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

# Qdrant

> Qdrant vector database integration for semantic caching in Bifrost.

## Qdrant

[Qdrant](https://qdrant.tech/) is a high-performance vector search engine built in Rust.

### Setup & Installation

**Local Qdrant:**

```bash theme={null}
# Using Docker
docker run -d \
  --name qdrant \
  -p 6333:6333 \
  -p 6334:6334 \
  -v $(pwd)/qdrant_storage:/qdrant/storage \
  qdrant/qdrant:latest
```

**Qdrant Cloud:**
Sign up at [cloud.qdrant.io](https://cloud.qdrant.io)

### Configuration Options

<Tabs group="qdrant-config">
  <Tab title="Go SDK">
    ```go theme={null}
    vectorConfig := &vectorstore.Config{
        Enabled: true,
        Type:    vectorstore.VectorStoreTypeQdrant,
        Config: vectorstore.QdrantConfig{
            Host:   "localhost",
            Port:   6334,
            APIKey: "",
            UseTLS: false,
        },
    }

    store, err := vectorstore.NewVectorStore(context.Background(), vectorConfig, logger)
    ```
  </Tab>

  <Tab title="config.json">
    **Local Setup:**

    ```json theme={null}
    {
      "vector_store": {
        "enabled": true,
        "type": "qdrant",
        "config": {
          "host": "localhost",
          "port": 6334
        }
      }
    }
    ```

    **Cloud Setup:**

    ```json theme={null}
    {
      "vector_store": {
        "enabled": true,
        "type": "qdrant",
        "config": {
          "host": "your-qdrant-cluster.cloud.qdrant.io",
          "port": 6334,
          "api_key": "your-qdrant-api-key",
          "use_tls": true
        }
      }
    }
    ```
  </Tab>
</Tabs>

<Note>
  Qdrant uses port 6334 for gRPC and port 6333 for REST. Bifrost uses the gRPC port.
</Note>

<Warning>
  Qdrant requires all IDs to be valid UUIDs. Use `uuid.New().String()` to generate IDs.
</Warning>

For the VectorStore interface API and usage examples, see [Vector Store Architecture](/architecture/framework/vector-store). For semantic caching setup, see [Semantic Caching](/features/semantic-caching).