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knowledge-rag

Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion.

Python Local macOSWindowsLinux
★ 305 stars Last pushed 2026-11-07 License: MIT

Topics: Knowledge & Memory

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See the repository for installation instructions: https://github.com/lyonzin/knowledge-rag

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Listed in punkpeye/awesome-mcp-servers (MIT)