minirag-mcp MCP Server
sfrangulov/minirag-mcp
[](https://agentrank-ai.com/tool/sfrangulov--minirag-mcp/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) Local-first RAG MCP server in Python: hybrid search (semantic + BM25 keyword boost) over your own documents. 11 MCP tools + CLI, markitdown ingestion for 12 formats, multilingual embeddings, LanceDB. Nothing leaves your machine.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
sfrangulov/minirag-mcp is a Python MCP server licensed under MIT. Local-first RAG MCP server in Python: hybrid search (semantic + BM25 keyword boost) over your own documents. 11 MCP tools + CLI, markitdown ingestion for 12 formats, multilingual embeddings, LanceDB. Nothing leaves your machine.
Ranked #991 out of 24846 indexed tools.
In the top 4% of all indexed tools.
Ecosystem
Score Breakdown
68 stars → early stage
Last commit 29d ago → recently updated
1/1 issues closed → responsive maintainer
1 contributor → solo project
No dependents → no downstream usage
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
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