minirag-mcp MCP Server
sfrangulov/minirag-mcp
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 #522 out of 24850 indexed tools.
In the top 3% of all indexed tools.
Ecosystem
Score Breakdown
66 stars → early stage
Last commit 18d ago → recently updated
No issues filed → no history to score
0 contributors → 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
Matched Queries
Get the weekly AgentRank digest
Top movers, new tools, ecosystem insights — straight to your inbox.