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Collections, points and vector search. The same job as Pinecone, self-hosted.

Connecting

In the dashboard, open Connectors, find Qdrant and press Connect. The key you enter is checked against Qdrant before anything is saved, so a key that is refused never becomes a connection that fails later.

What you will need

Getting the credential

  1. Qdrant Cloud: Sign up and create a cluster at Qdrant Cloud
  2. Self-hosted: Deploy Qdrant using Docker or Kubernetes
  3. Get your cluster URL and API key (if authentication enabled)
  4. Test connection with a simple collection creation

What an agent can do with it

Useful resources