diff --git a/scripts/check-skills-token-ratchet.mjs b/scripts/check-skills-token-ratchet.mjs
index f726a13153..108a75056b 100644
--- a/scripts/check-skills-token-ratchet.mjs
+++ b/scripts/check-skills-token-ratchet.mjs
@@ -437,7 +437,6 @@ export const CEILINGS = new Map([
   ['skills/objectstack-ui/evals/analytics-inline-vs-dataset.json', 1102],
 
   // the remaining skills' eval notes
-  ['skills/objectstack-ai/evals/README.md', 315],
 ]);
 
 /**
diff --git a/skills/objectstack-ai/evals/README.md b/skills/objectstack-ai/evals/README.md
deleted file mode 100644
index bd34d778d1..0000000000
--- a/skills/objectstack-ai/evals/README.md
+++ /dev/null
@@ -1,44 +0,0 @@
-# Evaluation Tests (evals/)
-
-This directory is reserved for future skill evaluation tests.
-
-## Purpose
-
-Evaluation tests (evals) validate that AI assistants correctly understand and apply the rules defined in this skill when generating code or providing guidance.
-
-## Structure
-
-When implemented, evals will follow this structure:
-
-```
-evals/
-├── skills/
-│   ├── test-trigger-conditions.md
-│   └── test-surface-affinity.md
-├── tools/
-│   ├── test-json-schema-parameters.md
-│   └── test-strict-unknown-keys.md
-├── knowledge/
-│   └── test-knowledge-source-filters.md
-└── ...
-```
-
-## Format
-
-Each eval file will contain:
-1. **Scenario** — Description of the task
-2. **Expected Output** — Correct implementation
-3. **Common Mistakes** — Incorrect patterns to avoid
-4. **Validation Criteria** — How to score the output
-
-## Status
-
-⚠️ **Not yet implemented** — This is a placeholder for future development.
-
-## Contributing
-
-When adding evals:
-1. Each eval should test a single, specific rule or pattern
-2. Include both positive (correct) and negative (incorrect) examples
-3. Reference the corresponding section of `SKILL.md`
-4. Use realistic scenarios from actual ObjectStack projects