Better Qdrant MCP Server provides a bridge between AI assistants and the Qdrant vector database, enabling semantic search capabilities through multiple embedding services. It offers tools for managing collections, adding documents with automatic chunking, and performing similarity searches using OpenAI, OpenRouter, Ollama, or FastEmbed embedding models. The server handles text processing with configurable chunk sizes and overlaps, making it particularly valuable for knowledge retrieval applications where vector search is needed without leaving the conversation interface.
wrediam