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Enables MCP clients to search a Postgres/pgvector RAG index of documents, fetch a full document by ID, and list available documents through three read-only tools, with provenance (doc ID, chunk, heading, score) on every hit and untrusted-corpus safeguards. Retrieval quality is measurable via a reproducible hit@k/MRR evaluation.