# RAGFlow Claude MCP Server

> Use this tool when you need to integrate a knowledge base API with a desktop application for advanced document retrieval and semantic search. It solves problems of information overload and ineffective search by providing intelligent query refinement and access to multiple datasets. The tool takes in queries and dataset inputs, and outputs relevant documents and search results, ideal for use cases requiring precise and efficient information retrieval.

Canonical page: https://skillsregistry.net/skills/norandom-ragflow-claude-desktop-local-mcp  
JSON: https://api.skillsregistry.net/v1/skills/norandom-ragflow-claude-desktop-local-mcp

## Description

Integrates RAGFlow's knowledge base API with Claude Desktop for document retrieval, semantic search across multiple datasets, and intelligent query refinement using DSPy.

## Trust

- **Trust score (0–1):** 0.66
- **Verification tier:** scanned
- **Last scanned:** 2026-09-02

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** search
- **Updated:** 2026-09-02

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/hlraxsapra)
- **Repository:** <https://github.com/norandom/ragflow-claude-desktop-local-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": "norandom-ragflow-claude-desktop-local-mcp"
    }
  }
}
```

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