mcp-raganything
Active·★ 13·Updated 2026-05-22
★ Trending★ RAG / Knowledge Base★ Vision / Multimodal
API/MCP wrapper for RagAnything
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
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
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Comments
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- Blake LeeApr 17, 2026
Good for teams adopting RagAnything who want MCP integration.
- JJesse WhiteApr 11, 2026
Works with RagAnything's multimodal document handling.
- RReese ThompsonMar 23, 2026
RagAnything capabilities via MCP for AI-driven retrieval-augmented generation.
- TTaylor MartinezMar 14, 2026
Wrapper approach makes RagAnything accessible from any MCP client.