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Qdrant

Creating advanced vector search technology
README.md

Qdrant

Powering the next generation of AI applications
with advanced and high-performant vector similarity search technology.
Qdrant is an enterprise-ready, high-performance, massive-scale Vector Database available as open-source, cloud, and managed on-premise solution.

- Homepage - Documentation - Cloud platform - Discord Community -

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  1. qdrant qdrant Public

    Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

    Rust 34.9k 2.7k

  2. fastembed fastembed Public

    Fast, Accurate, Lightweight Python library to make State of the Art Embedding

    Python 3.2k 262

  3. qdrant-client qdrant-client Public

    Python client for Qdrant vector search engine

    Python 1.4k 332

  4. qdrant-js qdrant-js Public

    JavaScript/Typescript SDK for Qdrant Vector Database

    TypeScript 465 47

  5. vector-db-benchmark vector-db-benchmark Public

    Framework for benchmarking vector search engines

    Python 374 156

  6. skills skills Public

    Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, G…

    Python 254 31

Repositories

Showing 10 of 132 repositories
  • qdrant Public

    Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

    qdrant/qdrant's past year of commit activity
    Rust 34,931 Apache-2.0 2,726 479 (3 issues need help) 272 Updated Oct 4, 2026
  • fastembed Public

    Fast, Accurate, Lightweight Python library to make State of the Art Embedding

    qdrant/fastembed's past year of commit activity
    Python 3,235 Apache-2.0 262 61 34 Updated Oct 4, 2026
  • py-rust-stemmers Public
    qdrant/py-rust-stemmers's past year of commit activity
    Python 9 MIT 8 3 7 Updated Oct 4, 2026
  • qdrant-client Public

    Python client for Qdrant vector search engine

    qdrant/qdrant-client's past year of commit activity
    Python 1,369 Apache-2.0 332 121 (1 issue needs help) 105 Updated Oct 4, 2026
  • qdrant-spark Public

    Qdrant's Apache Spark connector

    qdrant/qdrant-spark's past year of commit activity
    Java 50 Apache-2.0 1 0 0 Updated Oct 4, 2026
  • migration Public

    Tool to migrate data into Qdrant

    qdrant/migration's past year of commit activity
    Go 84 Apache-2.0 24 1 1 Updated Oct 3, 2026
  • qdrant-kafka Public

    Kafka Sink connector for Qdrant. Stream vector data into a Qdrant collection.

    qdrant/qdrant-kafka's past year of commit activity
    Java 13 Apache-2.0 2 0 0 Updated Oct 3, 2026
  • landing_page Public

    Landing page for qdrant.tech

    qdrant/landing_page's past year of commit activity
    SCSS 61 148 15 78 Updated Oct 3, 2026
  • qdrant-cloud-public-api Public
    qdrant/qdrant-cloud-public-api's past year of commit activity
    Shell 10 Apache-2.0 1 0 2 Updated Oct 2, 2026
  • coach Public

    Coach running drills to train qdrant deployments

    qdrant/coach's past year of commit activity
    Rust 3 2 5 1 Updated Oct 2, 2026
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