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Qdrant

Qdrant (read: quadrant) is a vector similarity search engine and vector database. 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.

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  • Self-Hosted
  • Cloudron
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  • Hamze Zare commented on Qdrant

    We use Qdrant as the vector store behind Research File Manager's RAG search. Easy to run in Docker alongside the rest of our stack, and the payload filtering saves us building a separate metadata index for scoping search results per user.

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Our users have written 1 comments and reviews about Qdrant, and it has gotten 3 likes

Qdrant was added to AlternativeTo by sr00 on and this page was last updated .

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Hamze Zare
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Founder at fanpino

We use Qdrant as the vector store behind Research File Manager's RAG search. Easy to run in Docker alongside the rest of our stack, and the payload filtering saves us building a separate metadata index for scoping search results per user.

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What is Qdrant?

Qdrant (read: quadrant) is a vector similarity search engine and vector database. 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 written in Rust, which makes it fast and reliable even under high load.

With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications for matching, searching, recommending, and much more!

Qdrant is also available as a fully managed Qdrant Cloud including a free tier.