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mcp-raganything
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mcp-raganything

Active·★ 15·Updated 2026-07-27

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
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MCP ServersCode AssistantWorkflow AutomationRAG / Knowledge BaseMulti-AgentBrowser AutomationLLM InfraDev ToolingObservability

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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

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

Alternatives

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

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SoluDevTech /
mcp-raganything
↗

API/MCP wrapper for RagAnything

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