qdrant vs qdrant-client

A neutral, constraint-first comparison - live GitHub stats and typed relationships, not marketing.

qdrantqdrant-client
TaglineHigh-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI.Python Client library for the Qdrant vector search engine.
Stars33k1.3k
Forks2.5k245
Open issues618165
LanguageRustPython
LicenseApache-2.0Apache-2.0
Last pushedJul 7, 2026Jun 26, 2026
CategoriesVector DatabasesVector Databases

qdrant

Qdrant is a vector similarity search engine and database optimized for storing, searching, and managing vectors with an additional payload. It offers robust filtering support for neural-network-based matching applications and faceted searches.

Rust

qdrant-client

qdrant-client is a Python client providing type definitions and methods for interacting with Qdrant's API, supporting both synchronous and asynchronous calls. It facilitates local development without requiring a server to be running and offers extensive test coverage.

Python