Search for documents stored by LlamaIndex in Qdrant. Use this tool when you need to:

• Find relevant documents or text chunks by semantic similarity

• Access stored knowledge base content

• Retrieve context from previously indexed documents

Get a specific point by its ID from a Qdrant collection.

Get a list of all collections in the Qdrant server.

Get detailed information about a specific collection including status, configuration, and statistics.

Get the number of points in a collection.

Preview sample points from a collection.

Retrieve multiple documents by their IDs.

Search using a raw vector instead of text query.

List document IDs with pagination support.

Paginated retrieval of points using scroll.

Store information in Qdrant vector database. Use this tool when you need to:

• Save new documents or text chunks

• Add information to the knowledge base

• Store content for later retrieval

Delete a specific point by its ID from a Qdrant collection.

Update the payload (metadata) of a specific point by its ID.

Create a new collection with vector configuration.

Delete a collection entirely.

Add multiple documents in batch.

Delete multiple documents by their IDs.