Rust

Qdrant

Fast Rust-based vector search

by qdrant · Apache-2.0

From the README

Install

docker run -p 6333:6333 qdrant/qdrant

• Quick Start Guide
• Detailed Documentation
• Take the Qdrant Essentials course
• Follow this tutorial to create a semantic search engine with Qdrant

Excerpts from the project README on GitHub. Copyright and licensing remain with the respective authors.

What is Qdrant?

Qdrant is a high-performance vector database written in Rust, with rich filtering, payloads and a simple API for production semantic search and RAG.

Why people choose Qdrant

• Very fast, written in Rust
• Rich payload filtering
• Simple API and easy self-hosting

Qdrant at a glance

Open-source alternatives to Qdrant

Other open-source vector database tools worth comparing:

WeaviateVector DB with built-in modulesMilvusBillion-scale vector databaseChromaThe simplest embedding DB for prototypingpgvectorVector search inside PostgreSQLLanceDBServerless vector DB for AIFAISSThe reference library for similarity searchVespaBig-scale hybrid search and ranking platformpgvectorscaleMake pgvector fast at scaleMarqoVector search with embedding built inUSearchTiny, extremely fast vector index

Qdrant head-to-head

FAQ