RTFM

The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 15 parsers, FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.

Python retrieval json-schema sqlite mcp embeddings knowledge-graph code-search developer-tools fts knowledge-base obsidian semantic-search ai-agents claude rag notebooklm mcp-server claude-code context-engineering

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MCP

RTFM

Retrieve The Forgotten Memory The open retrieval layer your AI agent was missing

Index everything in your project — code, docs, PDFs, legal texts, research, data — and your agent finds the right context instantly. No hallucinations. No cloud. No API costs.

Free · Local · Open Source · MIT

来源：https://github.com/roomi-fields/rtfm