ragify-mcp 1.0.1

MCP Server for RAG documentation search with Qdrant and Ollama

ragify-mcp

MCP Server for semantic documentation search using Qdrant and Ollama.

Installation

No installation needed with uvx:

uvx ragify-mcp

Or install via pip:

pip install ragify-mcp

Configuration

Add to your MCP client config (Claude Desktop or Claude Code):

{
  "mcpServers": {
    "ragify": {
      "command": "uvx",
      "args": ["ragify-mcp"],
      "env": {
        "QDRANT_URL": "http://127.0.0.1:6333",
        "OLLAMA_URL": "http://localhost:11434"
      }
    }
  }
}

Prerequisites

• Qdrant running with indexed documentation
• Ollama running with nomic-embed-text model

Available Tools

Tool	Description
search_documentation	Semantic search in a collection
list_collections	List all available collections
list_sources	List indexed files in a collection

Environment Variables

Variable	Default	Description
QDRANT_URL	http://localhost:6333	Qdrant server URL
QDRANT_API_KEY	-	Optional API key for Qdrant Cloud
OLLAMA_URL	http://localhost:11434	Ollama server URL

Part of Ragify

This MCP server is part of the Ragify project - a self-hosted RAG system for indexing and querying documentation.

License

MIT