MCP RAG
Rank #85,528glama/santis84/mcp-rag
A complete MCP server for Retrieval-Augmented Generation with file management and vector memory for agents. Supports multiple document formats (PDF, DOCX, TXT, MD, CSV, JSON) with semantic search using Hugging Face embeddings and ChromaDB for efficient vector storage.
MCP RAG is a Model Context Protocol (MCP) server published by santis84. It ranks #85,528 of 137,138 servers tracked on MCP Toplist, and its repository has 1 GitHub stars. MCP RAG is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Aug 29, 2025.
Ranks ahead of 51,610 of 137,138 servers on MCP Toplist.
Use MCP RAG
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
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%2Fsantis84%2Fmcp-rag)<a href="https://mcptoplist.com/server/glama%2Fsantis84%2Fmcp-rag"><img src="https://mcptoplist.com/badge/glama%2Fsantis84%2Fmcp-rag.svg" alt="MCP Toplist: #85,528 of 137,138" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
santis84
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 MCP RAG?
- MCP RAG is maintained by santis84, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is MCP RAG listed on the Official MCP Registry?
- MCP RAG is not on the Official MCP Registry. It is listed on Glama.
- How many versions does MCP RAG have?
- MCP RAG ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for MCP RAG?
- The source code for MCP RAG is hosted at github.com/santis84/mcp-rag.
Do you run this server?
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