mcp-server-qdrant

MCP Server for Qdrant

The mcp-server-qdrant is an official implementation of the Model Context Protocol (MCP) designed to facilitate seamless integration between LLM (Large Language Model) applications and external data sources, primarily serving as a semantic memory layer over the Qdrant vector search engine.

Key Features:

• Easy Integration: Connect LLM applications to various data sources using standardized protocols.
• Environment Configuration: Uses environment variables for configuration, allowing flexibility and ease of setup.
• Transport Protocols: Supports various transport protocols including Server-Sent Events (SSE) for efficient remote connections.
• Docker Support: Offers a Dockerfile for simplified container management and deployment.
• Semantic Code Search: Enhances coding capabilities by allowing for natural language search over stored code snippets.

Benefits:

• Streamlined Development: Simplifies the setup process for developers using Qdrant with LLM applications.
• Enhanced Code Management: Acts as a powerful tool for storing and retrieving code snippets, aiding in better code organization and reuse.
• Community Contributions: Open to contributions, fostering continuous improvement and support from the developer community.

Highlights:

• Automatic collection creation in Qdrant if it does not exist.
• Integration capabilities with popular tools like Cursor and VS Code, providing developers with intuitive ways to manage and search code snippets easily.
• Supports embedding models like sentence-transformers/all-MiniLM-L6-v2 for better encoding of memories.