Armory
Source
Browse
MCPs

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.

Score
22.5571 signal
Evidence
1 star
Last commit
as last read from GitHub; most reads are from 2 Sep 2026 or later
Listed

Install

No one-command install. Set it up from its source.

Alternatives · MCPs

  1. zilliz-milvus243 stars · 70 forks95.526
  2. starrocks186 stars · 64 forks94.779
  3. qpd-v-ragdocs136 stars · 60 forks94.302

What it is

MCP server MiniRAG, catalogued on PulseMCP. 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.

When to use it

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.

Notes

Listed from the PulseMCP registry. The registry does not state a license. Check it before production use.