Acts as a Model Context Protocol (MCP) server, providing a semantic memory layer on top of the Qdrant vector search engine. It allows language models to store and retrieve information within a Qdrant database using tools like 'qdrant-store' for storing information and 'qdrant-find' for retrieving relevant information based on queries. Configuration is managed through environment variables, and the server supports various transport protocols, including stdio and Server-Sent Events (SSE), making it compatible with a wide range of MCP clients like Cursor and Claude.
