mcp-server-qdrant-enhanced
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Enhanced Qdrant MCP Server is a production-ready enhancement of the original MCP server for Qdrant, offering advanced features like GPU acceleration, multi-vector support, and enterprise-grade deployment infrastructure.
The Enhanced Qdrant MCP Server is designed to transform the basic MCP server into a production-ready solution. It offers significant performance improvements with GPU acceleration, smart model selection for embeddings, and a robust production infrastructure. The server is optimized for use with the Qdrant vector database, providing structured data returns, type safety, and collection-specific embedding models. It supports both NPM and Docker installation methods, ensuring accessibility and ease of deployment. The server is capable of handling 48 production collections, making it suitable for enterprise-level applications. With features like zero-config setup, automatic model selection, and enhanced performance, it is a powerful tool for managing and retrieving vector-based data.
Features
- 10x Performance: GPU acceleration with FastEmbed and CUDA support.
- Smart Model Selection: Automatic embedding selection based on collection type.
- Production Infrastructure: Complete Docker automation with optimized containers.
- Structured Data Returns: JSON objects for better programmatic access.
- Multi-Vector Support: Collection-specific embedding models.
Tools
qdrant-store
Store information with automatic collection-specific embedding model selection.
qdrant-find
Retrieve relevant information with structured results and filtering.
qdrant-list-collections
List all collections with configuration details.
qdrant-collection-info
Get detailed information about a specific collection.
qdrant-model-mappings
Show current collection-to-model mappings and available configurations.