{"name":"io.github.avaazquezz/mcp-qdrant","slug":"avaazquezz-mcp-qdrant","title":"Qdrant MCP","description":"The full Qdrant API as 58 MCP tools: plain-text semantic/BM25/hybrid search and a search advisor.","url":"https://mcp.market/server/avaazquezz-mcp-qdrant","rating":null,"grade":"B","score":83,"certified":false,"status":"active","category":"search","tags":["search"],"presence":{"score":37,"stars":2,"forks":0,"downloads_week":677,"last_push_at":"2026-10-26T13:32:20.000Z","license":"MIT"},"uptime":null,"claimed":false,"transport":"pypi","callable_via_gateway":false,"default_price_micros":0,"repository":"https://github.com/avaazquezz/Qdrant-MCP","website":"https://mcp-qdrant.vazquezlabs.com","version":"2.12.0","remotes":[],"packages":[{"registryType":"pypi","registryBaseUrl":"https://pypi.org","identifier":"mcp-qdrant","version":"2.12.0","runtimeHint":"uvx","transport":{"type":"stdio"},"environmentVariables":[{"description":"Qdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH)","name":"QDRANT_URL"},{"description":"Qdrant API key, if your instance requires one","isSecret":true,"name":"QDRANT_API_KEY"},{"description":"Path to an embedded Qdrant instance, instead of a URL","name":"QDRANT_LOCAL_PATH"},{"description":"Comma-separated toolsets to enable: core, search, payload, admin, snapshots, observability","default":"core","name":"QDRANT_MCP_TOOLSETS"},{"description":"Remove every tool not marked read-only from the registry","default":"false","name":"QDRANT_MCP_READ_ONLY"},{"description":"Largest number of points one tool call may ask for (minimum 30); bigger requests are refused, not cut","default":"1000","name":"QDRANT_MCP_MAX_LIMIT"},{"description":"Comma-separated http(s) origins qdrant_snapshot_recover may restore from, besides file:// and QDRANT_URL's own origin","name":"QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS"},{"description":"Where text-embedding models are cached (semantic search needs the mcp-qdrant[embeddings] extra)","name":"FASTEMBED_CACHE_PATH"}]}],"tools":[],"scan":null,"grade_history":[],"reviews":[]}