RAGFlow Claude MCP Server

Item: RAGFlow Claude MCP Server
Rating: 73
Author: M8ven

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

→ norandom/ragflow-claude-desktop-local-mcp · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 3 credentials: OPENAI_API_KEY, RAGFLOW_API_KEY, CF_ACCESS_CLIENT_SECRET

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configRAGFLOW_CONFIG_PATH

🔐 secretOPENAI_API_KEY— needed for DSPy deepening

configRAGFLOW_BASE_URL— e.g. http://your-ragflow-server:9380

🔐 secretRAGFLOW_API_KEY— your RAGFlow API key

configRAGFLOW_DEFAULT_RERANK— rerank model (default rerank-multilingual-v3.0)

configCF_ACCESS_CLIENT_ID— (optional): Cloudflare Zero Trust service-token ID

🔐 secretCF_ACCESS_CLIENT_SECRET— (optional): Cloudflare Zero Trust service-token secret

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/norandom-ragflow-claude-desktop-local-mcp-1qteca)](https://m8ven.ai/mcp/norandom-ragflow-claude-desktop-local-mcp-1qteca)

commit: f1712bd23b81017bddf84c5f5cb3a12238ac8f35

code hash: c95424c19689197f06189af6f5c78e37771009cf6b03259a903b1032e888b89d

verified: 7/9/2026, 10:19:44 AM

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