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qpd-v/mcp-ragdocs

A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.

Install

npm install -g @qpd-v/mcp-server-ragdocs

Client configuration

{
  "mcpServers": {
    "ragdocs": {
      "command": "node",
      "args": [
        "<value>"
      ],
      "env": {
        "QDRANT_URL": "<QDRANT_URL>",
        "EMBEDDING_PROVIDER": "<EMBEDDING_PROVIDER>",
        "OLLAMA_URL": "<OLLAMA_URL>"
      }
    }
  }
}

Environment variables

QDRANT_URLEMBEDDING_PROVIDEROLLAMA_URLOPENAI_API_KEY
GitHub stars
94
Author
@qpd-v
Category
Knowledge Management, Search Tools
License
MIT
Updated
Oct 6, 2026

Features

  • Add documentation from URLs or local files

  • Store documentation in a vector database for semantic search

  • Search through documentation using natural language

  • List all documentation sources

Tools (3)

  • add_documentation

  • search_documentation

  • list_sources

Details on this page are taken from the project's README. Open README

Supported clients

Clients mentioned in this server's README:

View all
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Claude Desktop

Desktop · Freemium · Proprietary

Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.

WindowsMacOS
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Cline

Desktop · Free · MIT

An AI coding assistant integrated into the IDE. Supports MCP servers for enhanced functionality.

WindowsMacOSLinux

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