A universal, local-first MCP hub that indexes personal files (documents, code, etc.) and provides private semantic search via hybrid dense+BM25 retrieval, enabling agents like Claude Desktop to query your data without sending it to the cloud.
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[](https://m8ven.ai/mcp/kilhubprojects-memory-mesh-2tqef4)