lyonzin/knowledge-rag
Local RAG System for Claude Code - Hybrid search (Semantic + BM25) with MCP integration
Embeds documents using FastEmbed's ONNX runtime (384-dim BAAI/bge-small-en-v1.5) with cross-encoder reranking and markdown-aware section-based chunking for semantic coherence. Provides 12 MCP tools for document CRUD, URL ingestion, and retrieval evaluation, plus real-time file watching with automatic reindexing and query expansion for security terminology.
Available on PyPI.
Stars
11
Forks
4
Language
Python
License
MIT
Category
Last pushed
Mar 13, 2026
Monthly downloads
690
Commits (30d)
0
Dependencies
11
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