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jaimenbell/rag-mcp

by Various

RAG-over-a-corpus MCP server. searchknowledge returns cited passages (source + heading + chunk index). Fully local, $0 embeddings, ChromaDB, incremental ingest.

MCP

jaimenbell/rag-mcp

Added 3 Sept 2026

#embeddings #mcp #model-context-protocol #rag #vector-search

Overview

A Model Context Protocol server for retrieval-augmented generation over a local corpus. Its searchknowledge tool returns cited passages with source, heading, and chunk index. Runs fully local with zero-cost embeddings, stores vectors in ChromaDB, and supports incremental ingestion.

Best for

Best for
Developers building local RAG workflows on MCP with minimal cost

Use cases

  • Add local RAG queries to an MCP-compatible client
  • Search a document corpus and get cited excerpts
  • Incrementally index new documents into ChromaDB

Notes

A Model Context Protocol server for retrieval-augmented generation over a local corpus. Its searchknowledge tool returns cited passages with source, heading, and chunk index. Runs fully local with zero-cost embeddings, stores vectors in ChromaDB, and supports incremental ingestion.

0 stars on GitHub. Last updated 2026-08-21. Licensed MIT.

Use cases

  • Add local RAG queries to an MCP-compatible client
  • Search a document corpus and get cited excerpts
  • Incrementally index new documents into ChromaDB

Pros

  • Fully local and private, no external API calls
  • Zero embedding cost
  • Results include source and chunk citations

Cons

  • No community traction or production track record yet
  • Requires ChromaDB setup and management
  • Limited to corpora you have already ingested

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Fully local and private, no external API calls
  • Zero embedding cost
  • Results include source and chunk citations

Cons

  • No community traction or production track record yet
  • Requires ChromaDB setup and management
  • Limited to corpora you have already ingested
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