Qdrant

qdrant

High-performance, massive-scale Vector Database and Vector Search Engine

fastembed

Fast, Accurate, Lightweight Python library for creating state-of-the-art embeddings

qdrant-client

Python client for Qdrant vector search engine

vector-db-benchmark

Framework for benchmarking vector search engines

skills

Agent skills for Qdrant vector search, including scaling, performance optimization, and model migration.