Official MCP server turning Qdrant into a semantic memory layer for AI agents via qdrant-store and qdrant-find.
uvx mcp-server-qdrantProvides two primary tools — qdrant-store for saving snippets and qdrant-find for semantic retrieval — backed by configurable embedding models and Qdrant collections. Works locally with stdio or remotely via SSE for shared team memory.
Connect Claude directly to PostgreSQL databases for schema inspection and read-only querying.
Connect Supabase projects to AI assistants for database management and queries.
PostgreSQL best practices for Supabase-backed applications.