mck-s

mck-s/minirag-pgvector-mcp

Command Claude Code

Search the minirag vector database and answer with grounded citations.

mck-s/minirag-pgvector-mcp

Skill Claude CodeCodex

Run and interpret the retrieval evaluation harness (hit@k, MRR, recall) against golden sets. Use after any change to chunking, embedder, k, reranking, or tool logic, and before merging changes to ingest/retrieve/mcp.

mck-s/minirag-pgvector-mcp

Skill Claude CodeCodex

Ingest documents into the vector store: parse, chunk, embed, upsert. Use when adding new context (meeting notes, specs, codebase docs) to minirag, re-ingesting the existing repo, or re-embedding a changed source.

mck-s/minirag-pgvector-mcp

Skill Claude CodeCodex

Retrieve and apply context from the vector store. Use when an agent needs grounding context from minirag for a task, or when inspecting/debugging why retrieval returns particular chunks.