---
title: Qdrant
slug: /bundles-qdrant
---

import Icon from "@site/src/components/icon";
import PartialParams from '@site/docs/_partial-hidden-params.mdx';
import PartialConditionalParams from '@site/docs/_partial-conditional-params.mdx';
import PartialVectorSearchResults from '@site/docs/_partial-vector-search-results.mdx';
import PartialVectorStoreInstance from '@site/docs/_partial-vector-store-instance.mdx';

<Icon name="Blocks" aria-hidden="true" /> [**Bundles**](/components-bundle-components) contain custom components that support specific third-party integrations with Langflow.

This page describes the components that are available in the **Qdrant** bundle.

## Qdrant vector store

The **Qdrant** component reads and writes to Qdrant vector stores using an instance of `QdrantVectorStore`.

<details>
<summary>About vector store instances</summary>

<PartialVectorStoreInstance />

</details>

<PartialVectorSearchResults />

:::tip
For a tutorial using a vector database in a flow, see [Create a vector RAG chatbot](/chat-with-rag).
:::

### Qdrant vector store parameters

You can inspect a vector store component's parameters to learn more about the inputs it accepts, the features it supports, and how to configure it.

<PartialParams />

<PartialConditionalParams />

For information about accepted values and functionality, see the [Qdrant documentation](https://qdrant.tech/documentation/) or inspect [component code](/concepts-components#component-code).

| Name                 | Type         | Description                               |
| -------------------- | ------------ | ----------------------------------------- |
| collection_name      | String       | Input parameter. The name of the Qdrant collection.             |
| host                 | String       | Input parameter. The Qdrant server host.                        |
| port                 | Integer      | Input parameter. The Qdrant server port.                        |
| grpc_port            | Integer      | Input parameter. The Qdrant gRPC port.                          |
| api_key              | SecretString | Input parameter. The API key for Qdrant.                        |
| prefix               | String       | Input parameter. The prefix for Qdrant.                         |
| timeout              | Integer      | Input parameter. The timeout for Qdrant operations.             |
| path                 | String       | Input parameter. The path for Qdrant.                           |
| url                  | String       | Input parameter. The URL for Qdrant.                            |
| distance_func        | String       | Input parameter. The distance function for vector similarity.   |
| content_payload_key  | String       | Input parameter. The content payload key.                       |
| metadata_payload_key | String       | Input parameter. The metadata payload key.                      |
| search_query         | String       | Input parameter. The query for similarity search.               |
| ingest_data          | Data         | Input parameter. The data to be ingested into the vector store. |
| embedding            | Embeddings   | Input parameter. The embedding function to use.                 |
| number_of_results    | Integer      | Input parameter. The number of results to return in search.     |