knowledge-rag
About
Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12 MCP tools. Zero external servers. pip install knowledge-rag
Details
- Author
- lyonzin
- Categories
- Search, Knowledge Base, Other
Jump to
Setup
Install knowledge-rag in your MCP client (Claude Desktop, Cursor, Windsurf, and others).
Repository: https://github.com/lyonzin/knowledge-rag
Follow the installation instructions in the repository README, then restart your MCP client.
📊 How knowledge-rag compares to other RAG frameworks
We audited16 popular RAG frameworks and platforms(LlamaIndex, LangChain, ChromaDB, Weaviate, Qdrant, RAGFlow, LightRAG, DSPy, GraphRAG, Haystack, RAG-Anything, kotaemon, txtai, llmware, Dify, open-webui, FastGPT) so you can pick honestly.
Legend:✅ built-in · 🟡 plugin / paid tier / partial · ❌ not available · ⚠️ license or default concern
The 5 dimensions where knowledge-rag is unique:health probes + JSON logging + Prometheus + rate limit + bearer authsimultaneously built-in on an OSS RAG-focused MCP server. Zero-downtime reindex + async background reindex + nightly chaos/soak/mutation are documented on nobody else's README.
Sign in to leave a review
Use Google, GitHub, or an email account so ratings stay tied to real people.
No reviews posted yet.
