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passbaton

Session continuity for AI coding agents. Your agent picks up where it left off — never re-explain your project again. Persistent memory for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db: auto context injection, compaction handover, semantic search, and error→solution recall. Zero config, zero API cost, 100% local.

npm version npm downloads License: MIT

⚡ One install → context auto-loads every session · 🧩 survives compaction (0 re-explaining) · 🔒 100% local, $0 API

Session continuity demo — your coding agent auto-restores project context on session start

Renamed (v2.0.0): this project was previously claude-session-continuity-mcp. The old name suggested it was Claude-only — it never was. Claude Code, Codex CLI, and Gemini CLI are all first-class and share one local memory. Existing installs keep working: the old claude-hook-* commands still ship as aliases. See Migrating from v1.

The Problem

Every new session — whether you're in Claude Code, Codex CLI, or Gemini CLI:

"This is a Next.js 15 project with App Router..."
"We decided to use Server Actions because..."
"Last time we were working on the auth system..."
"The build command is pnpm build..."

5 minutes of context-setting. Every. Single. Time.

The Solution

Fully automatic. Lifecycle hooks handle everything without manual calls — on Claude Code, OpenAI Codex CLI, and Google Gemini CLI, sharing one local memory so context carries across all three:

# Session start → Auto-loads relevant context + recent session history
# When asking → Auto-injects relevant memories/solutions
# During conversation → Tracks active files + auto-injects error solutions
# On compact → Structured handover context for continuity
# On exit → Extracts commits, decisions, error-fix pairs from transcript
← Auto-output on session start:
# my-app - Session Resumed

📍 **State**: Implementing signup form

## Recent Sessions
### 2026-02-28
**Work**: Completed OAuth integration with Google provider
**Commits**: feat: add OAuth callback handler; fix: redirect URI config
**Decisions**: Use Server Actions instead of API routes

### 2026-02-27
**Work**: Set up authentication foundation
**Next**: Implement signup form validation

## Directives
- 🔴 Always use Zod for form validation
- 📎 Prefer Server Components by default

## Key Memories
- 🎯 Decided on App Router, using Server Actions
- ⚠️ OAuth redirect_uri mismatch → check env file

Zero manual work. Context follows you.


Why this over other memory tools?

Most Claude memory tools rely on explicit tool calls ("remember this"), a cloud API, or a background AI worker. This one is deliberately different:

passbaton Typical cloud/AI-memory MCP
Setup npm i -g → hooks auto-install Manual server + API key
Trigger 5 automatic hooks (no commands) You call a remember tool
Storage 100% local SQLite Cloud / external service
API cost $0 — local embeddings Per-token / subscription
Latency < 5ms (on-device) Network round-trip
Privacy Never leaves your machine Sent to a provider
Search FTS5 + local semantic, KO/EN/JA cross-lingual Varies

If you want zero-config, offline, no-cost memory that just happens while you work — this is it.

Auto-injection vs. explicit search

There's also a great class of local search tools (e.g. ctx) that index your agent history so you can query it (search "failed migration"). That's complementary, not the same job:

passbaton Local-search tools (ctx, etc.)
How you use it Automatic — context appears on session start, no command You (or the agent) run a search query
Compaction PreCompact hook re-injects a handover → 0 context re-explained after a compact Not its job (it's a search index)
Best at Never losing your thread across sessions & compacts, hands-off Finding a specific past decision/command on demand
Coverage Claude Code + Codex CLI + Gemini CLI (where auto-injection is possible) Often 30+ agents indexed for search

Use search when you want to look something up. Use this when you want your context to follow you without asking.


Codex CLI support (v1.16.0+)

Beyond Claude Code, this also supports OpenAI Codex CLI. If ~/.codex exists, the installer registers the same hooks in ~/.codex/hooks.json (SessionStart, UserPromptSubmit, PreCompact, Stop), and the hooks auto-detect the host and emit the right output format (Codex's hookSpecificOutput.additionalContext).

The same local sessions.db is shared, so context carries across both agents: what you did in Codex is available in Claude Code and vice versa.

Scope: session save + context injection work on both. Codex file-change tracking (PostToolUse) isn't wired yet — session save already covers most of it via transcript parsing. Codex's transcript_path is treated as an unstable interface (it can be null at startup), so host detection uses an installer-injected --codex marker rather than relying on the path.


Gemini CLI support (v1.17.0+)

Also supports Google Gemini CLI. If ~/.gemini exists, the installer registers the hooks in ~/.gemini/settings.json (SessionStart, BeforeAgent, PreCompress, SessionEnd — Gemini's event names), preserving your other settings. Same shared local sessions.db, so context carries across all three agents.

Gemini's transcript format was verified against real ~/.gemini/tmp/.../chats/*.jsonl files — it uses two shapes (a flat {type, content} line and an older {"$set":{"messages":[…]}} diff line); the parser handles both. Like Codex, transcript_path can be null at startup, so host detection uses a --gemini marker.

Honest scope note: session save (SessionEnd) and context output are verified working. Gemini's SessionStart context injection is documented as advisory-only upstream (gemini-cli#15413) — if your Gemini build doesn't render the injected context on startup, that's an upstream limit, not this tool. Session continuity still works via the saved history.


Migrating from v1

If you installed this as claude-session-continuity-mcp (v1.x), nothing breaks — the v1 claude-hook-* commands still ship as aliases in v2.

To move to the new name:

npm install -g passbaton          # installs the new package
npm uninstall -g claude-session-continuity-mcp   # optional: drop the old one

The installer rewrites your hook entries to passbaton-hook-* and removes the old claude-hook-* lines — it matches on both names, so you won't end up with duplicates. Your existing sessions.db is untouched: all past sessions, memories, and solutions carry over.

Nothing else changes — same hooks, same database, same behavior.


Quick Start

Requires Node.js 22+. The native better-sqlite3 dependency only ships prebuilt binaries for Node 22, 24, and 26 (the currently supported lines — Node 18 and 20 are both end-of-life). On older Node it falls back to compiling from source, which fails without build tools. Node 22 and up install cleanly with no compiler needed.

Recommended: Global Installation

npm install -g passbaton

That's it! The postinstall script automatically:

  1. Registers MCP server in ~/.claude.json
  2. Installs Claude Hooks in ~/.claude/settings.json

Why Global (-g)?

This tool is designed to track all your Claude Code projects in a single unified database. Global installation is strongly recommended because:

Reason Detail
Single source of truth One binary serves every project — no version drift between projects
Hooks are user-scoped ~/.claude/settings.json lives in your home directory, not per-project
Cross-project context Sessions from app-a and app-b share the same DB and search index
One update = everything refreshed npm install -g <latest> updates all projects at once; no per-project reinstall
npm exec resolves global first Hooks call npm exec -- passbaton-hook-* which finds the global package reliably regardless of cwd

Important: Even with global install, you can still disable the hook for specific projects (see below). Global ≠ forced on every project.

Disabling Hooks for Specific Projects

Global install does not mean "always on everywhere". You have three layers of control:

Layer File Scope
1. Global ON (default) ~/.claude/settings.json All projects
2. Project-wide OFF <project>/.claude/settings.json Whole team (committed)
3. Personal-only OFF <project>/.claude/settings.local.json Just you (gitignored)

To disable hooks in a specific project, create the override file with empty hook arrays:

// <project>/.claude/settings.json  (or settings.local.json for personal-only)
{
  "hooks": {
    "SessionStart": [],
    "UserPromptSubmit": [],
    "PostToolUse": [],
    "PreCompact": [],
    "Stop": []
  }
}

Empty arrays override the global setting → that project's sessions are no longer tracked.

Updating to a New Version

npm install -g passbaton@latest

That's the only step — all projects pick up the new binary on next Claude Code restart. No need to reinstall in each project.

Alternative: Local Install (Not Recommended)

If you really want per-project install (e.g., locked version for one project):

cd <project> && npm install passbaton

Drawback: you must install separately in every project, and npm exec may not find the local copy reliably from hook context (cwd-dependent). Stick with -g unless you have a specific reason.

What Gets Installed

MCP Server (in ~/.claude.json):

{
  "mcpServers": {
    "project-manager": {
      "command": "npx",
      "args": ["passbaton"]
    }
  }
}

Claude Hooks (in ~/.claude/settings.json):

{
  "hooks": {
    "SessionStart": [{ "hooks": [{ "type": "command", "command": "npm exec -- passbaton-hook-session-start" }] }],
    "UserPromptSubmit": [{ "hooks": [{ "type": "command", "command": "npm exec -- passbaton-hook-user-prompt" }] }],
    "PostToolUse": [{ "matcher": "Edit", "hooks": [{ "type": "command", "command": "npm exec -- passbaton-hook-post-tool" }] }, { "matcher": "Write", "hooks": [{ "type": "command", "command": "npm exec -- passbaton-hook-post-tool" }] }],
    "PreCompact": [{ "hooks": [{ "type": "command", "command": "npm exec -- passbaton-hook-pre-compact" }] }],
    "Stop": [{ "hooks": [{ "type": "command", "command": "npm exec -- passbaton-hook-session-end" }] }]
  }
}

Note (v1.5.0+): Full lifecycle coverage with 5 hooks. Uses npm exec -- which finds local node_modules/.bin first.

Installed Hooks (v1.5.0+)

Hook Command Function
SessionStart passbaton-hook-session-start Auto-loads project context on session start
UserPromptSubmit passbaton-hook-user-prompt Auto-injects relevant memories + past reference search
PostToolUse passbaton-hook-post-tool Tracks active files (Edit, Write) + auto-injects error solutions (Bash)
PreCompact passbaton-hook-pre-compact Structured handover context before compression
Stop passbaton-hook-session-end Extracts commits, decisions, error-fix pairs from transcript

Manual Hook Management

# Check hook status
npx passbaton-hooks status

# Reinstall hooks
npx passbaton-hooks install

# Remove hooks
npx passbaton-hooks uninstall

3. Restart Claude Code

After installation, restart Claude Code to activate the hooks.


Features

Feature Description
🤖 Zero Manual Work Claude Hooks automate all context capture/load
🎯 Quality Memory Only (v1.10.0) Only decisions, learnings, errors — no file-change noise
🧠 Semantic Search multilingual-e5-small embedding (94+ languages, 384d)
🌍 Multilingual Korean/English/Japanese + cross-language search (EN→KR, KR→EN)
🔗 Git Integration Commit messages auto-extracted from transcripts
🕸️ Knowledge Graph Memory relations (solves, causes, extends...)
📊 Memory Classification 5 types: observation, decision, learning, error, pattern
Integrated Verification One-click build/test/lint execution
📋 Task Management Priority-based task management
🔧 Auto Error→Solution (v1.12.0) Bash errors auto-detect → inject past solutions; session-end auto-records error-fix pairs
💰 Token Efficiency (v1.11.0) Removed loadContext from UserPromptSubmit (saves 24-60K tokens/session)
📑 Progressive Disclosure (v1.11.0) memory_search returns index first, memory_get for full content
Temporal Decay (v1.11.0) Memory scoring with type-specific half-lives for relevance
📝 Structured Handover (v1.10.0) PreCompact saves work summary, active files, pending actions
🚪 Smart Session End (v1.10.0) Extracts commits, decisions, error-fix pairs from transcript
🗑️ Auto Noise Cleanup (v1.10.0) Auto-deletes stale observation memories (3d+)
🔍 Past Reference Detection (v1.8.0) "저번에 X 어떻게 했어?" auto-searches DB
📝 User Directive Extraction (v1.8.0) Auto-extracts "always/never" rules from prompts

Feature toggles — everything is opt-in

(v2.1.0) Every feature can be turned on/off individually. Config lives in a plain, hand-editable JSON file (~/.claude/passbaton.config.json) — separate from your data, so it survives a db reset. No file = today's defaults (nothing changes for existing users).

passbaton config                          # print a grouped table of every feature + on/off
passbaton config set patternMining on     # flip one feature
passbaton config preset minimal           # minimal | default | everything
passbaton config reset                     # back to defaults
passbaton config path                      # print the active config file path

Each feature also has an env override for one-off/CI use: PASSBATON_<FEATURE>=0 (e.g. PASSBATON_TRIGGERMATCHING=0) wins over the config file.

On-by-default rule: a feature ships on only if it's silent, safe, and universally useful. Anything that speaks unprompted, guesses, or writes speculative rows ships off.

Core (on by default)

Feature Key What it does
Session start injection sessionStart Restore prior context on start
Compaction handover+ compactionHandover Before a compaction, carry over your working state plus hot files and last build status — the one gap platform auto-memory structurally can't cover
Session persist sessionEnd Save session state on exit
Auto memory surfacing autoInject Auto-surface relevant past memories on start
Task tracking taskTracking Read/write the task list via MCP + hooks
Hot-path pre-warm hotPathPrewarm On start, surface the files you edit most in this project, ranked by real access count
Verification ledger verificationLedger Warn on start if a recent session left the build red or issues open

Cross-agent (on by default)

Feature Key What it does
Cross-agent share crossAgentSync One local db shared across Claude Code / Codex / Gemini
Tool-use capture postToolCapture Observe tool use to build hot-paths (low-noise)

Experimental (off by default — opt in)

Feature Key What it does
Trigger matching triggerMatching Match prompt keywords to auto-inject solutions (can false-positive)
Pattern mining patternMining Mine work patterns and suggest workflows (opinionated)
Memory auto-store memoryAutoStore Auto-write observation memories from prompts (noisy)
Status line statusLineInject Append a passbaton status line to session-start output

Claude Hooks - Auto Context System

How It Works

SessionStart Hook (npx passbaton-hook-session-start):

  • Auto-detects project: monorepo (apps/project-name/) or single project (package.json root folder name)
  • Loads context from .claude/sessions.db
  • Injects: Current state, 3 recent sessions with commits/decisions, directives, pending tasks, filtered key memories
  • Auto-cleans stale noise memories (3d+ auto-tracked, 14d+ auto-compact)

UserPromptSubmit Hook (npx passbaton-hook-user-prompt):

  • Runs on every prompt submission
  • (v1.11.0) No longer calls loadContext() — saves 24-60K tokens/session
  • Injects relevant context (filtered: decisions, learnings, errors only)

PostToolUse Hook (npx passbaton-hook-post-tool):

  • Tracks hot file paths and updates active_context.recent_files
  • (v1.12.0) Auto-detects Bash errors → searches solutions DB → injects past solutions into context
  • No longer creates observation memories (v1.10.0 — eliminates [File Change] noise)

PreCompact Hook (npx passbaton-hook-pre-compact):

  • Builds structured handover context: work summary, active file, pending action, key facts, recent errors
  • No longer stores auto-compact memories (v1.10.0)

Stop Hook (npx passbaton-hook-session-end):

  • Extracts commit messages from JSONL transcript (git commit -m patterns)
  • Extracts error-fix pairs (error → resolution within 3 messages)
  • (v1.12.0) Auto-records error→fix pairs to solutions table for future reuse
  • Extracts decisions ("because", "instead of", "chose" patterns)
  • (v1.11.0) Single-pass transcript parsing (4 JSONL reads → 1)
  • Stores structured metadata in sessions.issues column as JSON

Example Output (Session Start)

# my-app - Session Resumed

📍 **State**: Implementing signup form
🚧 **Blocker**: OAuth callback URL issue

## Recent Sessions
### 2026-02-28
**Work**: Completed OAuth integration
**Commits**: feat: add OAuth handler; fix: redirect config
**Decisions**: Use Server Actions over API routes
**Next**: Implement form validation

## Directives
- 🔴 Always use Zod for validation

## Pending Tasks
- 🔄 [P8] Implement form validation
-[P5] Add error handling

## Key Memories
- 🎯 Decided on App Router, using Server Actions
- ⚠️ OAuth redirect_uri mismatch → check env file

Hook Management

# Check status
npx passbaton-hooks status

# Reinstall
npx passbaton-hooks install

# Remove
npx passbaton-hooks uninstall

# Temporarily disable
export MCP_HOOKS_DISABLED=true

Past Reference Detection (v1.8.0)

When you ask about past work, the UserPromptSubmit hook automatically searches the database:

You: "저번에 인앱결제 어떻게 했어?"
→ Hook detects "저번에" + extracts keyword "인앱결제"
→ Searches sessions, memories (FTS5), and solutions
→ Injects matching results into context automatically

Supported patterns (Korean & English):

Pattern Example
저번에/전에/이전에 ... 어떻게 "저번에 CORS 에러 어떻게 해결했지?"
~했던/만들었던/해결했던 "수정했던 로그인 로직"
지난 세션/작업에서 "지난 세션에서 결제 구현"
last time/before/previously "How did we handle auth last time?"
did we/did I ... before "Did we fix the database migration before?"
remember when/recall when "Remember when we set up CI?"

Output example:

## Related Past Work (auto-detected from your question)

### Sessions
- [2/14] 카카오 로그인 앱키 수정, 인앱결제 IAP 플로우 수정

### Memories
- 🎯 [decision] 테스트: 인앱결제 상품 등록 완료

### Solutions
- **IAP_BILLING_ERROR**: StoreKit 2 migration으로 해결

Why npm exec? (v1.4.3+)

Previous versions used absolute paths or npx:

// v1.3.x - absolute paths (broke on multi-project)
"command": "node \"/path/to/project-a/node_modules/.../session-start.js\""

// v1.4.0-1.4.2 - npx (required global install or hit npm registry)
"command": "npx passbaton-hook-session-start"

Now we use npm exec --:

"command": "npm exec -- passbaton-hook-session-start"

npm exec -- finds local node_modules/.bin first, then falls back to global. Works with both local and global installation without hitting npm registry.


Tools (v5 API) - 25 Focused Tools

1. Session Lifecycle (4) ⭐

// Start of session - auto-loads context
session_start({ project: "my-app", compact: true })

// End of session - auto-saves context
session_end({
  project: "my-app",
  summary: "Completed auth flow",
  modifiedFiles: ["src/auth.ts", "src/login/page.tsx"]
})

// View session history
session_history({ project: "my-app", limit: 5 })

// Semantic search past sessions
search_sessions({ query: "auth work", project: "my-app" })

2. Project Management (4)

// Get project status with task stats
project_status({ project: "my-app" })

// Initialize new project
project_init({ project: "my-app" })

// Analyze project tech stack
project_analyze({ project: "my-app" })

// List all projects
list_projects()

3. Task Management (4)

// Add a task
task_add({ project: "my-app", title: "Implement signup", priority: 8 })

// Update task status
task_update({ taskId: 1, status: "done" })

// List tasks
task_list({ project: "my-app", status: "pending" })

// Suggest tasks from TODO comments
task_suggest({ project: "my-app" })

4. Solution Archive (3)

// Record an error solution
solution_record({
  errorSignature: "TypeError: Cannot read property 'id'",
  solution: "Use optional chaining: user?.id"
})

// Find similar solutions (keyword or semantic)
solution_find({ query: "TypeError property", semantic: true })

// AI-powered solution suggestion
solution_suggest({ errorMessage: "Cannot read property 'email'" })

5. Verification (3)

// Run build
verify_build({ project: "my-app" })

// Run tests
verify_test({ project: "my-app" })

// Run all (build + test + lint)
verify_all({ project: "my-app" })

6. Memory System (5)

// Store a classified memory
memory_store({
  content: "State management with Riverpod makes testing easier",
  type: "learning",  // observation, decision, learning, error, pattern
  project: "my-app",
  tags: ["flutter", "state-management"],
  importance: 8,
  relatedTo: 23  // Connect to existing memory
})

// Search memories — returns index (id, type, tags, score) for token efficiency
memory_search({
  query: "state management test",
  type: "learning",
  semantic: true,  // Use embedding similarity
  limit: 10
})

// Get full memory content by ID (v1.11.0)
memory_get({ memoryId: 23 })

// Find related memories (graph + semantic)
memory_related({
  memoryId: 23,
  includeGraph: true,
  includeSemantic: true
})

// Get memory statistics
memory_stats({ project: "my-app" })

7. Knowledge Graph (2)

// Connect two memories with a typed relation
graph_connect({
  sourceId: 23,
  targetId: 25,
  relation: "solves",  // related_to, causes, solves, depends_on, contradicts, extends, example_of
  strength: 0.9
})

// Explore knowledge graph
graph_explore({
  memoryId: 23,
  depth: 2,
  relation: "all",  // or specific relation type
  direction: "both"  // outgoing, incoming, both
})

Memory Types

Type Description Use Case
observation Patterns, structures found in codebase "All screens are separated in features/ folder"
decision Architecture, library choices "Decided to use SharedPreferences for caching"
learning New knowledge, best practices "Riverpod is better for testing"
error Occurred errors and solutions "Provider.read() doesn't rebuild → use watch()"
pattern Recurring code patterns, conventions "Avoid late keyword abuse"

Relation Types

Relation Description Example
related_to General relation A and B are related
causes A causes B Caching decision → folder structure change
solves A solves B Riverpod learning → Provider bug fix
depends_on A depends on B Folder structure → Caching decision
contradicts A conflicts with B Two design decisions conflict
extends A extends B late pattern → Extended to Riverpod learning
example_of A is example of B Specific code is example of pattern

Data Storage

SQLite database at ~/.claude/sessions.db:

Table Purpose
memories Classified memories (observation, decision, learning, error, pattern)
memories_fts Full-text search index (FTS5)
memory_relations Knowledge graph relations
embeddings_v4 Semantic search vectors (multilingual-e5-small, 384d)
project_context Fixed project info (tech stack, decisions)
active_context Current work state
tasks Task backlog
solutions Error solution archive
sessions Session history

Environment Variables

Variable Default Description
WORKSPACE_ROOT - Workspace root path (required)
MCP_HOOKS_DISABLED false Disable Claude Hooks
LOG_LEVEL info Log level (debug/info/warn/error)
LOG_FILE - Optional file logging path

Development

# Clone
git clone https://github.com/leesgit/passbaton.git
cd passbaton

# Install
npm install

# Build
npm run build

# Test
npm test

# Test with coverage
npm run test:coverage

Performance

Metric Value
Context load (cached) <5ms
Memory search (FTS) ~10ms
Semantic search ~50ms
Build verification Project-dependent

Roadmap

  • v2 API (15 focused tools)
  • v4 API (24 tools - memory + graph)
  • v5 Claude Hooks (auto-capture)
  • Knowledge Graph with typed relations
  • Memory classification (6 types)
  • Semantic search (embeddings)
  • Multilingual pattern detection (KO/EN/JA)
  • Git commit integration
  • 111 tests (6 test suites)
  • GitHub Actions CI/CD
  • Multilingual semantic search (v1.6.0 - multilingual-e5-small)
  • Cross-language search EN↔KR (v1.6.0)
  • Solution semantic search (v1.6.0)
  • Fix hooks settings file path (v1.6.1 - settings.json, not settings.local.json)
  • Auto-migrate legacy hooks (v1.6.1)
  • Fix PostToolUse matcher format to string (v1.6.3)
  • Fix README documentation for new hook format (v1.6.4)
  • Empty session skip and techStack save improvements (v1.7.1)
  • Past reference auto-detection in UserPromptSubmit hook (v1.8.0)
  • User directive extraction ("always/never" rules) (v1.8.0)
  • Memory quality overhaul — no more [File Change] noise (v1.10.0)
  • Structured handover context in PreCompact (v1.10.0)
  • Smart session-end: commit/decision/error-fix extraction from transcript (v1.10.0)
  • Auto noise cleanup (3d+ observations, 14d+ auto-compact) (v1.10.0)
  • 3 recent sessions display with structured metadata (v1.10.0)
  • Token efficiency — remove loadContext from UserPromptSubmit, saves 24-60K tokens/session (v1.11.0)
  • Single-pass transcript parsing, 4 JSONL reads → 1 (v1.11.0)
  • Temporal decay for memory scoring with type-specific half-lives (v1.11.0)
  • Progressive disclosure — memory_search returns index, memory_get for full content (v1.11.0)
  • Memory consolidation via Jaccard similarity (v1.11.0)
  • Auto error→solution pipeline — PostToolUse detects Bash errors, injects past solutions (v1.12.0)
  • SessionEnd auto-records error-fix pairs to solutions table (v1.12.0)
  • Cross-project solution search with current project prioritization (v1.12.0)
  • sqlite-vec native vector search (v2 - when data > 1000 records)
  • Web dashboard
  • Cloud sync option

Contributing

PRs welcome! Please:

  1. Fork the repo
  2. Create a feature branch
  3. Add tests for new features
  4. Ensure npm test passes
  5. Submit PR

License

MIT © Byeongchang Lee


Acknowledgments


If this saves you from re-explaining your project, consider giving it a ⭐ — it genuinely helps others find it.

About

Session continuity for AI coding agents — your agent picks up where it left off. Persistent memory for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db: auto context injection, compaction handover, semantic search (KO/EN/JA), error→solution recall. 100% local, zero config, zero API cost.

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