Setup a free tier Qdrant database cluster at https://cloud.qdrant.io.

This components allows you to

Qdrant_UpsertPoints - Store Vector embeddings 

Qdrant_SearchPoints - Perform similarity queries

Qdrant_DeletePoints - Delete vector embeddings

Qdrant_CreateCollection - Create a collection of vector embeddings

Qdrant_DeleteCollection - Delete a whole collection of vector embeddings

See the official REST API documentation of Qdrant here ReDoc (qdrant.github.io)