docs/integrations/vector-databases/qdrant.mdx

---
title: "Qdrant"
description: "Qdrant vector database integration for semantic caching in Bifrost."
icon: "database"
---

## Qdrant

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

### Setup & Installation

**Local Qdrant:**
```bash
# 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
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
{
  "vector_store": {
    "enabled": true,
    "type": "qdrant",
    "config": {
      "host": "localhost",
      "port": 6334
    }
  }
}
```

**Cloud Setup:**
```json
{
  "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).