Everything you need to start working with Qdrant

Qdrant Documentation

Qdrant (read: quadrant ) is a vector similarity search engine. It provides a production-ready service with a convenient API to store, search, and manage points - vectors with an additional payload. Qdrant is tailored to extended filtering support. It makes it useful for all sorts of neural network or semantic-based matching, faceted search, and other applications.

Qdrant is released under the open-source Apache License 2.0. Its source code is available on GitHub.


Qdrant is ideal for deploying applications based on the matching of embeddings produced by neural network encoders.

These can be:

  • Semantic search
  • Similar Image \ Audio \ Video search
  • Recommendation systems

In addition to this documentation, you may be interested in looking at examples of projects made with Qdrant: