SERVER

MiniRAG

Rank #46344

pulsemcp/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.

First listed
Nov 29, 2025
Last publish date
OVERVIEW

MiniRAG is a Model Context Protocol (MCP) server published by witwicki. It ranks #46344 of 58,832 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.

STANDING
#46,344of 58,832 tracked servers

Ranks ahead of 12,488 of 58,832 servers on MCP Toplist.

CONNECT

Use MiniRAG

MiniRAG doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.

REGISTRIES

Listed on 1 registry

ORGANIZATION

witwicki

Organization
Total servers
1
Total versions
0
VERSIONS

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.

FAQ

Frequently asked questions

What is 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.
Who maintains MiniRAG?
MiniRAG is maintained by witwicki, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
Is MiniRAG an official MCP server?
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.
EXPLORE
MiniRAG - MCP Server #46344 | MCP Toplist