# RAGFlow MCP Server

> Use this tool when you need to integrate AI models with advanced semantic retrieval and knowledge base management capabilities. The RAGFlow MCP Server provides a comprehensive interface for managing datasets, handling document chunks, and performing natural language querying. It is ideal for use cases that require sophisticated knowledge base management and retrieval, such as question answering and information extraction applications.

Canonical page: https://skillsregistry.net/skills/migoxv-ragflow-mcp  
JSON: https://api.skillsregistry.net/v1/skills/migoxv-ragflow-mcp

## Description

Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.

## Trust

- **Trust score (0–1):** 0.43
- **Verification tier:** scanned
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/uv0bt2gudp)
- **Repository:** <https://github.com/MigoXV/ragflow-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "migoxv-ragflow-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/migoxv-ragflow-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/migoxv-ragflow-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt