{"library":"qdrant-client","title":"Qdrant Python Client","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","last_verified":"Tue May 19","install":{"commands":["pip install qdrant-client","pip install 'qdrant-client[fastembed]'"],"cli":null},"imports":["from qdrant_client import QdrantClient\nfrom qdrant_client.models import Distance, VectorParams, PointStruct, QueryRequest\nclient = QdrantClient(':memory:')\nresults = client.query_points(collection_name='my_col', query=[0.1, 0.2], limit=5)","client.upload_points(collection_name='my_col', points=[PointStruct(id=1, vector=[0.1, 0.2], payload={'text': 'hello'})])"],"auth":{"required":false,"env_vars":[]},"quickstart":{"code":"from qdrant_client import QdrantClient\nfrom qdrant_client.models import Distance, VectorParams, PointStruct\n\n# In-memory (no server needed)\nclient = QdrantClient(':memory:')\n\n# Persistent local mode\n# client = QdrantClient(path='/path/to/db')\n\n# Remote server\n# client = QdrantClient(url='http://localhost:6333')\n\nclient.create_collection(\n    collection_name='my_docs',\n    vectors_config=VectorParams(size=4, distance=Distance.COSINE),\n)\n\nclient.upload_points(\n    collection_name='my_docs',\n    points=[\n        PointStruct(id=1, vector=[0.1, 0.2, 0.3, 0.4], payload={'text': 'hello'}),\n        PointStruct(id=2, vector=[0.5, 0.6, 0.7, 0.8], payload={'text': 'world'}),\n    ],\n)\n\nresults = client.query_points(\n    collection_name='my_docs',\n    query=[0.1, 0.2, 0.3, 0.4],\n    limit=2,\n)\nprint(results.points)","lang":"python","description":"query_points() is the unified search interface in 1.10+. upload_points() replaces the removed upload_records().","tag":"verified","tag_description":"quickstart runs on critical runtimes, recently tested","last_tested":"2026-05-12","results":[{"runtime":"python:3.10-alpine","exit_code":0},{"runtime":"python:3.10-slim","exit_code":0},{"runtime":"python:3.11-alpine","exit_code":0},{"runtime":"python:3.11-slim","exit_code":0},{"runtime":"python:3.12-alpine","exit_code":0},{"runtime":"python:3.12-slim","exit_code":0},{"runtime":"python:3.13-alpine","exit_code":0},{"runtime":"python:3.13-slim","exit_code":0},{"runtime":"python:3.9-alpine","exit_code":0},{"runtime":"python:3.9-slim","exit_code":0}]},"compatibility":{"tag":"verified","tag_description":"installs cleanly on critical runtimes, fast import, recently tested","last_tested":"2026-05-19","installed_version":"1.16.1","pypi_latest":"1.18.0","is_stale":true,"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":11.6,"avg_import_s":4.16,"wheel_type":"wheel"},"results":[{"runtime":"python:3.10-alpine","python_version":"3.10","os_libc":"alpine 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