJsV9dubcLo/f8eEYqMBruyQV21hQ==",
       "dev": true,
       "funding": [
         {
diff --git a/apps/moss-vscode/package.json b/apps/moss-vscode/package.json
index a3f0e188..12694686 100644
--- a/apps/moss-vscode/package.json
+++ b/apps/moss-vscode/package.json
@@ -160,6 +160,9 @@
     "package": "npm run prepackage && vsce package",
     "verify-package": "node scripts/verify-package.mjs"
   },
+  "overrides": {
+    "fast-uri": "4.1.1"
+  },
   "dependencies": {
     "@moss-dev/moss": "^1.3.2",
     "dotenv": "^17.2.3",
diff --git a/apps/moss-vscode/promo/package-lock.json b/apps/moss-vscode/promo/package-lock.json
index ae09a129..eb5c3692 100644
--- a/apps/moss-vscode/promo/package-lock.json
+++ b/apps/moss-vscode/promo/package-lock.json
@@ -3151,9 +3151,9 @@
       "license": "MIT"
     },
     "node_modules/fast-uri": {
-      "version": "3.1.3",
-      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-3.1.3.tgz",
-      "integrity": "sha512-i70LwGWUduXqzicKXWshooq+sWL1K3WUU5rKZNG/0i3a1OSoX3HqhH5WbWwTmqWfor4urUakGPiRQcleRZTwOg==",
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-4.1.1.tgz",
+      "integrity": "sha512-YPOs1zD5TG2+EZt+r88LwF6mclA7TPkpwMP7ZN3TO2HiHS8TXvq7QA/17iJsV9dubcLo/f8eEYqMBruyQV21hQ==",
       "funding": [
         {
           "type": "github",
diff --git a/apps/moss-vscode/promo/package.json b/apps/moss-vscode/promo/package.json
index fffee95c..26917497 100644
--- a/apps/moss-vscode/promo/package.json
+++ b/apps/moss-vscode/promo/package.json
@@ -15,7 +15,8 @@
     "tailwindcss": "4.2.0"
   },
   "overrides": {
-    "postcss": "8.5.19"
+    "postcss": "8.5.19",
+    "fast-uri": "4.1.1"
   },
   "devDependencies": {
     "@remotion/eslint-config-flat": "4.0.484",
diff --git a/examples/cookbook/mastra/package-lock.json b/examples/cookbook/mastra/package-lock.json
index 8efb1d47..e169bd21 100644
--- a/examples/cookbook/mastra/package-lock.json
+++ b/examples/cookbook/mastra/package-lock.json
@@ -2069,9 +2069,9 @@
       "license": "MIT"
     },
     "node_modules/fast-uri": {
-      "version": "3.1.2",
-      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-3.1.2.tgz",
-      "integrity": "sha512-rVjf7ArG3LTk+FS6Yw81V1DLuZl1bRbNrev6Tmd/9RaroeeRRJhAt7jg/6YFxbvAQXUCavSoZhPPj6oOx+5KjQ==",
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-4.1.1.tgz",
+      "integrity": "sha512-YPOs1zD5TG2+EZt+r88LwF6mclA7TPkpwMP7ZN3TO2HiHS8TXvq7QA/17iJsV9dubcLo/f8eEYqMBruyQV21hQ==",
       "funding": [
         {
           "type": "github",
diff --git a/examples/cookbook/mastra/package.json b/examples/cookbook/mastra/package.json
index d7428825..bc50fbfb 100644
--- a/examples/cookbook/mastra/package.json
+++ b/examples/cookbook/mastra/package.json
@@ -20,6 +20,7 @@
     "@types/node": "^20.12.11"
   },
   "overrides": {
-    "uuid": "^14.0.0"
+    "uuid": "^14.0.0",
+    "fast-uri": "4.1.1"
   }
 }
diff --git a/examples/moss-pikachu/promo/package-lock.json b/examples/moss-pikachu/promo/package-lock.json
index 27a0e627..f0bd2db7 100644
--- a/examples/moss-pikachu/promo/package-lock.json
+++ b/examples/moss-pikachu/promo/package-lock.json
@@ -3051,9 +3051,9 @@
       "license": "MIT"
     },
     "node_modules/fast-uri": {
-      "version": "3.1.3",
-      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-3.1.3.tgz",
-      "integrity": "sha512-i70LwGWUduXqzicKXWshooq+sWL1K3WUU5rKZNG/0i3a1OSoX3HqhH5WbWwTmqWfor4urUakGPiRQcleRZTwOg==",
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-4.1.1.tgz",
+      "integrity": "sha512-YPOs1zD5TG2+EZt+r88LwF6mclA7TPkpwMP7ZN3TO2HiHS8TXvq7QA/17iJsV9dubcLo/f8eEYqMBruyQV21hQ==",
       "funding": [
         {
           "type": "github",
diff --git a/examples/moss-pikachu/promo/package.json b/examples/moss-pikachu/promo/package.json
index 5b503032..90abe0e1 100644
--- a/examples/moss-pikachu/promo/package.json
+++ b/examples/moss-pikachu/promo/package.json
@@ -15,7 +15,8 @@
     "tailwindcss": "4.2.0"
   },
   "overrides": {
-    "postcss": "8.5.19"
+    "postcss": "8.5.19",
+    "fast-uri": "4.1.1"
   },
   "devDependencies": {
     "@remotion/eslint-config-flat": "4.0.484",
diff --git a/packages/mastra-moss/package-lock.json b/packages/mastra-moss/package-lock.json
index b399e752..0df42a20 100644
--- a/packages/mastra-moss/package-lock.json
+++ b/packages/mastra-moss/package-lock.json
@@ -2862,9 +2862,9 @@
       "license": "MIT"
     },
     "node_modules/fast-uri": {
-      "version": "3.1.2",
-      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-3.1.2.tgz",
-      "integrity": "sha512-rVjf7ArG3LTk+FS6Yw81V1DLuZl1bRbNrev6Tmd/9RaroeeRRJhAt7jg/6YFxbvAQXUCavSoZhPPj6oOx+5KjQ==",
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-4.1.1.tgz",
+      "integrity": "sha512-YPOs1zD5TG2+EZt+r88LwF6mclA7TPkpwMP7ZN3TO2HiHS8TXvq7QA/17iJsV9dubcLo/f8eEYqMBruyQV21hQ==",
       "dev": true,
       "funding": [
         {
diff --git a/packages/mastra-moss/package.json b/packages/mastra-moss/package.json
index 6a64e1d4..ea239368 100644
--- a/packages/mastra-moss/package.json
+++ b/packages/mastra-moss/package.json
@@ -36,7 +36,8 @@
     "zod": "^3.0.0 || ^4.0.0"
   },
   "overrides": {
-    "postcss": "8.5.19"
+    "postcss": "8.5.19",
+    "fast-uri": "4.1.1"
   },
   "devDependencies": {
     "@mastra/core": "1.26.0",

From ac3da697ff5fc428faf61e2d24830fb4147b9f4d Mon Sep 17 00:00:00 2001
From: Hendrixx-RE <athukuttan2004@gmail.com>
Date: Tue, 28 Jul 2026 21:32:35 +0530
Subject: [PATCH 26/27] fix github actions bugs and ruff linter errors

---
 apps/docker/python/main.py                    |   1 +
 .../livekit-moss-agent/pyproject.toml         |   2 +
 apps/moss-llamaindex/backend/main.py          |  12 +-
 apps/moss-llamaindex/backend/seed_index.py    |   2 +-
 benchmarks/bench_chroma.py                    |   5 +-
 benchmarks/bench_moss.py                      |   7 +-
 benchmarks/bench_pinecone.py                  |   5 +-
 benchmarks/bench_qdrant.py                    |   5 +-
 benchmarks/embedding.py                       |   1 +
 examples/cookbook/agentphone/create_index.py  |   1 -
 examples/cookbook/agentphone/server.py        |   2 -
 .../cookbook/agentphone/test_integration.py   |   3 +-
 examples/cookbook/crewai/example_usage.py     |   1 -
 examples/cookbook/crewai/moss_crewai.py       |  10 +-
 examples/cookbook/crewai/test_live.py         |   1 -
 .../create_index.py                           |   7 +-
 examples/cookbook/haystack/example_usage.py   |   1 -
 examples/cookbook/haystack/moss_haystack.py   |  16 +--
 examples/cookbook/haystack/test_live.py       |   1 -
 examples/cookbook/langchain/moss_langchain.py |  21 ++--
 .../cookbook/langchain/test_integration.py    |   5 +-
 examples/cookbook/langflow/moss_langflow.py   |   5 +-
 .../cookbook/langflow/test_integration.py     |   1 -
 examples/cookbook/langgraph/example_usage.py  |   1 -
 .../cookbook/langgraph/test_integration.py    |   8 +-
 examples/cookbook/openai-agents/example.py    |   8 +-
 .../cookbook/openai-agents/test_example.py    |   2 +-
 examples/cookbook/pydantic-ai/example.py      |   3 +-
 .../cookbook/pydantic-ai/moss_pydantic_ai.py  |   2 +
 .../cookbook/pydantic-ai/test_integration.py  |   1 -
 examples/cookbook/sim/server.py               |   1 -
 .../smolagents/moss_smol_agent_demo.py        |   3 +-
 .../cookbook/smolagents/moss_smolagents.py    |   9 +-
 examples/cookbook/unstructured/ingest.py      |   1 -
 .../MossPikachu/Resources/moss_worker.py      |   2 +-
 .../python-classification/classify_sample.py  |   1 -
 examples/python-moss-agent/agent.py           |   3 +-
 examples/python/comprehensive_sample.py       |   8 +-
 examples/python/custom_embedding_sample.py    |   6 +-
 examples/python/load_and_query_sample.py      |   1 +
 examples/python/metadata_filtering.py         |   3 +-
 examples/python/multi_index_search.py         |   8 +-
 examples/python/session_sample.py             |   3 +-
 examples/voice-agents/airline-pnr/agent.py    |   8 +-
 .../airline-pnr/evals/test_call_summary.py    |   2 +-
 .../voice-agents/candidate-screening/agent.py |   6 +-
 .../evals/test_scorecards.py                  |   2 +-
 .../voice-agents/insurance-adjuster/agent.py  |   1 -
 .../insurance-adjuster/create_indexes.py      |   2 +-
 .../voice-agents/mortgage-lending/agent.py    |  14 +--
 .../advanced-voice-agent/agent/agent.py       |   8 +-
 .../moss-utils/create_index.py                |   3 +-
 .../image-search/setup-py/create_index.py     |   7 +-
 .../examples/semantic-cache/semantic_cache.py |   3 +-
 moss-live-labs/examples/voice-agent/agent.py  |  12 +-
 moss-live-labs/python/advance_query.py        |   6 +-
 moss-live-labs/python/simple_quickstart.py    |   6 +-
 moss-workshop/starter/build_index.py          |   2 +-
 moss-workshop/starter/voice_agent.py          |  15 ++-
 .../moss-cli/src/moss_cli/commands/doc.py     |  16 ++-
 .../moss-cli/src/moss_cli/commands/index.py   |  16 ++-
 .../src/moss_cli/commands/init_cmd.py         |   6 +-
 .../moss-cli/src/moss_cli/commands/job.py     |   1 -
 .../moss-cli/src/moss_cli/commands/search.py  |  12 +-
 .../moss-cli/src/moss_cli/commands/sync.py    |  14 +--
 .../src/moss_cli/commands/validate.py         |   5 +-
 .../moss-cli/src/moss_cli/commands/version.py |   3 +-
 packages/moss-cli/src/moss_cli/completion.py  |   5 +-
 packages/moss-cli/src/moss_cli/config.py      |  20 ++--
 packages/moss-cli/src/moss_cli/documents.py   |  14 +--
 packages/moss-cli/src/moss_cli/job_waiter.py  |   6 +-
 packages/moss-cli/src/moss_cli/main.py        |   7 +-
 packages/moss-cli/src/moss_cli/output.py      |  20 ++--
 packages/moss-cli/tests/test_completions.py   |   3 +-
 packages/moss-cli/tests/test_profiles.py      |   6 +-
 sdks/python/sdk/src/moss/__init__.pyi         | 104 +++++++++---------
 .../python/sdk/src/moss/client/moss_client.py |  90 ++++++++-------
 sdks/python/sdk/tests/conftest.py             |   1 -
 sdks/python/sdk/tests/test_client.py          |   1 -
 sdks/python/sdk/tests/test_client_extended.py |   1 -
 sdks/python/sdk/tests/test_cloud_fallback.py  |   2 +-
 .../sdk/tests/test_create_index_versions.py   |   6 +-
 sdks/python/sdk/tests/test_e2e.py             |   8 +-
 sdks/python/sdk/tests/test_hot_reload.py      |   2 +-
 .../sdk/tests/test_metadata_filter_e2e.py     |   2 +-
 sdks/python/sdk/tests/test_rerank.py          |   1 -
 sdks/python/sdk/tests/test_search.py          |  41 ++++---
 87 files changed, 338 insertions(+), 361 deletions(-)

diff --git a/apps/docker/python/main.py b/apps/docker/python/main.py
index 363177af..7c212f94 100644
--- a/apps/docker/python/main.py
+++ b/apps/docker/python/main.py
@@ -12,6 +12,7 @@
 
 import asyncio
 import os
+
 from dotenv import load_dotenv
 from moss import MossClient, QueryOptions
 
diff --git a/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/pyproject.toml b/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/pyproject.toml
index c8487954..610a98e9 100644
--- a/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/pyproject.toml
+++ b/apps/livekit-moss-vercel/livekit-voice-agent/livekit-moss-agent/pyproject.toml
@@ -66,6 +66,8 @@ target-version = ["py310", "py311"]
 
 [tool.ruff]
 line-length = 100
+
+[tool.ruff.lint]
 select = ["E", "F", "I", "N", "W"]
 ignore = ["E501"]
 
diff --git a/apps/moss-llamaindex/backend/main.py b/apps/moss-llamaindex/backend/main.py
index db0c03d5..ee8e5d13 100644
--- a/apps/moss-llamaindex/backend/main.py
+++ b/apps/moss-llamaindex/backend/main.py
@@ -11,22 +11,22 @@
 """
 
 import asyncio
+import json
 import os
 import tempfile
 import time
 import uuid
-import json
+from collections.abc import AsyncGenerator
 from contextlib import asynccontextmanager
-from typing import AsyncGenerator
 
-from fastapi import FastAPI, APIRouter, File, UploadFile, HTTPException
+from dotenv import load_dotenv
+from fastapi import APIRouter, FastAPI, File, HTTPException, UploadFile
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import StreamingResponse
-from pydantic import BaseModel
-from dotenv import load_dotenv
-from moss import MossClient, DocumentInfo, QueryOptions
 from liteparse import LiteParse
+from moss import DocumentInfo, MossClient, QueryOptions
 from nltk.tokenize import sent_tokenize
+from pydantic import BaseModel
 
 load_dotenv()
 
diff --git a/apps/moss-llamaindex/backend/seed_index.py b/apps/moss-llamaindex/backend/seed_index.py
index 000eac2d..8777d203 100644
--- a/apps/moss-llamaindex/backend/seed_index.py
+++ b/apps/moss-llamaindex/backend/seed_index.py
@@ -17,8 +17,8 @@
 from pathlib import Path
 
 from dotenv import load_dotenv
-from moss import MossClient, DocumentInfo
 from liteparse import LiteParse
+from moss import DocumentInfo, MossClient
 from nltk.tokenize import sent_tokenize
 
 load_dotenv()
diff --git a/benchmarks/bench_chroma.py b/benchmarks/bench_chroma.py
index 479a70d5..59679964 100644
--- a/benchmarks/bench_chroma.py
+++ b/benchmarks/bench_chroma.py
@@ -5,11 +5,10 @@
 """
 
 
-from dotenv import load_dotenv
-
 from corpus import get_documents, get_queries
+from dotenv import load_dotenv
 from embedding import EmbeddingClient
-from stats import Timer, BenchmarkResult
+from stats import BenchmarkResult, Timer
 
 load_dotenv()
 
diff --git a/benchmarks/bench_moss.py b/benchmarks/bench_moss.py
index 2b994f65..4bc4bb1d 100644
--- a/benchmarks/bench_moss.py
+++ b/benchmarks/bench_moss.py
@@ -7,10 +7,9 @@
 import asyncio
 import os
 
-from dotenv import load_dotenv
-
 from corpus import get_documents, get_queries
-from stats import Timer, BenchmarkResult
+from dotenv import load_dotenv
+from stats import BenchmarkResult, Timer
 
 load_dotenv()
 
@@ -21,7 +20,7 @@
 
 
 async def run_async():
-    from moss import MossClient, DocumentInfo, QueryOptions
+    from moss import DocumentInfo, MossClient, QueryOptions
 
     queries = get_queries()
 
diff --git a/benchmarks/bench_pinecone.py b/benchmarks/bench_pinecone.py
index a62b5546..afd10c3f 100644
--- a/benchmarks/bench_pinecone.py
+++ b/benchmarks/bench_pinecone.py
@@ -8,11 +8,10 @@
 import os
 import time
 
-from dotenv import load_dotenv
-
 from corpus import get_documents, get_queries
+from dotenv import load_dotenv
 from embedding import EmbeddingClient
-from stats import Timer, BenchmarkResult
+from stats import BenchmarkResult, Timer
 
 load_dotenv()
 
diff --git a/benchmarks/bench_qdrant.py b/benchmarks/bench_qdrant.py
index aafb000a..44039a71 100644
--- a/benchmarks/bench_qdrant.py
+++ b/benchmarks/bench_qdrant.py
@@ -8,11 +8,10 @@
 
 import os
 
-from dotenv import load_dotenv
-
 from corpus import get_documents, get_queries
+from dotenv import load_dotenv
 from embedding import EmbeddingClient
-from stats import Timer, BenchmarkResult
+from stats import BenchmarkResult, Timer
 
 load_dotenv()
 
diff --git a/benchmarks/embedding.py b/benchmarks/embedding.py
index 0ad747ad..970a9ff2 100644
--- a/benchmarks/embedding.py
+++ b/benchmarks/embedding.py
@@ -11,6 +11,7 @@
 """
 
 import os
+
 import requests
 from openai import OpenAI
 
diff --git a/examples/cookbook/agentphone/create_index.py b/examples/cookbook/agentphone/create_index.py
index 2bd90d00..cded32c2 100644
--- a/examples/cookbook/agentphone/create_index.py
+++ b/examples/cookbook/agentphone/create_index.py
@@ -16,7 +16,6 @@
 from dotenv import load_dotenv
 from moss import DocumentInfo, MossClient
 
-
 DEMO_DOCS = [
     DocumentInfo(
         id="refunds",
diff --git a/examples/cookbook/agentphone/server.py b/examples/cookbook/agentphone/server.py
index 4079e6be..0f80fbfd 100644
--- a/examples/cookbook/agentphone/server.py
+++ b/examples/cookbook/agentphone/server.py
@@ -24,7 +24,6 @@
 from fastapi import FastAPI, Header, HTTPException, Request
 from fastapi.responses import StreamingResponse
 from moss import MossClient, QueryOptions
-
 from moss_agentphone import (
     log_moss_search,
     ndjson,
@@ -33,7 +32,6 @@
     verify_webhook_signature,
 )
 
-
 logging.basicConfig(level=logging.INFO, format="%(levelname)-7s %(message)s")
 logger = logging.getLogger("moss_agentphone.server")
 
diff --git a/examples/cookbook/agentphone/test_integration.py b/examples/cookbook/agentphone/test_integration.py
index 2cd1ef7f..cbfc5b37 100644
--- a/examples/cookbook/agentphone/test_integration.py
+++ b/examples/cookbook/agentphone/test_integration.py
@@ -249,11 +249,10 @@ class WebhookRouteTests(unittest.TestCase):
 
     @classmethod
     def setUpClass(cls) -> None:
-        from fastapi.testclient import TestClient
-
         # Import server only inside the test scope so env defaults above
         # are guaranteed to be set first.
         import server  # noqa: WPS433
+        from fastapi.testclient import TestClient
 
         cls.server = server
         cls.client = TestClient(server.app)
diff --git a/examples/cookbook/crewai/example_usage.py b/examples/cookbook/crewai/example_usage.py
index a17b1555..77a8fe8e 100644
--- a/examples/cookbook/crewai/example_usage.py
+++ b/examples/cookbook/crewai/example_usage.py
@@ -5,7 +5,6 @@
 from crewai import LLM, Agent, Crew, Task
 from dotenv import load_dotenv
 from moss import DocumentInfo, MossClient
-
 from moss_crewai import MossSearchTool
 
 load_dotenv()
diff --git a/examples/cookbook/crewai/moss_crewai.py b/examples/cookbook/crewai/moss_crewai.py
index 831e4278..9f0e2c15 100644
--- a/examples/cookbook/crewai/moss_crewai.py
+++ b/examples/cookbook/crewai/moss_crewai.py
@@ -3,7 +3,13 @@
 from typing import Any
 
 from crewai.tools import BaseTool
-from moss import DocumentInfo, GetDocumentsOptions, MossClient, MutationOptions, QueryOptions
+from moss import (
+    DocumentInfo,
+    GetDocumentsOptions,
+    MossClient,
+    MutationOptions,
+    QueryOptions,
+)
 from pydantic import BaseModel, Field, PrivateAttr
 
 
@@ -203,7 +209,7 @@ async def _arun(self, index_name: str) -> str:
 class MossListIndexesInput(BaseModel):
     """Input schema for MossListIndexesTool."""
 
-    pass  # No input needed
+    # No input needed
 
 
 class MossListIndexesTool(MossBaseTool):
diff --git a/examples/cookbook/crewai/test_live.py b/examples/cookbook/crewai/test_live.py
index b647d793..e8c25f73 100644
--- a/examples/cookbook/crewai/test_live.py
+++ b/examples/cookbook/crewai/test_live.py
@@ -4,7 +4,6 @@
 
 from dotenv import load_dotenv
 from moss import MossClient
-
 from moss_crewai import (
     MossAddDocsTool,
     MossCreateIndexTool,
diff --git a/examples/cookbook/generalist-moss-voice-agent/create_index.py b/examples/cookbook/generalist-moss-voice-agent/create_index.py
index 94f957ab..7df02ec9 100644
--- a/examples/cookbook/generalist-moss-voice-agent/create_index.py
+++ b/examples/cookbook/generalist-moss-voice-agent/create_index.py
@@ -15,7 +15,6 @@
 import asyncio
 import os
 from pathlib import Path
-from typing import List
 
 from dotenv import load_dotenv
 from moss import DocumentInfo, MossClient
@@ -26,12 +25,12 @@
 DEFAULT_MODEL_ID = "moss-minilm"
 
 
-def load_docs_from_dir(docs_dir: Path) -> List[DocumentInfo]:
+def load_docs_from_dir(docs_dir: Path) -> list[DocumentInfo]:
     """Read all supported text files from *docs_dir* recursively."""
     if not docs_dir.exists():
         raise FileNotFoundError(f"Docs directory not found: {docs_dir}")
 
-    documents: List[DocumentInfo] = []
+    documents: list[DocumentInfo] = []
     for path in sorted(docs_dir.rglob("*")):
         if path.suffix.lower() not in SUPPORTED_EXTENSIONS:
             continue
@@ -70,7 +69,7 @@ async def create_index(index_name: str, docs_dir: Path) -> None:
         if not val
     ]
     if missing:
-        raise EnvironmentError(
+        raise OSError(
             "Missing required environment variables: " + ", ".join(missing)
         )
 
diff --git a/examples/cookbook/haystack/example_usage.py b/examples/cookbook/haystack/example_usage.py
index a033897d..23101714 100644
--- a/examples/cookbook/haystack/example_usage.py
+++ b/examples/cookbook/haystack/example_usage.py
@@ -7,7 +7,6 @@
 from haystack.components.generators import OpenAIGenerator
 from haystack.components.joiners import DocumentJoiner
 from haystack.utils import Secret
-
 from moss_haystack import MossDocumentStore, MossRetriever
 
 load_dotenv()
diff --git a/examples/cookbook/haystack/moss_haystack.py b/examples/cookbook/haystack/moss_haystack.py
index fd68d1df..bd93a009 100644
--- a/examples/cookbook/haystack/moss_haystack.py
+++ b/examples/cookbook/haystack/moss_haystack.py
@@ -17,7 +17,7 @@
 import asyncio
 import json
 import os
-from typing import Any, Optional
+from typing import Any
 
 from haystack import Document, component, default_from_dict, default_to_dict
 from haystack.document_stores.types import DocumentStore, DuplicatePolicy
@@ -47,7 +47,7 @@ def _run_async(coro: Any) -> Any:
 _MOSS_TYPED_PREFIX = "__moss_typed__:"
 
 
-def _serialize_metadata(meta: Optional[dict]) -> Optional[dict]:
+def _serialize_metadata(meta: dict | None) -> dict | None:
     """Convert arbitrary-typed metadata to Moss string-only metadata.
 
     Moss only accepts string values in metadata. Non-string values are
@@ -66,7 +66,7 @@ def _serialize_metadata(meta: Optional[dict]) -> Optional[dict]:
     return result
 
 
-def _deserialize_metadata(meta: Optional[dict]) -> dict:
+def _deserialize_metadata(meta: dict | None) -> dict:
     """Convert Moss string metadata back to original types.
 
     Values prefixed with ``__moss_typed__:`` are JSON-decoded to restore
@@ -98,7 +98,7 @@ def _haystack_doc_to_moss(doc: Document) -> DocumentInfo:
     )
 
 
-def _moss_doc_to_haystack(doc: Any, score: Optional[float] = None) -> Document:
+def _moss_doc_to_haystack(doc: Any, score: float | None = None) -> Document:
     """Convert Moss DocumentInfo/QueryResultDocumentInfo to Haystack Document."""
     return Document(
         id=doc.id,
@@ -115,8 +115,8 @@ class MossDocumentStore(DocumentStore):
 
     def __init__(
         self,
-        project_id: Optional[str] = None,
-        project_key: Optional[Secret] = None,
+        project_id: str | None = None,
+        project_key: Secret | None = None,
         index_name: str = "default",
         model_id: str = "moss-minilm",
     ):
@@ -208,7 +208,7 @@ def delete_documents(self, document_ids: list[str]) -> None:
         _run_async(self.client.delete_docs(self.index_name, document_ids))
         self._index_loaded = False
 
-    def filter_documents(self, filters: Optional[dict] = None) -> list[Document]:
+    def filter_documents(self, filters: dict | None = None) -> list[Document]:
         """Return documents from the index.
 
         When ``filters`` is None, returns every document in the index — the
@@ -277,7 +277,7 @@ def from_dict(cls, data: dict[str, Any]) -> "MossRetriever":
     def run(
         self,
         query: str,
-        top_k: Optional[int] = None,
+        top_k: int | None = None,
     ) -> dict[str, list[Document]]:
         """Run semantic search against Moss index.
 
diff --git a/examples/cookbook/haystack/test_live.py b/examples/cookbook/haystack/test_live.py
index 44879ac0..d32bbd1f 100644
--- a/examples/cookbook/haystack/test_live.py
+++ b/examples/cookbook/haystack/test_live.py
@@ -6,7 +6,6 @@
 from haystack import Document
 from haystack.document_stores.types import DuplicatePolicy
 from moss import MossClient
-
 from moss_haystack import MossDocumentStore, MossRetriever
 
 load_dotenv()
diff --git a/examples/cookbook/langchain/moss_langchain.py b/examples/cookbook/langchain/moss_langchain.py
index ed69588d..e450f7ff 100644
--- a/examples/cookbook/langchain/moss_langchain.py
+++ b/examples/cookbook/langchain/moss_langchain.py
@@ -1,11 +1,16 @@
-from typing import Any, List, Optional
-from pydantic import Field, PrivateAttr
-from langchain_core.retrievers import BaseRetriever
-from langchain_core.callbacks import CallbackManagerForRetrieverRun, AsyncCallbackManagerForRetrieverRun
+import asyncio
+from typing import Any
+
+from langchain_core.callbacks import (
+    AsyncCallbackManagerForRetrieverRun,
+    CallbackManagerForRetrieverRun,
+)
 from langchain_core.documents import Document
+from langchain_core.retrievers import BaseRetriever
 from langchain_core.tools import Tool
 from moss import MossClient, QueryOptions
-import asyncio
+from pydantic import Field, PrivateAttr
+
 
 class MossRetriever(BaseRetriever):
     """Moss semantic search retriever."""
@@ -30,7 +35,7 @@ async def _ensure_loaded(self) -> None:
 
     def _get_relevant_documents(
         self, query: str, *, run_manager: CallbackManagerForRetrieverRun
-    ) -> List[Document]:
+    ) -> list[Document]:
         """Synchronous retrieval. 
         Note: This will fail if called from a running event loop (like a Jupyter notebook).
         In such cases, use `ainvoke` instead.
@@ -46,8 +51,8 @@ def _get_relevant_documents(
             raise e
 
     async def _aget_relevant_documents(
-        self, query: str, *, run_manager: Optional[AsyncCallbackManagerForRetrieverRun] = None
-    ) -> List[Document]:
+        self, query: str, *, run_manager: AsyncCallbackManagerForRetrieverRun | None = None
+    ) -> list[Document]:
         """Asynchronous retrieval from Moss."""
         await self._ensure_loaded()
         
diff --git a/examples/cookbook/langchain/test_integration.py b/examples/cookbook/langchain/test_integration.py
index 806f5ff8..a0abef5f 100644
--- a/examples/cookbook/langchain/test_integration.py
+++ b/examples/cookbook/langchain/test_integration.py
@@ -1,7 +1,8 @@
 import unittest
-from unittest.mock import AsyncMock, patch, MagicMock
-from moss_langchain import MossRetriever, get_moss_tool
+from unittest.mock import AsyncMock, MagicMock, patch
+
 from langchain_core.documents import Document
+from moss_langchain import MossRetriever, get_moss_tool
 
 
 class TestMossRetriever(unittest.IsolatedAsyncioTestCase):
diff --git a/examples/cookbook/langflow/moss_langflow.py b/examples/cookbook/langflow/moss_langflow.py
index 2db811ee..d85469cc 100644
--- a/examples/cookbook/langflow/moss_langflow.py
+++ b/examples/cookbook/langflow/moss_langflow.py
@@ -21,7 +21,7 @@
 import asyncio
 import json
 import os
-from typing import Any, Optional
+from typing import Any
 
 from langflow.custom import Component
 from langflow.io import (
@@ -35,7 +35,6 @@
 from langflow.schema.message import Message
 from moss import MossClient, QueryOptions
 
-
 # ---------------------------------------------------------------------------
 # Helpers
 # ---------------------------------------------------------------------------
@@ -59,7 +58,7 @@ def _run_async(coro: Any) -> Any:
         raise
 
 
-def _parse_filter(raw: str) -> Optional[dict]:
+def _parse_filter(raw: str) -> dict | None:
     """Parse an optional JSON filter string into a dict.
 
     Returns ``None`` when *raw* is empty or whitespace-only.
diff --git a/examples/cookbook/langflow/test_integration.py b/examples/cookbook/langflow/test_integration.py
index dd24d0e7..42933568 100644
--- a/examples/cookbook/langflow/test_integration.py
+++ b/examples/cookbook/langflow/test_integration.py
@@ -10,7 +10,6 @@
 import unittest
 from unittest.mock import AsyncMock, MagicMock, patch
 
-
 # ---------------------------------------------------------------------------
 # Guard: skip the entire module if langflow is not installed.
 # ---------------------------------------------------------------------------
diff --git a/examples/cookbook/langgraph/example_usage.py b/examples/cookbook/langgraph/example_usage.py
index 12d1975d..a8d10e75 100644
--- a/examples/cookbook/langgraph/example_usage.py
+++ b/examples/cookbook/langgraph/example_usage.py
@@ -9,7 +9,6 @@
 from dotenv import load_dotenv
 from langchain_groq import ChatGroq
 from moss import MossClient
-
 from moss_langgraph import (
     LangGraphMossState,
     ask_question,
diff --git a/examples/cookbook/langgraph/test_integration.py b/examples/cookbook/langgraph/test_integration.py
index 905fea42..aa4aa454 100644
--- a/examples/cookbook/langgraph/test_integration.py
+++ b/examples/cookbook/langgraph/test_integration.py
@@ -5,15 +5,15 @@
 
 sys.path.insert(0, os.path.dirname(__file__))
 
-from moss_langgraph import (
-    ask_question,
-    build_moss_graph,
-)
 from example_usage import (
     _load_index_before_graph_runs,
     _parse_filter_eq,
     run_langgraph_agent,
 )
+from moss_langgraph import (
+    ask_question,
+    build_moss_graph,
+)
 
 
 class TestLangGraphHelpers(unittest.TestCase):
diff --git a/examples/cookbook/openai-agents/example.py b/examples/cookbook/openai-agents/example.py
index d228e05e..55650d78 100644
--- a/examples/cookbook/openai-agents/example.py
+++ b/examples/cookbook/openai-agents/example.py
@@ -1,7 +1,7 @@
 import asyncio
 import json
 import os
-from typing import Any, Dict, Optional
+from typing import Any
 
 from agents import Agent, Runner, function_tool
 from dotenv import load_dotenv
@@ -17,7 +17,7 @@
 )
 
 
-def _require_env_vars(names: tuple[str, ...] = REQUIRED_ENV_VARS) -> Dict[str, str]:
+def _require_env_vars(names: tuple[str, ...] = REQUIRED_ENV_VARS) -> dict[str, str]:
     """Return required environment variables or raise a clear setup error."""
     values = {name: os.getenv(name) for name in names}
     missing = [name for name, value in values.items() if not value]
@@ -97,7 +97,7 @@ async def search_moss(
     index_name: str,
     query: str,
     top_k: int = DEFAULT_TOP_K,
-    filter: Optional[Dict[str, Any]] = None,
+    filter: dict[str, Any] | None = None,
 ) -> str:
     """Query Moss and format results for the OpenAI agent."""
     top_k = _validate_top_k(top_k)
@@ -116,7 +116,7 @@ def create_moss_search_tool(client: MossClient, index_name: str) -> Any:
     async def moss_search(
         query: str,
         top_k: int = DEFAULT_TOP_K,
-        filter: Optional[Dict[str, Any]] = None,
+        filter: dict[str, Any] | None = None,
     ) -> str:
         """Search the knowledge base for answers to the user's question.
 
diff --git a/examples/cookbook/openai-agents/test_example.py b/examples/cookbook/openai-agents/test_example.py
index 684375d2..b4504517 100644
--- a/examples/cookbook/openai-agents/test_example.py
+++ b/examples/cookbook/openai-agents/test_example.py
@@ -2,10 +2,10 @@
 
 import importlib
 import os
-from pathlib import Path
 import sys
 import types
 import unittest
+from pathlib import Path
 from unittest.mock import AsyncMock, MagicMock, patch
 
 
diff --git a/examples/cookbook/pydantic-ai/example.py b/examples/cookbook/pydantic-ai/example.py
index d118e615..19ef7209 100644
--- a/examples/cookbook/pydantic-ai/example.py
+++ b/examples/cookbook/pydantic-ai/example.py
@@ -5,9 +5,8 @@
 
 from dotenv import load_dotenv
 from moss import DocumentInfo, MossClient
-from pydantic_ai import Agent
-
 from moss_pydantic_ai import MossSearchTool
+from pydantic_ai import Agent
 
 
 def _require_env(name: str) -> str:
diff --git a/examples/cookbook/pydantic-ai/moss_pydantic_ai.py b/examples/cookbook/pydantic-ai/moss_pydantic_ai.py
index 70b48b4e..bb7b4001 100644
--- a/examples/cookbook/pydantic-ai/moss_pydantic_ai.py
+++ b/examples/cookbook/pydantic-ai/moss_pydantic_ai.py
@@ -1,6 +1,8 @@
 from __future__ import annotations
+
 from collections.abc import Sequence
 from typing import Any
+
 from moss import MossClient, QueryOptions
 from pydantic_ai import Tool
 
diff --git a/examples/cookbook/pydantic-ai/test_integration.py b/examples/cookbook/pydantic-ai/test_integration.py
index 1fec9643..1833e1bb 100644
--- a/examples/cookbook/pydantic-ai/test_integration.py
+++ b/examples/cookbook/pydantic-ai/test_integration.py
@@ -10,7 +10,6 @@
 
 from moss_pydantic_ai import MossSearchTool
 
-
 # ---------------------------------------------------------------------------
 # Helpers
 # ---------------------------------------------------------------------------
diff --git a/examples/cookbook/sim/server.py b/examples/cookbook/sim/server.py
index f88dc01e..d2744972 100644
--- a/examples/cookbook/sim/server.py
+++ b/examples/cookbook/sim/server.py
@@ -25,7 +25,6 @@
 from dotenv import load_dotenv
 from fastapi import FastAPI, HTTPException
 from pydantic import BaseModel
-
 from sim_moss import MossSimSearch
 
 load_dotenv()
diff --git a/examples/cookbook/smolagents/moss_smol_agent_demo.py b/examples/cookbook/smolagents/moss_smol_agent_demo.py
index 96dcd24c..51091cef 100644
--- a/examples/cookbook/smolagents/moss_smol_agent_demo.py
+++ b/examples/cookbook/smolagents/moss_smol_agent_demo.py
@@ -6,9 +6,8 @@
 
 from dotenv import load_dotenv
 from moss import DocumentInfo, MossClient
-from smolagents import CodeAgent
-
 from moss_smolagents import MossSearchTool
+from smolagents import CodeAgent
 
 
 def _require_env(name: str) -> str:
diff --git a/examples/cookbook/smolagents/moss_smolagents.py b/examples/cookbook/smolagents/moss_smolagents.py
index 80226fe9..2730af2b 100644
--- a/examples/cookbook/smolagents/moss_smolagents.py
+++ b/examples/cookbook/smolagents/moss_smolagents.py
@@ -1,7 +1,8 @@
 from __future__ import annotations
 
 import asyncio
-from typing import Any, Optional, Sequence
+from collections.abc import Sequence
+from typing import Any
 
 from moss import MossClient, QueryOptions
 from smolagents import Tool
@@ -29,9 +30,9 @@ class MossSearchTool(Tool):
     def __init__(
         self,
         *,
-        client: Optional[MossClient] = None,
-        project_id: Optional[str] = None,
-        project_key: Optional[str] = None,
+        client: MossClient | None = None,
+        project_id: str | None = None,
+        project_key: str | None = None,
         index_name: str,
         tool_name: str = "moss_search",
         top_k: int = 5,
diff --git a/examples/cookbook/unstructured/ingest.py b/examples/cookbook/unstructured/ingest.py
index 17177bbb..b0a90381 100644
--- a/examples/cookbook/unstructured/ingest.py
+++ b/examples/cookbook/unstructured/ingest.py
@@ -11,7 +11,6 @@
 from unstructured.chunking.title import chunk_by_title
 from unstructured.partition.auto import partition
 
-
 DEFAULT_MAX_CHARACTERS = 1_500
 DEFAULT_NEW_AFTER_N_CHARS = 1_200
 DEFAULT_COMBINE_UNDER_N_CHARS = 300
diff --git a/examples/moss-pikachu/MossPikachu/Resources/moss_worker.py b/examples/moss-pikachu/MossPikachu/Resources/moss_worker.py
index f3196ab3..f85aa0e1 100644
--- a/examples/moss-pikachu/MossPikachu/Resources/moss_worker.py
+++ b/examples/moss-pikachu/MossPikachu/Resources/moss_worker.py
@@ -8,8 +8,8 @@
 import os
 import re
 import resource
-import signal
 import shutil
+import signal
 import sys
 import time
 from datetime import datetime, timezone
diff --git a/examples/python-classification/classify_sample.py b/examples/python-classification/classify_sample.py
index 464637d6..e0cc57ec 100644
--- a/examples/python-classification/classify_sample.py
+++ b/examples/python-classification/classify_sample.py
@@ -16,7 +16,6 @@
 import time
 
 from dotenv import load_dotenv
-
 from moss_classify_rest import MossClassifyClient
 
 load_dotenv()
diff --git a/examples/python-moss-agent/agent.py b/examples/python-moss-agent/agent.py
index 87f62ec0..6465c6d2 100644
--- a/examples/python-moss-agent/agent.py
+++ b/examples/python-moss-agent/agent.py
@@ -54,8 +54,8 @@
 from dotenv import load_dotenv
 from livekit.agents import (
     Agent,
-    AgentSession,
     AgentServer,
+    AgentSession,
     JobContext,
     JobProcess,
     RunContext,
@@ -63,7 +63,6 @@
     function_tool,
 )
 from livekit.plugins import cartesia, deepgram, openai, silero
-
 from moss_agent import MossAgent, MossCall, QueryOptions
 
 load_dotenv()
diff --git a/examples/python/comprehensive_sample.py b/examples/python/comprehensive_sample.py
index 46735123..c7618a03 100644
--- a/examples/python/comprehensive_sample.py
+++ b/examples/python/comprehensive_sample.py
@@ -14,9 +14,9 @@
 
 import asyncio
 import os
-from typing import List
-from dotenv import load_dotenv
 from datetime import datetime
+
+from dotenv import load_dotenv
 from moss import (
     DocumentInfo,
     GetDocumentsOptions,
@@ -62,7 +62,7 @@ async def comprehensive_moss_example():
     client = MossClient(project_id, project_key)
 
     # Create comprehensive document collection with rich metadata
-    documents: List[DocumentInfo] = [
+    documents: list[DocumentInfo] = [
         DocumentInfo(
             id="tech-ai-001",
             text="Artificial Intelligence (AI) is transforming industries by enabling machines to perform tasks that typically require human intelligence. From healthcare diagnostics to autonomous vehicles, AI applications are revolutionizing how we work and live.",
@@ -202,7 +202,7 @@ async def comprehensive_moss_example():
             print(f"   - {idx.name}: {idx.doc_count} docs, status: {idx.status}")
 
         print("\nStep 4: Adding additional documents with upsert...")
-        additional_docs: List[DocumentInfo] = [
+        additional_docs: list[DocumentInfo] = [
             DocumentInfo(
                 id="security-cyber-008",
                 text="Cybersecurity protects digital systems, networks, and data from cyber threats. It involves implementing security measures, monitoring for vulnerabilities, and responding to incidents to maintain data integrity and privacy.",
diff --git a/examples/python/custom_embedding_sample.py b/examples/python/custom_embedding_sample.py
index 35ebf651..9219279d 100644
--- a/examples/python/custom_embedding_sample.py
+++ b/examples/python/custom_embedding_sample.py
@@ -4,17 +4,15 @@
 import asyncio
 import os
 import time
-from typing import List
 
 from dotenv import load_dotenv
-from openai import OpenAI
-
 from moss import (
 	DocumentInfo,
 	MossClient,
 	MutationOptions,
 	QueryOptions,
 )
+from openai import OpenAI
 
 # ---------- Configuration ----------
 load_dotenv()
@@ -104,7 +102,7 @@
 
 
 # ---------- Helper Functions ----------
-def generate_embedding(text: str) -> List[float]:
+def generate_embedding(text: str) -> list[float]:
 	"""Generate an OpenAI embedding for the provided text."""
 
 	response = openai_client.embeddings.create(
diff --git a/examples/python/load_and_query_sample.py b/examples/python/load_and_query_sample.py
index 985efd86..5404303a 100644
--- a/examples/python/load_and_query_sample.py
+++ b/examples/python/load_and_query_sample.py
@@ -12,6 +12,7 @@
 
 import asyncio
 import os
+
 from dotenv import load_dotenv
 from moss import MossClient, QueryOptions
 
diff --git a/examples/python/metadata_filtering.py b/examples/python/metadata_filtering.py
index 19bab875..943265a0 100644
--- a/examples/python/metadata_filtering.py
+++ b/examples/python/metadata_filtering.py
@@ -7,7 +7,6 @@
 import asyncio
 import os
 from datetime import datetime
-from typing import List
 
 from dotenv import load_dotenv
 from moss import DocumentInfo, MossClient, QueryOptions
@@ -30,7 +29,7 @@ async def metadata_filtering_sample() -> None:
 
     client = MossClient(project_id, project_key)
 
-    documents: List[DocumentInfo] = [
+    documents: list[DocumentInfo] = [
         DocumentInfo(
             id="doc1",
             text="Running shoes with breathable mesh for daily training.",
diff --git a/examples/python/multi_index_search.py b/examples/python/multi_index_search.py
index 18c16932..04fc8152 100644
--- a/examples/python/multi_index_search.py
+++ b/examples/python/multi_index_search.py
@@ -17,10 +17,8 @@
 import asyncio
 import os
 from datetime import datetime
-from typing import List
 
 from dotenv import load_dotenv
-
 from moss import (
     DocumentInfo,
     LoadIndexesResult,
@@ -32,7 +30,7 @@
 load_dotenv()
 
 
-PRODUCT_DOCS: List[DocumentInfo] = [
+PRODUCT_DOCS: list[DocumentInfo] = [
     DocumentInfo(
         id="p1",
         text="Sony WH-1000XM5 wireless noise-cancelling headphones with 30-hour battery life.",
@@ -50,7 +48,7 @@
     ),
 ]
 
-REVIEW_DOCS: List[DocumentInfo] = [
+REVIEW_DOCS: list[DocumentInfo] = [
     DocumentInfo(
         id="r1",
         text="Battery on these wireless headphones easily lasts a 30-hour transatlantic week.",
@@ -68,7 +66,7 @@
     ),
 ]
 
-FAQ_DOCS: List[DocumentInfo] = [
+FAQ_DOCS: list[DocumentInfo] = [
     DocumentInfo(
         id="f1",
         text="How long does the battery last on wireless noise-cancelling headphones?",
diff --git a/examples/python/session_sample.py b/examples/python/session_sample.py
index d02e291b..83de9441 100644
--- a/examples/python/session_sample.py
+++ b/examples/python/session_sample.py
@@ -13,8 +13,9 @@
 
 import asyncio
 import os
+
 from dotenv import load_dotenv
-from moss import MossClient, DocumentInfo, QueryOptions
+from moss import DocumentInfo, MossClient, QueryOptions
 
 # Load environment variables
 load_dotenv()
diff --git a/examples/voice-agents/airline-pnr/agent.py b/examples/voice-agents/airline-pnr/agent.py
index 0be44673..dbad0209 100644
--- a/examples/voice-agents/airline-pnr/agent.py
+++ b/examples/voice-agents/airline-pnr/agent.py
@@ -48,7 +48,6 @@
 import time
 from dataclasses import dataclass, field
 from pathlib import Path
-from typing import Optional
 
 from dotenv import load_dotenv
 from livekit.agents import (
@@ -63,7 +62,6 @@
     function_tool,
 )
 from livekit.plugins import cartesia, deepgram, openai, silero
-
 from moss import MossClient, QueryOptions
 
 load_dotenv()
@@ -140,8 +138,8 @@ class CallSessionData:
 
     started_at: float = field(default_factory=time.time)
 
-    active_pnr: Optional[str] = None
-    active_index: Optional[str] = None
+    active_pnr: str | None = None
+    active_index: str | None = None
     bookings_loaded: list[str] = field(default_factory=list)  # all PNRs touched in this call
 
     caller_verified: bool = False
@@ -152,7 +150,7 @@ class CallSessionData:
     change_requests: list[ChangeRequest] = field(default_factory=list)
     notes: list[str] = field(default_factory=list)
 
-    moss_client: Optional[MossClient] = None
+    moss_client: MossClient | None = None
 
 
 # ---------------------------------------------------------------------------
diff --git a/examples/voice-agents/airline-pnr/evals/test_call_summary.py b/examples/voice-agents/airline-pnr/evals/test_call_summary.py
index 4a3c0c71..88d38848 100644
--- a/examples/voice-agents/airline-pnr/evals/test_call_summary.py
+++ b/examples/voice-agents/airline-pnr/evals/test_call_summary.py
@@ -19,7 +19,7 @@
 # Make the agent module importable without installing the package.
 sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
 
-from agent import (  # noqa: E402
+from agent import (
     CallSessionData,
     ChangeRequest,
     _build_summary,
diff --git a/examples/voice-agents/candidate-screening/agent.py b/examples/voice-agents/candidate-screening/agent.py
index 0c887967..1d632705 100644
--- a/examples/voice-agents/candidate-screening/agent.py
+++ b/examples/voice-agents/candidate-screening/agent.py
@@ -33,7 +33,6 @@
 import time
 from dataclasses import dataclass, field
 from pathlib import Path
-from typing import Optional
 
 from dotenv import load_dotenv
 from livekit.agents import (
@@ -46,7 +45,6 @@
     function_tool,
 )
 from livekit.plugins import cartesia, deepgram, openai, silero
-
 from moss import MossClient, QueryOptions
 
 load_dotenv()
@@ -110,12 +108,12 @@ class ScreeningSessionData:
 
     candidate_id: str
     role_id: str
-    consent_to_record: Optional[bool] = None
+    consent_to_record: bool | None = None
     started_at: float = field(default_factory=time.time)
     rubric: dict[str, RubricEntry] = field(default_factory=dict)
     candidate_questions: list[CandidateQuestion] = field(default_factory=list)
     notes: list[str] = field(default_factory=list)
-    moss_client: Optional[MossClient] = None
+    moss_client: MossClient | None = None
 
 
 # ---------------------------------------------------------------------------
diff --git a/examples/voice-agents/candidate-screening/evals/test_scorecards.py b/examples/voice-agents/candidate-screening/evals/test_scorecards.py
index 5f00bd4f..a7610711 100644
--- a/examples/voice-agents/candidate-screening/evals/test_scorecards.py
+++ b/examples/voice-agents/candidate-screening/evals/test_scorecards.py
@@ -20,7 +20,7 @@
 # Make the agent module importable without installing the package.
 sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
 
-from agent import (  # noqa: E402
+from agent import (
     RubricEntry,
     ScreeningSessionData,
     _build_scorecard,
diff --git a/examples/voice-agents/insurance-adjuster/agent.py b/examples/voice-agents/insurance-adjuster/agent.py
index c9b796d4..86a521f7 100644
--- a/examples/voice-agents/insurance-adjuster/agent.py
+++ b/examples/voice-agents/insurance-adjuster/agent.py
@@ -38,7 +38,6 @@
     function_tool,
 )
 from livekit.plugins import cartesia, deepgram, openai
-
 from moss import DocumentInfo, MossClient, QueryOptions, SessionIndex
 
 load_dotenv()
diff --git a/examples/voice-agents/insurance-adjuster/create_indexes.py b/examples/voice-agents/insurance-adjuster/create_indexes.py
index 42726540..1a618a2f 100644
--- a/examples/voice-agents/insurance-adjuster/create_indexes.py
+++ b/examples/voice-agents/insurance-adjuster/create_indexes.py
@@ -80,7 +80,7 @@ def _discover_policies() -> dict[str, Path]:
             text = summary["text"]
             import re
 
-            m = re.search(r"Policy number\s+([\w\-]+)", text, re.I)
+            m = re.search(r"Policy number\s+([\w\-]+)", text, re.IGNORECASE)
             if m:
                 policy_num = m.group(1).strip().upper()
                 out[policy_num] = path
diff --git a/examples/voice-agents/mortgage-lending/agent.py b/examples/voice-agents/mortgage-lending/agent.py
index 2049c807..f46d9a03 100644
--- a/examples/voice-agents/mortgage-lending/agent.py
+++ b/examples/voice-agents/mortgage-lending/agent.py
@@ -24,7 +24,6 @@
 import logging
 import os
 from dataclasses import dataclass, field
-from typing import Optional
 
 from dotenv import load_dotenv
 from livekit.agents import (
@@ -37,7 +36,6 @@
     function_tool,
 )
 from livekit.plugins import cartesia, deepgram, openai, silero
-
 from moss import MossClient, QueryOptions
 
 load_dotenv()
@@ -85,13 +83,13 @@ class MortgageSessionData:
     (which would silently fall back to the slow cloud query API).
     """
 
-    loan_number: Optional[str] = None
-    customer_name: Optional[str] = None
-    last_four_ssn: Optional[str] = None
-    payment_amount: Optional[float] = None
-    payment_method: Optional[str] = None
+    loan_number: str | None = None
+    customer_name: str | None = None
+    last_four_ssn: str | None = None
+    payment_amount: float | None = None
+    payment_method: str | None = None
     questions_answered: list[str] = field(default_factory=list)
-    moss_client: Optional[MossClient] = None
+    moss_client: MossClient | None = None
 
 
 # ---------------------------------------------------------------------------
diff --git a/moss-live-labs/examples/advanced-voice-agent/agent/agent.py b/moss-live-labs/examples/advanced-voice-agent/agent/agent.py
index f27e3205..a6d0d110 100644
--- a/moss-live-labs/examples/advanced-voice-agent/agent/agent.py
+++ b/moss-live-labs/examples/advanced-voice-agent/agent/agent.py
@@ -1,17 +1,17 @@
 # Imports and setup
 import logging
 import os
+
 from dotenv import load_dotenv
-from livekit.plugins import google, deepgram, silero, cartesia
 from livekit.agents import (
+    Agent,
+    AgentSession,
     JobContext,
     WorkerOptions,
     cli,
-    Agent,
-    AgentSession,
     function_tool,
 )
-
+from livekit.plugins import cartesia, deepgram, google, silero
 from moss import MossClient, QueryOptions
 
 load_dotenv()
diff --git a/moss-live-labs/examples/advanced-voice-agent/moss-utils/create_index.py b/moss-live-labs/examples/advanced-voice-agent/moss-utils/create_index.py
index d96ae690..67377033 100644
--- a/moss-live-labs/examples/advanced-voice-agent/moss-utils/create_index.py
+++ b/moss-live-labs/examples/advanced-voice-agent/moss-utils/create_index.py
@@ -2,11 +2,12 @@
 
 import asyncio
 import os
+
 from dotenv import load_dotenv
 
 load_dotenv()
 
-from moss import MossClient, ParseFileInput  # noqa: E402
+from moss import MossClient, ParseFileInput
 
 PROJECT_ID = os.getenv("MOSS_PROJECT_ID")
 PROJECT_KEY = os.getenv("MOSS_PROJECT_KEY")
diff --git a/moss-live-labs/examples/image-search/setup-py/create_index.py b/moss-live-labs/examples/image-search/setup-py/create_index.py
index bbaa4f5d..87168600 100644
--- a/moss-live-labs/examples/image-search/setup-py/create_index.py
+++ b/moss-live-labs/examples/image-search/setup-py/create_index.py
@@ -10,7 +10,6 @@
 import json
 import os
 from pathlib import Path
-from typing import List
 
 from dotenv import load_dotenv
 from moss import DocumentInfo, MossClient
@@ -32,7 +31,7 @@ def _get_index_name(base_name: str, tier: str) -> str:
     return f"{base_name}-{tier}"
 
 
-def _load_documents(tier: str) -> List[DocumentInfo]:
+def _load_documents(tier: str) -> list[DocumentInfo]:
     """Load documents from the tiered COCO JSON file."""
     data_path = _get_data_file_path(tier)
     if not data_path.exists():
@@ -46,7 +45,7 @@ def _load_documents(tier: str) -> List[DocumentInfo]:
     if not isinstance(data, list):
         raise ValueError("Data file must contain a JSON array.")
 
-    documents: List[DocumentInfo] = []
+    documents: list[DocumentInfo] = []
     for entry in data:
         if not isinstance(entry, dict):
             continue
@@ -84,7 +83,7 @@ async def create_index_for_tier(tier: str) -> None:
         if not value
     ]
     if missing:
-        raise EnvironmentError(
+        raise OSError(
             "Missing required environment variables: " + ", ".join(missing)
         )
 
diff --git a/moss-live-labs/examples/semantic-cache/semantic_cache.py b/moss-live-labs/examples/semantic-cache/semantic_cache.py
index e4179d35..5e16a3c6 100644
--- a/moss-live-labs/examples/semantic-cache/semantic_cache.py
+++ b/moss-live-labs/examples/semantic-cache/semantic_cache.py
@@ -17,10 +17,9 @@
 import uuid
 
 from dotenv import load_dotenv
+from moss import DocumentInfo, MossClient, QueryOptions
 from openai import AsyncOpenAI
 
-from moss import MossClient, DocumentInfo, QueryOptions
-
 # semantic similarity above which a cached answer is "close enough" to reuse.
 # too low -> you answer questions people didn't quite ask; too high -> you miss.
 THRESHOLD = 0.92
diff --git a/moss-live-labs/examples/voice-agent/agent.py b/moss-live-labs/examples/voice-agent/agent.py
index d85b6606..9d0b389e 100644
--- a/moss-live-labs/examples/voice-agent/agent.py
+++ b/moss-live-labs/examples/voice-agent/agent.py
@@ -1,17 +1,17 @@
 import logging
 import os
+
 from dotenv import load_dotenv
-from livekit.plugins import openai, deepgram, silero, cartesia
 from livekit.agents import (
+    Agent,
+    AgentSession,
+    ChatContext,
+    ChatMessage,
     JobContext,
     WorkerOptions,
     cli,
-    ChatContext,
-    ChatMessage,
-    Agent,
-    AgentSession,
 )
-
+from livekit.plugins import cartesia, deepgram, openai, silero
 
 # Moss Import
 from moss import MossClient, QueryOptions
diff --git a/moss-live-labs/python/advance_query.py b/moss-live-labs/python/advance_query.py
index 73e25b52..315411d5 100644
--- a/moss-live-labs/python/advance_query.py
+++ b/moss-live-labs/python/advance_query.py
@@ -1,7 +1,9 @@
-import os
 import asyncio
-from moss import MossClient, QueryOptions
+import os
+
 from dotenv import load_dotenv
+from moss import MossClient, QueryOptions
+
 load_dotenv()
 
 
diff --git a/moss-live-labs/python/simple_quickstart.py b/moss-live-labs/python/simple_quickstart.py
index b2caeda0..7f749f41 100644
--- a/moss-live-labs/python/simple_quickstart.py
+++ b/moss-live-labs/python/simple_quickstart.py
@@ -1,7 +1,9 @@
-import os
 import asyncio
-from moss import MossClient
+import os
+
 from dotenv import load_dotenv
+from moss import MossClient
+
 load_dotenv()
 
 
diff --git a/moss-workshop/starter/build_index.py b/moss-workshop/starter/build_index.py
index 8e266734..f31db3ca 100644
--- a/moss-workshop/starter/build_index.py
+++ b/moss-workshop/starter/build_index.py
@@ -8,7 +8,7 @@
 from pathlib import Path
 
 from dotenv import load_dotenv
-from moss import MossClient, DocumentInfo
+from moss import DocumentInfo, MossClient
 
 load_dotenv()
 INDEX = os.getenv("MOSS_INDEX_NAME", "hackathon")
diff --git a/moss-workshop/starter/voice_agent.py b/moss-workshop/starter/voice_agent.py
index d1aabb46..0c4f5eae 100644
--- a/moss-workshop/starter/voice_agent.py
+++ b/moss-workshop/starter/voice_agent.py
@@ -11,12 +11,19 @@
 import os
 
 from dotenv import load_dotenv
-from livekit.plugins import openai, deepgram, silero
 from livekit.agents import (
-    JobContext, WorkerOptions, cli, Agent, AgentSession,
-    ChatContext, ChatMessage, RunContext, function_tool,
+    Agent,
+    AgentSession,
+    ChatContext,
+    ChatMessage,
+    JobContext,
+    RunContext,
+    WorkerOptions,
+    cli,
+    function_tool,
 )
-from moss import MossClient, DocumentInfo, QueryOptions
+from livekit.plugins import deepgram, openai, silero
+from moss import DocumentInfo, MossClient, QueryOptions
 
 load_dotenv()
 INDEX = os.getenv("MOSS_INDEX_NAME", "hackathon")
diff --git a/packages/moss-cli/src/moss_cli/commands/doc.py b/packages/moss-cli/src/moss_cli/commands/doc.py
index b71059a3..48976d7b 100644
--- a/packages/moss-cli/src/moss_cli/commands/doc.py
+++ b/packages/moss-cli/src/moss_cli/commands/doc.py
@@ -3,13 +3,11 @@
 from __future__ import annotations
 
 import asyncio
-from typing import Optional
 
 import typer
+from moss import GetDocumentsOptions, MossClient, MutationOptions
 from rich.console import Console
 
-from moss import MossClient, GetDocumentsOptions, MutationOptions
-
 from .. import output
 from ..completion import complete_index_name
 from ..config import resolve_credentials
@@ -32,13 +30,13 @@ def add(
     ctx: typer.Context,
     index_name: str = typer.Argument(..., help="Index name", autocompletion=complete_index_name),
     file: str = typer.Option(..., "--file", "-f", help="Path to JSON/CSV document file, or '-' for stdin"),
-    profile: Optional[str] = typer.Option(
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
     upsert: bool = typer.Option(False, "--upsert", "-u", help="Update existing documents"),
     wait: bool = typer.Option(False, "--wait", "-w", help="Wait for job to complete"),
     poll_interval: float = typer.Option(2.0, "--poll-interval", help="Seconds between status checks"),
-    timeout: Optional[float] = typer.Option(None, "--timeout", help="Max seconds to wait (requires --wait)"),
+    timeout: float | None = typer.Option(None, "--timeout", help="Max seconds to wait (requires --wait)"),
 ) -> None:
     """Add documents to an index."""
     json_mode = ctx.obj.get("json_output", False)
@@ -67,12 +65,12 @@ def delete(
     ctx: typer.Context,
     index_name: str = typer.Argument(..., help="Index name", autocompletion=complete_index_name),
     ids: str = typer.Option(..., "--ids", "-i", help="Comma-separated document IDs"),
-    profile: Optional[str] = typer.Option(
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
     wait: bool = typer.Option(False, "--wait", "-w", help="Wait for job to complete"),
     poll_interval: float = typer.Option(2.0, "--poll-interval", help="Seconds between status checks"),
-    timeout: Optional[float] = typer.Option(None, "--timeout", help="Max seconds to wait (requires --wait)"),
+    timeout: float | None = typer.Option(None, "--timeout", help="Max seconds to wait (requires --wait)"),
 ) -> None:
     """Delete documents from an index by ID."""
     json_mode = ctx.obj.get("json_output", False)
@@ -99,8 +97,8 @@ def delete(
 def get(
     ctx: typer.Context,
     index_name: str = typer.Argument(..., help="Index name", autocompletion=complete_index_name),
-    ids: Optional[str] = typer.Option(None, "--ids", "-i", help="Comma-separated document IDs (omit for all)"),
-    profile: Optional[str] = typer.Option(
+    ids: str | None = typer.Option(None, "--ids", "-i", help="Comma-separated document IDs (omit for all)"),
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
 ) -> None:
diff --git a/packages/moss-cli/src/moss_cli/commands/index.py b/packages/moss-cli/src/moss_cli/commands/index.py
index 3f255187..b4d0ac2e 100644
--- a/packages/moss-cli/src/moss_cli/commands/index.py
+++ b/packages/moss-cli/src/moss_cli/commands/index.py
@@ -3,12 +3,10 @@
 from __future__ import annotations
 
 import asyncio
-from typing import Optional
 
 import typer
-from rich.console import Console
-
 from moss import MossClient
+from rich.console import Console
 
 from .. import output
 from ..completion import complete_index_name
@@ -32,13 +30,13 @@ def create(
     ctx: typer.Context,
     name: str = typer.Argument(..., help="Index name"),
     file: str = typer.Option(..., "--file", "-f", help="Path to JSON/CSV document file, or '-' for stdin"),
-    model: Optional[str] = typer.Option(None, "--model", "-m", help="Model ID (default: moss-minilm)"),
-    profile: Optional[str] = typer.Option(
+    model: str | None = typer.Option(None, "--model", "-m", help="Model ID (default: moss-minilm)"),
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
     wait: bool = typer.Option(False, "--wait", "-w", help="Wait for job to complete"),
     poll_interval: float = typer.Option(2.0, "--poll-interval", help="Seconds between status checks"),
-    timeout: Optional[float] = typer.Option(None, "--timeout", help="Max seconds to wait (requires --wait)"),
+    timeout: float | None = typer.Option(None, "--timeout", help="Max seconds to wait (requires --wait)"),
 ) -> None:
     """Create a new index with documents."""
     json_mode = ctx.obj.get("json_output", False)
@@ -60,7 +58,7 @@ def create(
 @index_app.command(name="list")
 def list_indexes(
     ctx: typer.Context,
-    profile: Optional[str] = typer.Option(
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
 ) -> None:
@@ -77,7 +75,7 @@ def list_indexes(
 def get(
     ctx: typer.Context,
     name: str = typer.Argument(..., help="Index name", autocompletion=complete_index_name),
-    profile: Optional[str] = typer.Option(
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
 ) -> None:
@@ -94,7 +92,7 @@ def get(
 def delete(
     ctx: typer.Context,
     name: str = typer.Argument(..., help="Index name", autocompletion=complete_index_name),
-    profile: Optional[str] = typer.Option(
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
     confirm: bool = typer.Option(False, "--confirm", "-y", help="Skip confirmation"),
diff --git a/packages/moss-cli/src/moss_cli/commands/init_cmd.py b/packages/moss-cli/src/moss_cli/commands/init_cmd.py
index e060ce5a..ef2ba8fb 100644
--- a/packages/moss-cli/src/moss_cli/commands/init_cmd.py
+++ b/packages/moss-cli/src/moss_cli/commands/init_cmd.py
@@ -3,14 +3,12 @@
 from __future__ import annotations
 
 import asyncio
-from typing import Optional
 
 import typer
+from moss import MossClient
 from rich.console import Console
 from rich.prompt import Prompt
 
-from moss import MossClient
-
 from ..config import (
     get_config_path,
     get_profile_credentials,
@@ -24,7 +22,7 @@
 def init_command(
     ctx: typer.Context,
     force: bool = typer.Option(False, "--force", help="Overwrite existing config"),
-    profile: Optional[str] = typer.Option(
+    profile: str | None = typer.Option(
         None, "--profile", help="Profile name to save credentials under"
     ),
 ) -> None:
diff --git a/packages/moss-cli/src/moss_cli/commands/job.py b/packages/moss-cli/src/moss_cli/commands/job.py
index 5491cc97..6c4e15e4 100644
--- a/packages/moss-cli/src/moss_cli/commands/job.py
+++ b/packages/moss-cli/src/moss_cli/commands/job.py
@@ -5,7 +5,6 @@
 import asyncio
 
 import typer
-
 from moss import MossClient
 
 from .. import output
diff --git a/packages/moss-cli/src/moss_cli/commands/search.py b/packages/moss-cli/src/moss_cli/commands/search.py
index 5d241656..4f3d3442 100644
--- a/packages/moss-cli/src/moss_cli/commands/search.py
+++ b/packages/moss-cli/src/moss_cli/commands/search.py
@@ -5,12 +5,10 @@
 import asyncio
 import json
 import sys
-from typing import Optional
 
 import typer
-from rich.console import Console
-
 from moss import MossClient, QueryOptions
+from rich.console import Console
 
 from .. import output
 from ..completion import complete_index_name
@@ -19,7 +17,7 @@
 console = Console()
 
 
-def _parse_set_command(line: str) -> tuple[Optional[str], Optional[str]]:
+def _parse_set_command(line: str) -> tuple[str | None, str | None]:
     parts = line.strip().split()
     if len(parts) != 3 or parts[0] != "/set":
         return None, "Usage: /set <alpha|top-k> <value>"
@@ -49,13 +47,13 @@ def _parse_set_command(line: str) -> tuple[Optional[str], Optional[str]]:
 def query_command(
     ctx: typer.Context,
     index_name: str = typer.Argument(..., help="Index name", autocompletion=complete_index_name),
-    query_text: Optional[str] = typer.Argument(None, help="Search query (reads from stdin if omitted)"),
-    profile: Optional[str] = typer.Option(
+    query_text: str | None = typer.Argument(None, help="Search query (reads from stdin if omitted)"),
+    profile: str | None = typer.Option(
         None, "--profile", help="Credential profile name"
     ),
     top_k: int = typer.Option(10, "--top-k", "-k", help="Number of results"),
     alpha: float = typer.Option(0.8, "--alpha", "-a", help="Semantic weight (0.0=keyword, 1.0=semantic)"),
-    filter_json: Optional[str] = typer.Option(None, "--filter", help="Metadata filter as JSON string"),
+    filter_json: str | None = typer.Option(None, "--filter", help="Metadata filter as JSON string"),
     cloud: bool = typer.Option(False, "--cloud", "-c", help="Query via cloud API instead of downloading the index"),
     interactive: bool = typer.Option(
         False,
diff --git a/packages/moss-cli/src/moss_cli/commands/sync.py b/packages/moss-cli/src/moss_cli/commands/sync.py
index 37db5520..d3b82d28 100644
--- a/packages/moss-cli/src/moss_cli/commands/sync.py
+++ b/packages/moss-cli/src/moss_cli/commands/sync.py
@@ -4,12 +4,10 @@
 
 import asyncio
 from pathlib import Path
-from typing import Dict, Optional, Set
 
 import typer
-from rich.console import Console
-
 from moss import MossClient, MutationOptions
+from rich.console import Console
 
 from .. import output
 from ..completion import complete_index_name
@@ -27,9 +25,9 @@ def _client(ctx: typer.Context) -> MossClient:
     return MossClient(pid, pkey)
 
 
-def _scan(directory: Path, exts: Set[str]) -> Dict[Path, float]:
+def _scan(directory: Path, exts: set[str]) -> dict[Path, float]:
     """Return {path: mtime} for all files matching the given extensions."""
-    result: Dict[Path, float] = {}
+    result: dict[Path, float] = {}
     for ext in exts:
         for p in directory.glob(f"**/*.{ext}"):
             result[p] = p.stat().st_mtime
@@ -43,7 +41,7 @@ async def _upsert_file(
     json_mode: bool,
     wait: bool,
     poll_interval: float,
-    timeout: Optional[float],
+    timeout: float | None,
 ) -> None:
     try:
         docs = load_documents(str(path))
@@ -73,8 +71,8 @@ def sync_command(
     scan_interval: float = typer.Option(2.0, "--scan-interval", help="Seconds between directory scans (watch mode)"),
     wait: bool = typer.Option(False, "--wait", help="Wait for each upsert job to complete"),
     poll_interval: float = typer.Option(2.0, "--poll-interval", help="Seconds between job status checks"),
-    timeout: Optional[float] = typer.Option(None, "--timeout", help="Max seconds to wait per job (requires --wait)"),
-    profile: Optional[str] = typer.Option(None, "--profile", help="Credential profile name"),
+    timeout: float | None = typer.Option(None, "--timeout", help="Max seconds to wait per job (requires --wait)"),
+    profile: str | None = typer.Option(None, "--profile", help="Credential profile name"),
 ) -> None:
     """Sync documents from a directory into an index.
 
diff --git a/packages/moss-cli/src/moss_cli/commands/validate.py b/packages/moss-cli/src/moss_cli/commands/validate.py
index 154ef781..3ddc710a 100644
--- a/packages/moss-cli/src/moss_cli/commands/validate.py
+++ b/packages/moss-cli/src/moss_cli/commands/validate.py
@@ -4,7 +4,6 @@
 
 import json
 from collections import Counter
-from typing import List
 
 import typer
 from rich.console import Console
@@ -34,7 +33,7 @@ def validate_command(
         _report(json_mode, valid=False, doc_count=0, issues=[str(e)])
         raise typer.Exit(1)
 
-    issues: List[str] = []
+    issues: list[str] = []
 
     if not docs:
         issues.append("File contains 0 documents")
@@ -60,7 +59,7 @@ def validate_command(
         raise typer.Exit(1)
 
 
-def _report(json_mode: bool, valid: bool, doc_count: int, issues: List[str]) -> None:
+def _report(json_mode: bool, valid: bool, doc_count: int, issues: list[str]) -> None:
     if json_mode:
         print(json.dumps({"valid": valid, "doc_count": doc_count, "issues": issues}, indent=2))
         return
diff --git a/packages/moss-cli/src/moss_cli/commands/version.py b/packages/moss-cli/src/moss_cli/commands/version.py
index 5e3c61a9..b0bce351 100644
--- a/packages/moss-cli/src/moss_cli/commands/version.py
+++ b/packages/moss-cli/src/moss_cli/commands/version.py
@@ -10,9 +10,10 @@
 
 def version_command(ctx: typer.Context) -> None:
     """Print CLI and SDK version information."""
-    import moss_cli
     import moss
 
+    import moss_cli
+
     json_mode = ctx.obj.get("json_output", False)
 
     if json_mode:
diff --git a/packages/moss-cli/src/moss_cli/completion.py b/packages/moss-cli/src/moss_cli/completion.py
index b62c526a..5b81bb7a 100644
--- a/packages/moss-cli/src/moss_cli/completion.py
+++ b/packages/moss-cli/src/moss_cli/completion.py
@@ -3,7 +3,6 @@
 from __future__ import annotations
 
 import asyncio
-from typing import List
 
 import typer
 
@@ -11,8 +10,8 @@
 
 
 def complete_index_name(
-    ctx: typer.Context, args: List[str], incomplete: str
-) -> List[str]:
+    ctx: typer.Context, args: list[str], incomplete: str
+) -> list[str]:
     """Autocompletion callback that lists the user's index names.
 
     The shell invokes this while completing an index-name argument. It resolves
diff --git a/packages/moss-cli/src/moss_cli/config.py b/packages/moss-cli/src/moss_cli/config.py
index 8929434e..2b1f2f7b 100644
--- a/packages/moss-cli/src/moss_cli/config.py
+++ b/packages/moss-cli/src/moss_cli/config.py
@@ -5,11 +5,9 @@
 import json
 import os
 from pathlib import Path
-from typing import Optional, Tuple
 
 import typer
 
-
 DEFAULT_PROFILE = "default"
 
 
@@ -69,7 +67,7 @@ def _normalize_config(config: dict) -> dict:
     return normalized
 
 
-def get_selected_profile(profile: Optional[str] = None) -> str:
+def get_selected_profile(profile: str | None = None) -> str:
     if profile:
         return profile
 
@@ -84,7 +82,7 @@ def get_selected_profile(profile: Optional[str] = None) -> str:
     return DEFAULT_PROFILE
 
 
-def get_profile_credentials(profile: str) -> Tuple[Optional[str], Optional[str]]:
+def get_profile_credentials(profile: str) -> tuple[str | None, str | None]:
     config = _normalize_config(load_config())
     profiles = config.get("profiles", {})
     if not isinstance(profiles, dict):
@@ -108,9 +106,7 @@ def set_profile_credentials(profile: str, project_id: str, project_key: str) ->
 
     profiles[profile] = {"project_id": project_id, "project_key": project_key}
     active_profile = normalized.get("active_profile")
-    if not isinstance(active_profile, str) or not active_profile:
-        active_profile = profile
-    elif active_profile not in profiles:
+    if not isinstance(active_profile, str) or not active_profile or active_profile not in profiles:
         active_profile = profile
     save_config({"active_profile": active_profile, "profiles": profiles})
 
@@ -123,7 +119,7 @@ def list_profiles() -> list[str]:
     return sorted(name for name in profiles.keys() if isinstance(name, str) and name)
 
 
-def delete_profile(profile: str) -> Tuple[bool, Optional[str]]:
+def delete_profile(profile: str) -> tuple[bool, str | None]:
     normalized = _normalize_config(load_config())
     profiles = normalized.get("profiles", {})
     if not isinstance(profiles, dict) or profile not in profiles:
@@ -149,10 +145,10 @@ def delete_profile(profile: str) -> Tuple[bool, Optional[str]]:
 
 
 def resolve_credentials(
-    project_id: Optional[str] = None,
-    project_key: Optional[str] = None,
-    profile: Optional[str] = None,
-) -> Tuple[str, str]:
+    project_id: str | None = None,
+    project_key: str | None = None,
+    profile: str | None = None,
+) -> tuple[str, str]:
     """Resolve credentials from flags, env vars, or config file."""
     pid = project_id or os.getenv("MOSS_PROJECT_ID")
     pkey = project_key or os.getenv("MOSS_PROJECT_KEY")
diff --git a/packages/moss-cli/src/moss_cli/documents.py b/packages/moss-cli/src/moss_cli/documents.py
index 9c0631a3..22dc6a77 100644
--- a/packages/moss-cli/src/moss_cli/documents.py
+++ b/packages/moss-cli/src/moss_cli/documents.py
@@ -6,13 +6,13 @@
 import json
 import sys
 from pathlib import Path
-from typing import Any, List
+from typing import Any
 
 import typer
 from moss import DocumentInfo
 
 
-def load_documents(file_path: str) -> List[DocumentInfo]:
+def load_documents(file_path: str) -> list[DocumentInfo]:
     """Load documents from a JSON/CSV file or stdin ('-')."""
     if file_path == "-":
         raw = sys.stdin.read()
@@ -35,7 +35,7 @@ def load_documents(file_path: str) -> List[DocumentInfo]:
         return _parse_json_docs(content, source=file_path)
 
 
-def _parse_json_docs(raw: str, source: str = "input") -> List[DocumentInfo]:
+def _parse_json_docs(raw: str, source: str = "input") -> list[DocumentInfo]:
     try:
         data = json.loads(raw)
     except json.JSONDecodeError as e:
@@ -52,7 +52,7 @@ def _parse_json_docs(raw: str, source: str = "input") -> List[DocumentInfo]:
     return [_dict_to_doc(d, i) for i, d in enumerate(data)]
 
 
-def _parse_jsonl_docs(raw: str, source: str = "input") -> List[DocumentInfo]:
+def _parse_jsonl_docs(raw: str, source: str = "input") -> list[DocumentInfo]:
     docs = []
     for line_no, line in enumerate(raw.splitlines(), start=1):
         line = line.strip()
@@ -66,7 +66,7 @@ def _parse_jsonl_docs(raw: str, source: str = "input") -> List[DocumentInfo]:
     return docs
 
 
-def _parse_csv_docs(content: str) -> List[DocumentInfo]:
+def _parse_csv_docs(content: str) -> list[DocumentInfo]:
     reader = csv.DictReader(content.splitlines())
     docs = []
     for i, row in enumerate(reader):
@@ -75,7 +75,7 @@ def _parse_csv_docs(content: str) -> List[DocumentInfo]:
                 f"CSV row {i + 1}: missing required 'id' or 'text' column"
             )
         metadata = None
-        if "metadata" in row and row["metadata"]:
+        if row.get("metadata"):
             try:
                 metadata = json.loads(row["metadata"])
             except json.JSONDecodeError:
@@ -84,7 +84,7 @@ def _parse_csv_docs(content: str) -> List[DocumentInfo]:
                 )
 
         embedding = None
-        if "embedding" in row and row["embedding"]:
+        if row.get("embedding"):
             try:
                 embedding = json.loads(row["embedding"])
             except json.JSONDecodeError:
diff --git a/packages/moss-cli/src/moss_cli/job_waiter.py b/packages/moss-cli/src/moss_cli/job_waiter.py
index 2f82e4cb..e4d03215 100644
--- a/packages/moss-cli/src/moss_cli/job_waiter.py
+++ b/packages/moss-cli/src/moss_cli/job_waiter.py
@@ -6,15 +6,13 @@
 import json
 import sys
 import time
-from typing import Optional
 
+from moss import MossClient
 from rich.console import Console
 from rich.live import Live
 from rich.spinner import Spinner
 from rich.text import Text
 
-from moss import MossClient
-
 from . import output
 
 console = Console()
@@ -44,7 +42,7 @@ async def wait_for_job(
     job_id: str,
     poll_interval: float = 2.0,
     json_mode: bool = False,
-    timeout: Optional[float] = None,
+    timeout: float | None = None,
 ) -> None:
     """Poll job status until terminal state, showing progress."""
     terminal = {"COMPLETED", "FAILED"}
diff --git a/packages/moss-cli/src/moss_cli/main.py b/packages/moss-cli/src/moss_cli/main.py
index eae0ef50..e9430e5f 100644
--- a/packages/moss-cli/src/moss_cli/main.py
+++ b/packages/moss-cli/src/moss_cli/main.py
@@ -3,7 +3,6 @@
 from __future__ import annotations
 
 import logging
-from typing import Optional
 
 import typer
 
@@ -44,13 +43,13 @@
 @app.callback()
 def main(
     ctx: typer.Context,
-    project_id: Optional[str] = typer.Option(
+    project_id: str | None = typer.Option(
         None, "--project-id", "-p", envvar="MOSS_PROJECT_ID", help="Project ID"
     ),
-    project_key: Optional[str] = typer.Option(
+    project_key: str | None = typer.Option(
         None, "--project-key", envvar="MOSS_PROJECT_KEY", help="Project key"
     ),
-    profile: Optional[str] = typer.Option(
+    profile: str | None = typer.Option(
         None,
         "--profile",
         envvar="MOSS_PROFILE",
diff --git a/packages/moss-cli/src/moss_cli/output.py b/packages/moss-cli/src/moss_cli/output.py
index d89aee36..4f9aa071 100644
--- a/packages/moss-cli/src/moss_cli/output.py
+++ b/packages/moss-cli/src/moss_cli/output.py
@@ -4,7 +4,7 @@
 
 import json
 import sys
-from typing import Any, Dict
+from typing import Any
 
 from rich.console import Console
 from rich.table import Table
@@ -13,7 +13,7 @@
 err_console = Console(stderr=True)
 
 
-def _index_to_dict(info: Any) -> Dict[str, Any]:
+def _index_to_dict(info: Any) -> dict[str, Any]:
     return {
         "id": info.id,
         "name": info.name,
@@ -26,8 +26,8 @@ def _index_to_dict(info: Any) -> Dict[str, Any]:
     }
 
 
-def _doc_to_dict(doc: Any) -> Dict[str, Any]:
-    d: Dict[str, Any] = {"id": doc.id, "text": doc.text}
+def _doc_to_dict(doc: Any) -> dict[str, Any]:
+    d: dict[str, Any] = {"id": doc.id, "text": doc.text}
     meta = getattr(doc, "metadata", None)
     if meta is not None:
         d["metadata"] = dict(meta)
@@ -37,15 +37,15 @@ def _doc_to_dict(doc: Any) -> Dict[str, Any]:
     return d
 
 
-def _result_doc_to_dict(doc: Any) -> Dict[str, Any]:
-    d: Dict[str, Any] = {"id": doc.id, "text": doc.text, "score": doc.score}
+def _result_doc_to_dict(doc: Any) -> dict[str, Any]:
+    d: dict[str, Any] = {"id": doc.id, "text": doc.text, "score": doc.score}
     meta = getattr(doc, "metadata", None)
     if meta is not None:
         d["metadata"] = dict(meta)
     return d
 
 
-def _search_result_to_dict(result: Any) -> Dict[str, Any]:
+def _search_result_to_dict(result: Any) -> dict[str, Any]:
     return {
         "query": result.query,
         "index_name": result.index_name,
@@ -54,7 +54,7 @@ def _search_result_to_dict(result: Any) -> Dict[str, Any]:
     }
 
 
-def _mutation_to_dict(result: Any) -> Dict[str, Any]:
+def _mutation_to_dict(result: Any) -> dict[str, Any]:
     return {
         "job_id": result.job_id,
         "index_name": result.index_name,
@@ -62,8 +62,8 @@ def _mutation_to_dict(result: Any) -> Dict[str, Any]:
     }
 
 
-def _job_status_to_dict(status: Any) -> Dict[str, Any]:
-    d: Dict[str, Any] = {
+def _job_status_to_dict(status: Any) -> dict[str, Any]:
+    d: dict[str, Any] = {
         "job_id": status.job_id,
         "status": status.status.value if hasattr(status.status, "value") else str(status.status),
         "progress": status.progress,
diff --git a/packages/moss-cli/tests/test_completions.py b/packages/moss-cli/tests/test_completions.py
index b7b2c185..3ecd77a3 100644
--- a/packages/moss-cli/tests/test_completions.py
+++ b/packages/moss-cli/tests/test_completions.py
@@ -1,7 +1,6 @@
-from typer.testing import CliRunner
-
 from moss_cli import completion
 from moss_cli.main import app
+from typer.testing import CliRunner
 
 runner = CliRunner()
 
diff --git a/packages/moss-cli/tests/test_profiles.py b/packages/moss-cli/tests/test_profiles.py
index 5a1ce53e..4d920f67 100644
--- a/packages/moss-cli/tests/test_profiles.py
+++ b/packages/moss-cli/tests/test_profiles.py
@@ -1,13 +1,11 @@
 import json
 
-from typer.testing import CliRunner
-
 from moss_cli import config
-from moss_cli.commands import init_cmd
 from moss_cli.commands import index as index_cmd
+from moss_cli.commands import init_cmd
 from moss_cli.commands import search as search_cmd
 from moss_cli.main import app
-
+from typer.testing import CliRunner
 
 runner = CliRunner()
 
diff --git a/sdks/python/sdk/src/moss/__init__.pyi b/sdks/python/sdk/src/moss/__init__.pyi
index 2248d824..b3a8c55a 100644
--- a/sdks/python/sdk/src/moss/__init__.pyi
+++ b/sdks/python/sdk/src/moss/__init__.pyi
@@ -1,6 +1,6 @@
-from __future__ import annotations
 
-from typing import ClassVar, Dict, List, Optional, Sequence
+from collections.abc import Sequence
+from typing import ClassVar
 
 class MossClient:
     """Semantic search client for vector similarity operations."""
@@ -11,29 +11,29 @@ class MossClient:
     async def create_index(
         self,
         name: str,
-        docs: List[DocumentInfo],
-        model_id: Optional[str] = ...,
+        docs: list[DocumentInfo],
+        model_id: str | None = ...,
     ) -> MutationResult: ...
     async def add_docs(
         self,
         name: str,
-        docs: List[DocumentInfo],
-        options: Optional[MutationOptions] = None,
+        docs: list[DocumentInfo],
+        options: MutationOptions | None = None,
     ) -> MutationResult: ...
     async def delete_docs(
         self,
         name: str,
-        doc_ids: List[str],
+        doc_ids: list[str],
     ) -> MutationResult: ...
     async def get_job_status(self, job_id: str) -> JobStatusResponse: ...
     async def get_index(self, name: str) -> IndexInfo: ...
-    async def list_indexes(self) -> List[IndexInfo]: ...
+    async def list_indexes(self) -> list[IndexInfo]: ...
     async def delete_index(self, name: str) -> bool: ...
     async def get_docs(
         self,
         name: str,
-        options: Optional[GetDocumentsOptions] = None,
-    ) -> List[DocumentInfo]: ...
+        options: GetDocumentsOptions | None = None,
+    ) -> list[DocumentInfo]: ...
     async def load_index(
         self,
         name: str,
@@ -45,7 +45,7 @@ class MossClient:
         self,
         name: str,
         query: str,
-        options: Optional[QueryOptions] = None,
+        options: QueryOptions | None = None,
     ) -> SearchResult: ...
 
 class MutationResult:
@@ -58,16 +58,16 @@ class MutationResult:
 class MutationOptions:
     """Options for add_docs (e.g. upsert behavior)."""
 
-    upsert: Optional[bool]
+    upsert: bool | None
 
-    def __init__(self, upsert: Optional[bool] = None) -> None: ...
+    def __init__(self, upsert: bool | None = None) -> None: ...
 
 class GetDocumentsOptions:
     """Options for get_docs (e.g. filter by document IDs)."""
 
-    doc_ids: Optional[List[str]]
+    doc_ids: list[str] | None
 
-    def __init__(self, doc_ids: Optional[List[str]] = None) -> None: ...
+    def __init__(self, doc_ids: list[str] | None = None) -> None: ...
 
 class JobStatus:
     """Enum-like class for job status values."""
@@ -98,7 +98,7 @@ class JobProgress:
     job_id: str
     status: JobStatus
     progress: float
-    current_phase: Optional[JobPhase]
+    current_phase: JobPhase | None
 
 class JobStatusResponse:
     """Full status response from get_job_status."""
@@ -106,11 +106,11 @@ class JobStatusResponse:
     job_id: str
     status: JobStatus
     progress: float
-    current_phase: Optional[JobPhase]
-    error: Optional[str]
+    current_phase: JobPhase | None
+    error: str | None
     created_at: str
     updated_at: str
-    completed_at: Optional[str]
+    completed_at: str | None
 
 class ModelRef:
     id: str
@@ -120,46 +120,46 @@ class ModelRef:
 class QueryResultDocumentInfo:
     id: str
     text: str
-    metadata: Optional[Dict[str, str]]
+    metadata: dict[str, str] | None
     score: float
     def __init__(
         self,
         id: str,
         text: str,
-        metadata: Optional[Dict[str, str]] = ...,
+        metadata: dict[str, str] | None = ...,
         score: float = ...,
     ) -> None: ...
 
 class DocumentInfo:
     id: str
     text: str
-    metadata: Optional[Dict[str, str]]
-    embedding: Optional[Sequence[float]]
+    metadata: dict[str, str] | None
+    embedding: Sequence[float] | None
     def __init__(
         self,
         id: str,
         text: str,
-        metadata: Optional[Dict[str, str]] = ...,
-        embedding: Optional[Sequence[float]] = ...,
+        metadata: dict[str, str] | None = ...,
+        embedding: Sequence[float] | None = ...,
     ) -> None: ...
 
 class QueryOptions:
-    embedding: Optional[Sequence[float]]
-    top_k: Optional[int]
-    alpha: Optional[float]
-    filter: Optional[dict]
+    embedding: Sequence[float] | None
+    top_k: int | None
+    alpha: float | None
+    filter: dict | None
     rerank: bool
-    rerank_top_k: Optional[int]
-    rerank_model: Optional[str]
+    rerank_top_k: int | None
+    rerank_model: str | None
     def __init__(
         self,
-        embedding: Optional[Sequence[float]] = ...,
-        top_k: Optional[int] = ...,
-        alpha: Optional[float] = ...,
-        filter: Optional[dict] = ...,
+        embedding: Sequence[float] | None = ...,
+        top_k: int | None = ...,
+        alpha: float | None = ...,
+        filter: dict | None = ...,
         rerank: bool = ...,
-        rerank_top_k: Optional[int] = ...,
-        rerank_model: Optional[str] = ...,
+        rerank_top_k: int | None = ...,
+        rerank_model: str | None = ...,
     ) -> None: ...
 
 class IndexInfo:
@@ -184,16 +184,16 @@ class IndexInfo:
     ) -> None: ...
 
 class SearchResult:
-    docs: List[QueryResultDocumentInfo]
+    docs: list[QueryResultDocumentInfo]
     query: str
-    index_name: Optional[str]
-    time_taken_ms: Optional[int]
+    index_name: str | None
+    time_taken_ms: int | None
     def __init__(
         self,
-        docs: List[QueryResultDocumentInfo],
+        docs: list[QueryResultDocumentInfo],
         query: str,
-        index_name: Optional[str] = None,
-        time_taken_ms: Optional[int] = None,
+        index_name: str | None = None,
+        time_taken_ms: int | None = None,
     ) -> None: ...
 
 class IndexStatus:
@@ -203,25 +203,25 @@ class IndexStatus:
     Failed: ClassVar[str]
     def __init__(self, value: str) -> None: ...
 
-IndexStatusValues: Dict[str, str]
+IndexStatusValues: dict[str, str]
 
 __version__: str
 
 __all__ = [
-    "MossClient",
     "DocumentInfo",
     "GetDocumentsOptions",
     "IndexInfo",
-    "SearchResult",
-    "QueryResultDocumentInfo",
-    "ModelRef",
     "IndexStatus",
     "IndexStatusValues",
-    "QueryOptions",
-    "MutationResult",
-    "MutationOptions",
-    "JobStatus",
     "JobPhase",
     "JobProgress",
+    "JobStatus",
     "JobStatusResponse",
+    "ModelRef",
+    "MossClient",
+    "MutationOptions",
+    "MutationResult",
+    "QueryOptions",
+    "QueryResultDocumentInfo",
+    "SearchResult",
 ]
diff --git a/sdks/python/sdk/src/moss/client/moss_client.py b/sdks/python/sdk/src/moss/client/moss_client.py
index 941acb27..b0836458 100644
--- a/sdks/python/sdk/src/moss/client/moss_client.py
+++ b/sdks/python/sdk/src/moss/client/moss_client.py
@@ -3,8 +3,10 @@
 import asyncio
 import logging
 import os
+import threading
 import uuid
-from typing import Any, ClassVar, Dict, List, Optional, Sequence
+from collections.abc import Sequence
+from typing import Any, ClassVar
 
 import httpx
 from moss_core import (
@@ -29,13 +31,13 @@ class QueryOptions:
 
     def __init__(
         self,
-        embedding: Optional[Sequence[float]] = None,
-        top_k: Optional[int] = None,
-        alpha: Optional[float] = None,
-        filter: Optional[dict] = None,
+        embedding: Sequence[float] | None = None,
+        top_k: int | None = None,
+        alpha: float | None = None,
+        filter: dict | None = None,
         rerank: bool = False,
-        rerank_top_k: Optional[int] = None,
-        rerank_model: Optional[str] = None,
+        rerank_top_k: int | None = None,
+        rerank_model: str | None = None,
     ):
         if top_k is not None and (not isinstance(top_k, int) or top_k < 1):
             raise ValueError("top_k must be an integer >= 1")
@@ -52,6 +54,8 @@ def __init__(
             not isinstance(rerank_top_k, int) or rerank_top_k < 1
         ):
             raise ValueError("rerank_top_k must be an integer >= 1")
+        if top_k is not None and rerank_top_k is not None and rerank_top_k < top_k:
+            raise ValueError("rerank_top_k must be >= top_k")
 
         self.embedding = embedding
         self.top_k = top_k
@@ -98,7 +102,9 @@ class MossClient:
     """
 
     DEFAULT_MODEL_ID = "moss-minilm"
-    _cross_encoder_cache: ClassVar[Dict[str, Any]] = {}
+    _cross_encoder_cache: ClassVar[dict[str, Any]] = {}
+    _cross_encoder_locks: ClassVar[dict[str, threading.Lock]] = {}
+    _cache_lock: ClassVar[threading.Lock] = threading.Lock()
 
     def __init__(self, project_id: str, project_key: str) -> None:
         self._project_id = project_id
@@ -117,8 +123,8 @@ def __init__(self, project_id: str, project_key: str) -> None:
     async def create_index(
         self,
         name: str,
-        docs: List[DocumentInfo],
-        model_id: Optional[str] = None,
+        docs: list[DocumentInfo],
+        model_id: str | None = None,
     ) -> MutationResult:
         """Create a new index and populate it with documents."""
         resolved_model_id = self._resolve_model_id(docs, model_id)
@@ -132,8 +138,8 @@ async def create_index(
     async def add_docs(
         self,
         name: str,
-        docs: List[DocumentInfo],
-        options: Optional[MutationOptions] = None,
+        docs: list[DocumentInfo],
+        options: MutationOptions | None = None,
     ) -> MutationResult:
         """Add or update documents in an index."""
         return await asyncio.to_thread(
@@ -146,7 +152,7 @@ async def add_docs(
     async def delete_docs(
         self,
         name: str,
-        doc_ids: List[str],
+        doc_ids: list[str],
     ) -> MutationResult:
         """Delete documents from an index by their IDs."""
         return await asyncio.to_thread(
@@ -165,7 +171,7 @@ async def get_index(self, name: str) -> IndexInfo:
         """Get information about a specific index."""
         return await asyncio.to_thread(self._manage.get_index, name)
 
-    async def list_indexes(self) -> List[IndexInfo]:
+    async def list_indexes(self) -> list[IndexInfo]:
         """List all indexes with their information."""
         return await asyncio.to_thread(self._manage.list_indexes)
 
@@ -176,8 +182,8 @@ async def delete_index(self, name: str) -> bool:
     async def get_docs(
         self,
         name: str,
-        options: Optional[GetDocumentsOptions] = None,
-    ) -> List[DocumentInfo]:
+        options: GetDocumentsOptions | None = None,
+    ) -> list[DocumentInfo]:
         """Retrieve documents from an index."""
         return await asyncio.to_thread(self._manage.get_docs, name, options)
 
@@ -218,7 +224,7 @@ async def query(
         self,
         name: str,
         query: str,
-        options: Optional[QueryOptions] = None,
+        options: QueryOptions | None = None,
     ) -> SearchResult:
         """
         Perform a semantic similarity search.
@@ -232,9 +238,11 @@ async def query(
         is_loaded = await asyncio.to_thread(self._manager.has_index, name)
 
         rerank = getattr(options, "rerank", False) is True
-        override_top_k = (
-            (getattr(options, "rerank_top_k", None) or 50) if rerank else None
-        )
+        override_top_k = None
+        if rerank:
+            candidate_pool = getattr(options, "rerank_top_k", None) or 50
+            final_top_k = getattr(options, "top_k", None) or 5
+            override_top_k = max(candidate_pool, final_top_k)
 
         if is_loaded:
             result = await self._query_local(name, query, options, override_top_k)
@@ -258,8 +266,8 @@ async def _query_local(
         self,
         name: str,
         query: str,
-        options: Optional[QueryOptions],
-        override_top_k: Optional[int] = None,
+        options: QueryOptions | None,
+        override_top_k: int | None = None,
     ) -> SearchResult:
         top_k = (
             override_top_k
@@ -304,8 +312,8 @@ async def _query_cloud(
         self,
         name: str,
         query: str,
-        options: Optional[QueryOptions],
-        override_top_k: Optional[int] = None,
+        options: QueryOptions | None,
+        override_top_k: int | None = None,
     ) -> SearchResult:
         """Fallback: query via the cloud API when the index is not loaded locally."""
         top_k = (
@@ -315,7 +323,7 @@ async def _query_cloud(
         )
         query_embedding = getattr(options, "embedding", None)
 
-        request_body: Dict[str, Any] = {
+        request_body: dict[str, Any] = {
             "query": query,
             "indexName": name,
             "projectId": self._project_id,
@@ -336,7 +344,7 @@ async def _query_cloud(
                     raise Exception(f"HTTP error! status: {response.status_code}")
                 data = response.json()
         except httpx.RequestError as error:
-            raise Exception(f"Cloud query request failed: {str(error)}")
+            raise Exception(f"Cloud query request failed: {error!s}")
 
         return self._dict_to_search_result(data)
 
@@ -359,7 +367,7 @@ def _dict_to_search_result(data: dict) -> SearchResult:
         )
 
     async def _rerank_results(
-        self, query: str, search_result: SearchResult, options: Optional[QueryOptions]
+        self, query: str, search_result: SearchResult, options: QueryOptions | None
     ) -> SearchResult:
         if not search_result.docs:
             return search_result
@@ -378,19 +386,23 @@ async def _rerank_results(
         )
 
         def do_rerank() -> SearchResult:
-            if not hasattr(self.__class__, "_cross_encoder_cache"):
-                self.__class__._cross_encoder_cache = {}
+            with self.__class__._cache_lock:
+                if model_name not in self.__class__._cross_encoder_locks:
+                    self.__class__._cross_encoder_locks[model_name] = threading.Lock()
 
-            if model_name not in self.__class__._cross_encoder_cache:
-                self.__class__._cross_encoder_cache[model_name] = CrossEncoder(
-                    model_name
-                )
+            model_lock = self.__class__._cross_encoder_locks[model_name]
+
+            with model_lock:
+                if model_name not in self.__class__._cross_encoder_cache:
+                    self.__class__._cross_encoder_cache[model_name] = CrossEncoder(
+                        model_name
+                    )
 
-            model = self.__class__._cross_encoder_cache[model_name]
+                model = self.__class__._cross_encoder_cache[model_name]
 
-            local_docs = search_result.docs
-            pairs = [[query, doc.text] for doc in local_docs]
-            scores = model.predict(pairs)
+                local_docs = search_result.docs
+                pairs = [[query, doc.text] for doc in local_docs]
+                scores = model.predict(pairs)
 
             for doc, score in zip(local_docs, scores):
                 doc.score = float(score)
@@ -405,8 +417,8 @@ def do_rerank() -> SearchResult:
 
     def _resolve_model_id(
         self,
-        docs: List[DocumentInfo],
-        model_id: Optional[str],
+        docs: list[DocumentInfo],
+        model_id: str | None,
     ) -> str:
         if model_id is not None:
             return model_id
diff --git a/sdks/python/sdk/tests/conftest.py b/sdks/python/sdk/tests/conftest.py
index 1189811e..56085302 100644
--- a/sdks/python/sdk/tests/conftest.py
+++ b/sdks/python/sdk/tests/conftest.py
@@ -10,7 +10,6 @@
 
 import pytest
 from dotenv import load_dotenv
-
 from moss import MossClient
 
 # Load .env from project root.
diff --git a/sdks/python/sdk/tests/test_client.py b/sdks/python/sdk/tests/test_client.py
index 86c1f2fc..add8a46a 100644
--- a/sdks/python/sdk/tests/test_client.py
+++ b/sdks/python/sdk/tests/test_client.py
@@ -5,7 +5,6 @@
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
-
 from moss import MossClient
 
 
diff --git a/sdks/python/sdk/tests/test_client_extended.py b/sdks/python/sdk/tests/test_client_extended.py
index 4889f582..b28373d9 100644
--- a/sdks/python/sdk/tests/test_client_extended.py
+++ b/sdks/python/sdk/tests/test_client_extended.py
@@ -7,7 +7,6 @@
 
 import httpx
 import pytest
-
 from moss import MossClient, __version__
 from moss.client.moss_client import _get_manage_url, _get_query_url
 
diff --git a/sdks/python/sdk/tests/test_cloud_fallback.py b/sdks/python/sdk/tests/test_cloud_fallback.py
index e9aa0531..d5b1e3cf 100644
--- a/sdks/python/sdk/tests/test_cloud_fallback.py
+++ b/sdks/python/sdk/tests/test_cloud_fallback.py
@@ -20,8 +20,8 @@
 
 import pytest
 import pytest_asyncio
-
 from moss import DocumentInfo, MossClient, QueryOptions
+
 from tests.constants import (
     TEST_DOCUMENTS,
     TEST_MODEL_ID,
diff --git a/sdks/python/sdk/tests/test_create_index_versions.py b/sdks/python/sdk/tests/test_create_index_versions.py
index 14321b47..4e901684 100644
--- a/sdks/python/sdk/tests/test_create_index_versions.py
+++ b/sdks/python/sdk/tests/test_create_index_versions.py
@@ -10,10 +10,8 @@
 from dataclasses import dataclass
 from importlib.metadata import PackageNotFoundError
 from importlib.metadata import version as pkg_version
-from typing import List, Optional
 
 import pytest
-
 from moss import DocumentInfo, MossClient
 
 from .constants import TEST_MODEL_ID, TEST_PROJECT_ID, TEST_PROJECT_KEY
@@ -23,13 +21,13 @@
 @dataclass
 class BenchResult:
     doc_count: int
-    time_ms: Optional[float]
+    time_ms: float | None
     success: bool
     error: str = ""
 
 
 # Generate dummy documents with random deterministic text of fixed length 200
-def _gen_docs(n: int, seed: int = 1337) -> List[DocumentInfo]:
+def _gen_docs(n: int, seed: int = 1337) -> list[DocumentInfo]:
     """Generate n dummy documents."""
     rng = random.Random(seed)
     alphabet = string.ascii_letters + "     "
diff --git a/sdks/python/sdk/tests/test_e2e.py b/sdks/python/sdk/tests/test_e2e.py
index c6a70259..da7f6435 100644
--- a/sdks/python/sdk/tests/test_e2e.py
+++ b/sdks/python/sdk/tests/test_e2e.py
@@ -16,12 +16,10 @@
 
 import random
 import time
-from typing import List
 
 import pytest
-from moss_core import DocumentInfo
-
 from moss import GetDocumentsOptions, MossClient
+from moss_core import DocumentInfo
 
 from .constants import (
     TEST_MODEL_ID,
@@ -44,7 +42,7 @@
 ]
 
 
-def generate_docs(count: int, seed: int = 42) -> List[DocumentInfo]:
+def generate_docs(count: int, seed: int = 42) -> list[DocumentInfo]:
     rng = random.Random(seed)
     docs = []
     for i in range(count):
@@ -62,7 +60,7 @@ def generate_docs_with_embeddings(
     count: int,
     dimension: int,
     seed: int = 42,
-) -> List[DocumentInfo]:
+) -> list[DocumentInfo]:
     rng = random.Random(seed)
     docs = []
     for i in range(count):
diff --git a/sdks/python/sdk/tests/test_hot_reload.py b/sdks/python/sdk/tests/test_hot_reload.py
index 29c22a4b..77e0a2e3 100644
--- a/sdks/python/sdk/tests/test_hot_reload.py
+++ b/sdks/python/sdk/tests/test_hot_reload.py
@@ -5,12 +5,12 @@
 
 import pytest
 import pytest_asyncio
-
 from moss import (
     DocumentInfo,
     MossClient,
     QueryOptions,
 )
+
 from tests.constants import (
     TEST_DOCUMENTS,
     TEST_MODEL_ID,
diff --git a/sdks/python/sdk/tests/test_metadata_filter_e2e.py b/sdks/python/sdk/tests/test_metadata_filter_e2e.py
index 92e95442..b4a49978 100644
--- a/sdks/python/sdk/tests/test_metadata_filter_e2e.py
+++ b/sdks/python/sdk/tests/test_metadata_filter_e2e.py
@@ -17,8 +17,8 @@
 
 import pytest
 import pytest_asyncio
-
 from moss import DocumentInfo, MossClient, QueryOptions
+
 from tests.constants import (
     TEST_MODEL_ID,
     TEST_PROJECT_ID,
diff --git a/sdks/python/sdk/tests/test_rerank.py b/sdks/python/sdk/tests/test_rerank.py
index fdaf3560..8f9a4429 100644
--- a/sdks/python/sdk/tests/test_rerank.py
+++ b/sdks/python/sdk/tests/test_rerank.py
@@ -1,7 +1,6 @@
 from unittest.mock import MagicMock, patch
 
 import pytest
-
 from moss import QueryResultDocumentInfo, SearchResult
 from moss.client.moss_client import MossClient, QueryOptions
 
diff --git a/sdks/python/sdk/tests/test_search.py b/sdks/python/sdk/tests/test_search.py
index 879fccef..0e125af8 100644
--- a/sdks/python/sdk/tests/test_search.py
+++ b/sdks/python/sdk/tests/test_search.py
@@ -7,10 +7,9 @@
 from importlib.metadata import PackageNotFoundError
 from importlib.metadata import version as pkg_version
 from pathlib import Path
-from typing import Any, Dict, List, Optional, Set
+from typing import Any
 
 import pytest
-
 from moss import DocumentInfo, MossClient, QueryOptions, SearchResult
 
 from .constants import TEST_PROJECT_ID, TEST_PROJECT_KEY
@@ -25,7 +24,7 @@
 class ExperimentConfig:
     name: str
     dataset_path: Path
-    alpha: Optional[float]
+    alpha: float | None
     top_k: int = 10
 
 
@@ -36,12 +35,12 @@ class RunStats:
     sdk_version: str
     dataset_name: str
     num_queries: int
-    hit_rate: Optional[float]
-    mrr: Optional[float]
-    ndcg: Optional[float]
-    avg_latency_ms: Optional[float]
-    p95_latency_ms: Optional[float]
-    error_reason: Optional[str] = None
+    hit_rate: float | None
+    mrr: float | None
+    ndcg: float | None
+    avg_latency_ms: float | None
+    p95_latency_ms: float | None
+    error_reason: str | None = None
 
 
 # Dataclass for Caching the dataset to avoid re-loading
@@ -49,16 +48,16 @@ class RunStats:
 class DatasetCache:
     """Cache for dataset data to avoid re-loading across experiments."""
 
-    dataset_path: Optional[Path] = None
-    qrels: Optional[Dict[str, Dict[str, float]]] = None
-    queries: Optional[Dict[str, str]] = None
+    dataset_path: Path | None = None
+    qrels: dict[str, dict[str, float]] | None = None
+    queries: dict[str, str] | None = None
 
 
 # -------------------- Data Loaders --------------------
 
 
 # Loads the corpus from the corpus.jsonl file and combines the title and text into a single string
-def load_corpus(path: Path) -> List[DocumentInfo]:
+def load_corpus(path: Path) -> list[DocumentInfo]:
     """Loads the entire mini-corpus into memory at once."""
     if not path.exists():
         pytest.skip(f"File not found: {path}")
@@ -79,7 +78,7 @@ def load_corpus(path: Path) -> List[DocumentInfo]:
 
 # -------- Loads the qrels from the qrels/test.tsv file --------
 # Example struct of qrels : {"query-id": {"doc-id": score}}
-def load_qrels(path: Path) -> Dict[str, Dict[str, float]]:
+def load_qrels(path: Path) -> dict[str, dict[str, float]]:
     """Loads relevance (Query ID -> Doc ID -> Score)."""
     if not path.exists():
         pytest.skip(f"Qrels file not found: {path}")
@@ -131,7 +130,7 @@ def load_qrels(path: Path) -> Dict[str, Dict[str, float]]:
 
 # -------- Loads the queries from the queries.jsonl --------
 # Example struct of queries : {"_id": "text"}
-def load_queries(path: Path, valid_qids: Set[str]) -> Dict[str, str]:
+def load_queries(path: Path, valid_qids: set[str]) -> dict[str, str]:
     """Loads queries that exist in the Qrels."""
     queries = {}
     with path.open("r", encoding="utf-8") as f:
@@ -156,7 +155,7 @@ def load_queries(path: Path, valid_qids: Set[str]) -> Dict[str, str]:
 # - IDCG@k = DCG of the ideal ranking (documents sorted by relevance descending)
 # - Result: Score between 0.0 (worst) and 1.0 (perfect ranking)
 def calculate_ndcg(
-    retrieved_ids: List[str], true_rels: Dict[str, float], k: int
+    retrieved_ids: list[str], true_rels: dict[str, float], k: int
 ) -> float:
     dcg = 0.0
     idcg = 0.0
@@ -180,8 +179,8 @@ def calculate_ndcg(
 async def run_scenario(
     client: MossClient,
     config: ExperimentConfig,
-    queries: Dict,
-    qrels: Dict,
+    queries: dict,
+    qrels: dict,
     index_name: str,
 ) -> RunStats:
     print(
@@ -354,8 +353,8 @@ async def main():
     unique_dataset_paths = sorted(list({exp.dataset_path for exp in experiments}))
 
     # Map dataset paths to their created index names
-    dataset_to_index_map: Dict[Path, str] = {}
-    failed_datasets: Dict[Path, Dict[str, Any]] = {}
+    dataset_to_index_map: dict[Path, str] = {}
+    failed_datasets: dict[Path, dict[str, Any]] = {}
 
     # Get current version for safe index naming
     try:
@@ -393,7 +392,7 @@ async def main():
         # 4. Create Fresh Index
         print(f"   ✨ Creating fresh index: {index_name}...")
         t0 = time.time()
-        skip_reason: Optional[str] = None
+        skip_reason: str | None = None
         try:
             success = await client.create_index(index_name, docs, EMBEDDING_MODEL)
         except Exception as exc:

From 26462dfa2608ded60f1d73eb2f72f0c5a94145ac Mon Sep 17 00:00:00 2001
From: Hendrixx-RE <athukuttan2004@gmail.com>
Date: Tue, 28 Jul 2026 22:08:48 +0530
Subject: [PATCH 27/27] ruff changes

---
 sdks/python/sdk/tests/conftest.py                   | 1 +
 sdks/python/sdk/tests/test_client.py                | 1 +
 sdks/python/sdk/tests/test_client_extended.py       | 1 +
 sdks/python/sdk/tests/test_cloud_fallback.py        | 2 +-
 sdks/python/sdk/tests/test_create_index_versions.py | 1 +
 sdks/python/sdk/tests/test_e2e.py                   | 3 ++-
 sdks/python/sdk/tests/test_hot_reload.py            | 2 +-
 sdks/python/sdk/tests/test_metadata_filter_e2e.py   | 2 +-
 sdks/python/sdk/tests/test_rerank.py                | 1 +
 sdks/python/sdk/tests/test_search.py                | 1 +
 10 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/sdks/python/sdk/tests/conftest.py b/sdks/python/sdk/tests/conftest.py
index 56085302..1189811e 100644
--- a/sdks/python/sdk/tests/conftest.py
+++ b/sdks/python/sdk/tests/conftest.py
@@ -10,6 +10,7 @@
 
 import pytest
 from dotenv import load_dotenv
+
 from moss import MossClient
 
 # Load .env from project root.
diff --git a/sdks/python/sdk/tests/test_client.py b/sdks/python/sdk/tests/test_client.py
index add8a46a..86c1f2fc 100644
--- a/sdks/python/sdk/tests/test_client.py
+++ b/sdks/python/sdk/tests/test_client.py
@@ -5,6 +5,7 @@
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
+
 from moss import MossClient
 
 
diff --git a/sdks/python/sdk/tests/test_client_extended.py b/sdks/python/sdk/tests/test_client_extended.py
index b28373d9..4889f582 100644
--- a/sdks/python/sdk/tests/test_client_extended.py
+++ b/sdks/python/sdk/tests/test_client_extended.py
@@ -7,6 +7,7 @@
 
 import httpx
 import pytest
+
 from moss import MossClient, __version__
 from moss.client.moss_client import _get_manage_url, _get_query_url
 
diff --git a/sdks/python/sdk/tests/test_cloud_fallback.py b/sdks/python/sdk/tests/test_cloud_fallback.py
index d5b1e3cf..e9aa0531 100644
--- a/sdks/python/sdk/tests/test_cloud_fallback.py
+++ b/sdks/python/sdk/tests/test_cloud_fallback.py
@@ -20,8 +20,8 @@
 
 import pytest
 import pytest_asyncio
-from moss import DocumentInfo, MossClient, QueryOptions
 
+from moss import DocumentInfo, MossClient, QueryOptions
 from tests.constants import (
     TEST_DOCUMENTS,
     TEST_MODEL_ID,
diff --git a/sdks/python/sdk/tests/test_create_index_versions.py b/sdks/python/sdk/tests/test_create_index_versions.py
index 4e901684..1b455c13 100644
--- a/sdks/python/sdk/tests/test_create_index_versions.py
+++ b/sdks/python/sdk/tests/test_create_index_versions.py
@@ -12,6 +12,7 @@
 from importlib.metadata import version as pkg_version
 
 import pytest
+
 from moss import DocumentInfo, MossClient
 
 from .constants import TEST_MODEL_ID, TEST_PROJECT_ID, TEST_PROJECT_KEY
diff --git a/sdks/python/sdk/tests/test_e2e.py b/sdks/python/sdk/tests/test_e2e.py
index da7f6435..1e108771 100644
--- a/sdks/python/sdk/tests/test_e2e.py
+++ b/sdks/python/sdk/tests/test_e2e.py
@@ -18,9 +18,10 @@
 import time
 
 import pytest
-from moss import GetDocumentsOptions, MossClient
 from moss_core import DocumentInfo
 
+from moss import GetDocumentsOptions, MossClient
+
 from .constants import (
     TEST_MODEL_ID,
     TEST_PROJECT_ID,
diff --git a/sdks/python/sdk/tests/test_hot_reload.py b/sdks/python/sdk/tests/test_hot_reload.py
index 77e0a2e3..29c22a4b 100644
--- a/sdks/python/sdk/tests/test_hot_reload.py
+++ b/sdks/python/sdk/tests/test_hot_reload.py
@@ -5,12 +5,12 @@
 
 import pytest
 import pytest_asyncio
+
 from moss import (
     DocumentInfo,
     MossClient,
     QueryOptions,
 )
-
 from tests.constants import (
     TEST_DOCUMENTS,
     TEST_MODEL_ID,
diff --git a/sdks/python/sdk/tests/test_metadata_filter_e2e.py b/sdks/python/sdk/tests/test_metadata_filter_e2e.py
index b4a49978..92e95442 100644
--- a/sdks/python/sdk/tests/test_metadata_filter_e2e.py
+++ b/sdks/python/sdk/tests/test_metadata_filter_e2e.py
@@ -17,8 +17,8 @@
 
 import pytest
 import pytest_asyncio
-from moss import DocumentInfo, MossClient, QueryOptions
 
+from moss import DocumentInfo, MossClient, QueryOptions
 from tests.constants import (
     TEST_MODEL_ID,
     TEST_PROJECT_ID,
diff --git a/sdks/python/sdk/tests/test_rerank.py b/sdks/python/sdk/tests/test_rerank.py
index 8f9a4429..fdaf3560 100644
--- a/sdks/python/sdk/tests/test_rerank.py
+++ b/sdks/python/sdk/tests/test_rerank.py
@@ -1,6 +1,7 @@
 from unittest.mock import MagicMock, patch
 
 import pytest
+
 from moss import QueryResultDocumentInfo, SearchResult
 from moss.client.moss_client import MossClient, QueryOptions
 
diff --git a/sdks/python/sdk/tests/test_search.py b/sdks/python/sdk/tests/test_search.py
index 0e125af8..aa778d86 100644
--- a/sdks/python/sdk/tests/test_search.py
+++ b/sdks/python/sdk/tests/test_search.py
@@ -10,6 +10,7 @@
 from typing import Any
 
 import pytest
+
 from moss import DocumentInfo, MossClient, QueryOptions, SearchResult
 
 from .constants import TEST_PROJECT_ID, TEST_PROJECT_KEY