qdrant-client and Qdrant

About qdrant-client

qdrant/qdrant-client

Python client for Qdrant vector search engine

Provides type-safe bindings for all Qdrant API methods with dual REST and gRPC transports, plus a local in-memory or disk-persisted mode for development without a server. Built-in embedding inference via FastEmbed (CPU/GPU) or Qdrant Cloud models enables end-to-end vector workflows in a single client, simplifying document upload and semantic search operations. Supports both synchronous and asynchronous request patterns with helper methods like `upload_collection` that handle chunking and batch operations automatically.

About Qdrant

tryAGI/Qdrant

C# SDK for the Qdrant API -- vector database with points, collections, snapshots, and cluster management