richfrem Vector DB Search
Semantic (meaning-based) search against the ChromaDB vector store. Use for Phase 2 of the 3-phase search protocol -- after the RLM Summary Ledger (Phase 1) returns insufficient results.
Scripts
| Script | Role |
|---|---|
scripts/query.py |
Semantic search -- CLI entry point |
scripts/operations.py |
Core Parent-Child retrieval library |
scripts/vector_config.py |
Profile config helper (vector_profiles.json) |
scripts/vector_consistency_check.py |
Integrity validation |
Write operations (ingest, cleanup) are handled by dedicated agents: vdb-ingest, vdb-cleanup.
When to Use
- Phase 1 (RLM Summary Ledger) returned no match or insufficient detail
- User asks "how does X work?" / "find code that does Y"
- You need specific snippets, not just file-level summaries
Execution Protocol
1. Verify ChromaDB is running
curl -sf http://127.0.0.1:8110/api/v1/heartbeat
If connection refused: run vector-db-launch skill (plugins/vector-db/skills/vector-db-launch/SKILL.md).
For first-time setup: run vector-db-init skill (plugins/vector-db/skills/vector-db-init/scripts/init.py).
2. Select Profile and Search
Profiles are project-defined in vector_profiles.json (see vector-db-init skill). Any number can exist. Discover what's available:
cat .agent/learning/vector_profiles.json
Common default is knowledge -- your project may define more (e.g. separate profiles for code vs docs). When topic is ambiguous, search all profiles.
python3 ./scripts/query.py \
"your natural language question" --profile knowledge --limit 5
Results include ranked parent chunks with RLM Super-RAG context pre-injected.
Architectural Constraints (Electric Fence)
NEVER -- direct database reads
Do not cat, strings, or sqlite3 the .vector_data/ directory.
Binary blobs will corrupt your context window and the retrieval pipeline.
ALWAYS -- use the API
All access goes through query.py. No exceptions.
Source Transparency Declaration (L5 Pattern)
When search returns empty results, explicitly state:
> Not Found in Vector Store
> Searched profile: [profile_name] for "[query]"
> Profile covers: [scope]
> Not searched: [out-of-scope areas]