docs: push Terms DB detail to terms-search skill; AGENTS.md keeps brief pointer

AGENTS.md

@@ -16,9 +16,9 @@ Available: `translation`, `terms-search`, `translation-review`, `chinese-text-no
 
 ## Terms Database
 
-- DB: `terms-search/termlib.duckdb`
+See `terms-search` skill. Quick reference:
-- CLI: `terms-search/search.py <query> [limit]` (preferred over HTTP)
+- CLI: `terms-search/search.py <query> [limit]`
-- Module: `from search import search; search("空性", limit=5, loc="...", src="...")` → list of `{zh, en, loc, source}` dicts
+- Module: `from search import search; search("空性", limit=5, src="DoT定稿")`
 - Priority: DoT定稿 > 内部特色词 > 佛教术语 > 经论名
 
 ## Directory Structure

skills/terms-search/SKILL.md

@@ -18,6 +18,18 @@ Server: `/home/user/documents/mpi/terms-search/server.py`
 
 Multi-word queries are ANDed. Searches both `zh` and `en` columns.
 
+## Python module
+
+```python
+import sys
+sys.path.insert(0, '/home/user/documents/mpi/terms-search')
+from search import search
+results = search("空性", limit=5, src="DoT定稿")
+# → list of {zh, en, loc, source} dicts
+```
+
+Use this inside `execute_code` scripts for batch lookups — no subprocess needed.
+
 ## HTTP API (use only when CLI is insufficient)
 
 Start: `python3 /home/user/documents/mpi/terms-search/server.py` (port 8910)