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mcp-raganything
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mcp-raganything

Active·★ 15·Updated 2026-07-27

MCP-RAGAnything is a multi-modal RAG service that exposes a REST API and an MCP server. It indexes documents stored in MinIO into a PostgreSQL-backed knowledge graph using LightRAG. Each project is isolated via its own working_dir.

#agents#ai#docling#fastapi#mcp#mcp-server#mcp-servers#multimodal
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Guides
$ Install
$ uv sync && docker compose up -d postgres && cp .env.example .env && uv run python src/main.py
↗ Visit site★ GitHub
01

Features

01RESTful API for document indexing and querying
02MCP server integration for Claude Desktop
03Supports multiple query modes: naive, local, global, hybrid, mix, bypass
04Background indexing of files and folders from MinIO storage
05Project isolation through working directories
02

Compatibility

Python
Python
Verified via docs
Docker
Docker
Verified via docs
Claude Desktop
Claude Desktop
Verified via docs
03

Quick start

1
$ uv sync
2
$ docker compose up -d postgres
3
$ cp .env.example .env
4
$ uv run python src/main.py
04

Use cases

↳Integrate with Claude Desktop to query indexed documents
↳Build a RAG-based document Q&A system
↳Index and query large document collections from MinIO
05

Alternatives

⚡Top VS:
VSmcp-raganything★15→VSopenrouter-mcp-multimodal★100→VSmcp-screenshot-server★35→

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Kaiohz /
mcp-raganything
↗

API/MCP wrapper for RagAnything

15
Last commit2mo ago
StatusActive
CategoryVision / Multimodal
Links
Documentation↗Discussion↗Issues↗Releases↗
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