mcp-raganything
Active·★ 13·Updated 2026-05-22
★ Trending★ RAG / Knowledge Base★ Vision / Multimodal
API/MCP wrapper for RagAnything
A multi-modal RAG service that exposes a REST API and MCP server for document indexing and knowledge-base querying. It uses RAGAnything/LightRAG for indexing and retrieval, MinIO for object storage, and PostgreSQL for the knowledge graph. Each project is isolated by its own working directory.
#agents#ai#docling#fastapi#mcp#mcp-server#mcp-servers#multimodal
01
Features
01REST API and MCP Server
02Multi-modal RAG with BM25, vector, and hybrid search
03Supports 91 document formats via Kreuzberg
04PostgreSQL-backed knowledge graph with pgvector and BM25
05File browsing and reading from MinIO without indexing
02
Compatibility
macOS
macOS
Verified via docs
Linux
Linux
Verified via docs
Windows
Windows
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
↳Index and query documents for knowledge base Q&A
↳Browse and read files from object storage
↳Multi-modal search including text and images
05
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Comments
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- RReese WhiteMay 13, 2026
API and MCP dual interface covers both programmatic and agent-based access.
- SScout RiveraApr 23, 2026
Good for teams who want RagAnything's capabilities accessible from AI agents.
- Emerson RiveraMar 24, 2026
RagAnything wrapped as an MCP API for AI-driven RAG workflows.
- QQuinn ClarkMar 4, 2026
Works with RagAnything's document processing pipeline.