grounded-rag-mcp is an open-source MCP server that provides grounded, cited retrieval over user-owned documents. It combines BM25 and dense retrieval, cross-encoder reranking, and built-in evaluation for developers integrating retrieval into LLM hosts.
In the RAG, search & retrieval space, grounded-rag-mcp takes a focused approach. It focuses on retrieving relevant, verifiable information from private documents without unsupported LLM answers. grounded-rag-mcp is an open-source project aimed at developers building grounded LLM and RAG applications. The project is open source (MIT). It runs on the command line and API, and it can be self-hosted.
Chetan1521 builds and maintains grounded-rag-mcp, and it first shipped in 2026. Development happens publicly on GitHub with 1 commit in the last 90 days. Key capabilities include hybrid retrieval, BM25 search, and dense retrieval. It exposes integrations via an MCP server.
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