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.