Official MCP server turning Qdrant into a semantic memory layer for AI agents via qdrant-store and qdrant-find.
Provides 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.
$ uvx mcp-server-qdrantInteract with Neon Postgres databases using natural language through MCP.
Connect Supabase projects to AI assistants for database management and queries.
Interact with Upstash Redis, Kafka, QStash, and Vector services via natural language.