> ## Documentation Index
> Fetch the complete documentation index at: https://docs.noclick.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Qdrant

> Connect Qdrant to your workflows: 18 operations across 4 categories.

The Qdrant node adds Qdrant operations to your workflows. Add it on the canvas or ask the AI builder for it by name, then pick an operation and fill in its fields.

<Note>
  You can wire the Qdrant node into an AI agent as a tool provider: the agent calls the operations you allow. See [Agent tools](/agents/tools).
</Note>

## Credentials

Connect Qdrant under **Credentials** in the node settings. See [Connecting credentials](/credentials/connecting) for the general flow.

Enter the values manually when creating the credential.

[Get your credentials here](https://cloud.qdrant.io/).

## Operations

### Collection

| Operation               | ID                  | Description                                                    |
| ----------------------- | ------------------- | -------------------------------------------------------------- |
| **Create Collection**   | `create_collection` | Create a new collection.                                       |
| **Delete Collection**   | `delete_collection` | Delete a collection and all its points permanently.            |
| **Get Collection Info** | `get_collection`    | Get detailed info and stats for a single collection.           |
| **List Collections**    | `list_collections`  | List all collections.                                          |
| **Update Collection**   | `update_collection` | Update collection parameters (optimizers, HNSW, quantization). |

### Index

| Operation                | ID                     | Description                                                 |
| ------------------------ | ---------------------- | ----------------------------------------------------------- |
| **Create Payload Index** | `create_payload_index` | Create a payload field index to speed up filtered searches. |
| **Delete Payload Index** | `delete_payload_index` | Delete a payload field index.                               |

### Payload

| Operation               | ID               | Description                                                     |
| ----------------------- | ---------------- | --------------------------------------------------------------- |
| **Clear Payload**       | `clear_payload`  | Remove all payload from points selected by IDs or filter.       |
| **Delete Payload Keys** | `delete_payload` | Delete specific payload keys from points.                       |
| **Set Payload**         | `set_payload`    | Set (merge) payload fields on points selected by IDs or filter. |

### Points

| Operation                   | ID                 | Description                                                                                 |
| --------------------------- | ------------------ | ------------------------------------------------------------------------------------------- |
| **Count Points**            | `count`            | Count points in a collection, with optional filter.                                         |
| **Delete Points**           | `delete`           | Delete points by ID or by filter.                                                           |
| **Query / Search**          | `query`            | Find the most similar points to a query vector (similarity search).                         |
| **Recommend Points**        | `recommend`        | Find points similar to positive examples and dissimilar from negative examples.             |
| **Retrieve Points**         | `retrieve`         | Retrieve points by their IDs.                                                               |
| **Scroll Points**           | `scroll`           | Scroll through all points in a collection with optional filter and cursor-based pagination. |
| **Upload & Index Document** | `upload_and_index` | Upload a document file, chunk + embed it, and upsert the points.                            |
| **Upsert Points**           | `upsert`           | Insert or overwrite points in a collection.                                                 |