RAG Docs MCP Server

An MCP server that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

→ gorizond/mcp-server-ragdocs · 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.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 2 credentials: OPENAI_API_KEY, QDRANT_API_KEY

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.

configEMBEDDINGS_PROVIDER— "": "ollama",

configEMBEDDING_MODEL— "": "text-embedding-nomic-embed-text-v1.5",

configOLLAMA_BASE_URL— "": "http://localhost:11434",

🔐 secretOPENAI_API_KEY— "": "your-openai-key-here",

configOPENAI_BASE_URL— "": "http://localhost:1234/v1",

configPLAYWRIGHT_WS_ENDPOINT— Playwright Remote - WebSocket endpoint for remote Playwright server (e.g., ws://localhost:3000/)

🔐 secretQDRANT_API_KEY— "": "your-qdrant-key" # if applicable

configQDRANT_URL— "": "your-qdrant-url",

configVECTOR_SIZE— "": "768",

// 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 0 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/gorizond-mcp-server-ragdocs-18ceu9)](https://m8ven.ai/mcp/gorizond-mcp-server-ragdocs-18ceu9)

commit: cbf7854784cafc28b3c864b263b65bb6e2e4ca9c

code hash: b17529a806d50d98fe52392befff582f7ed8fc550ce6329933908e1615bf0295

verified: 6/13/2026, 9:33:44 AM

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