MCP Server for RAG documentation search with Qdrant and Ollama
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# ragify-mcp MCP Server for semantic documentation search using Qdrant and Ollama. ## Installation No installation needed with uvx: ```bash uvx ragify-mcp ``` Or install via pip: ```bash pip install ragify-mcp ``` ## Configuration Add to your MCP client config (Claude Desktop or Claude Code): ```json { "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](https://github.com/strawberry-code/self-hosted-llm-rag) project - a self-hosted RAG system for indexing and querying documentation. ## License MIT
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