Better Qdrant
Createdwrediam
Manages Qdrant vector database collections and performs semantic searches using various embedding services.
About
Better Qdrant is a Model Context Protocol (MCP) server designed to enhance the functionality of Qdrant vector databases. It provides a suite of tools for managing collections, adding documents, and executing semantic searches. The server supports multiple embedding services including OpenAI, OpenRouter, Ollama, and FastEmbed, offering flexibility and choice in how documents are processed and indexed. Integration with Claude is streamlined through MCP settings configuration, making it a versatile solution for managing and querying vector embeddings.
Key Features
- Add documents to collections with various embedding services
- Supports OpenAI, OpenRouter, Ollama, and FastEmbed for embeddings
- Perform semantic searches
- List Qdrant collections
- Delete collections
Use Cases
- Performing semantic searches across Qdrant collections.
- Integrating Qdrant vector database with Claude.
- Adding and managing documents to a Qdrant collection.