rag-mcp
Rank #49,803glama/mmelmesary/RAG-MCP
Enables any MCP-capable LLM client to search self-hosted long-term memory over markdown and PDF documents, combining dense semantic vectors with BM25 keyword retrieval and optional cross-encoder reranking. Exposes a read-only tool surface for querying incidents, runbooks, and other knowledge-base content, while writes happen out-of-band through ingestion jobs or a token-gated internal API.
rag-mcp is a Model Context Protocol (MCP) server published by mmelmesary. It ranks #49,803 of 137,492 servers tracked on MCP Toplist, and its repository has 1 GitHub stars. rag-mcp is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Sep 13, 2026.
Ranks ahead of 87,689 of 137,492 servers on MCP Toplist.
Use rag-mcp
No credentials or required configuration declared — add it to your MCP client and go.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2Fmmelmesary%2FRAG-MCP)<a href="https://mcptoplist.com/server/glama%2Fmmelmesary%2FRAG-MCP"><img src="https://mcptoplist.com/badge/glama%2Fmmelmesary%2FRAG-MCP.svg" alt="MCP Toplist: Top 50% of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
mmelmesary
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains rag-mcp?
- rag-mcp is maintained by mmelmesary, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is rag-mcp listed on the Official MCP Registry?
- rag-mcp is not on the Official MCP Registry. It is listed on Glama.
- How many versions does rag-mcp have?
- rag-mcp ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for rag-mcp?
- The source code for rag-mcp is hosted at github.com/mmelmesary/rag-mcp.
Do you run this server?
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