{"library":"qdrant-client","type":"library","category":null,"description":"Official Python client for the Qdrant vector search engine. Supports both remote server (gRPC or REST) and local in-memory/on-disk mode without a running server. All data operations use query_points() as the unified interface as of 1.10+. Prior search/recommend/discover methods removed in 1.14.0. Bundles FastEmbed for optional local embedding generation. Async support via AsyncQdrantClient.","language":"python","status":"active","version":"1.17.0","tags":["qdrant","vector-database","similarity-search","rag","embeddings","grpc","in-memory","local-mode"],"install":[{"cmd":"pip install qdrant-client","imports":["from qdrant_client import QdrantClient","from qdrant_client import AsyncQdrantClient","from qdrant_client import models"]},{"cmd":"pip install 'qdrant-client[fastembed]'","imports":[]}],"homepage":"https://qdrant.tech","github":"https://github.com/qdrant/qdrant-client","docs":null,"changelog":null,"pypi":"https://pypi.org/project/qdrant-client/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":11.8,"avg_import_s":4.15,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/qdrant-client/compatibility"},"provenance":{"verified_status":"passing","verified_at":"Mon Jun 29","last_verified":"Mon Jun 29","next_check":"Wed Jul 29","install_tag":"verified"}}