MiniRAG
Rank #88,968pulsemcp/witwicki-minirag
Provides efficient retrieval-augmented generation through naive vector database querying and smart graph-based retrieval using entity relationships, returning answers with cited sources in JSON format for knowledge retrieval workflows requiring both speed and accuracy in document-based question answering.
MiniRAG is a Model Context Protocol (MCP) server published by witwicki. It ranks #88,968 of 137,138 servers tracked on MCP Toplist, and its repository has 1 GitHub stars. MiniRAG is listed on PulseMCP, and ships as a single rolling release with no explicit version metadata. It was first listed on Nov 29, 2025.
Ranks ahead of 48,170 of 137,138 servers on MCP Toplist.
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[](https://mcptoplist.com/server/pulsemcp%2Fwitwicki-minirag)<a href="https://mcptoplist.com/server/pulsemcp%2Fwitwicki-minirag"><img src="https://mcptoplist.com/badge/pulsemcp%2Fwitwicki-minirag.svg" alt="MCP Toplist: #88,968 of 137,138" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
witwicki
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 MiniRAG?
- MiniRAG is maintained by witwicki, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is MiniRAG listed on the Official MCP Registry?
- MiniRAG is not on the Official MCP Registry. It is listed on PulseMCP.
- How many versions does MiniRAG have?
- MiniRAG ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for MiniRAG?
- The source code for MiniRAG is hosted at github.com/witwicki/minirag-mcp.
Do you run this server?
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