Qdrant Python Client
JSON →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.
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Resources
homepageqdrant.tech ↗
API endpoints
full doc /v1/registry/qdrant-client
compatibility /v1/registry/qdrant-client/compatibility