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

# Integrations

> Connect Avala with your tools and infrastructure

Avala integrates with the tools and infrastructure you already use. Whether you need AI-assisted annotation through MCP-compatible editors, cloud storage for your datasets, robotics data ingestion, real-time event notifications, or model inference for auto-labeling, Avala's integration ecosystem keeps your annotation workflows connected and efficient.

<CardGroup cols={2}>
  <Card title="" icon="plug" href="/docs/integrations/mcp-setup">
    <p style={{fontWeight: 600, fontSize: '18px', marginBottom: '4px', marginTop: '8px', color: 'inherit'}}>MCP Server</p>
    <p style={{fontSize: '14px', marginTop: '0px', opacity: 0.6}}>Use Avala directly from Claude, Cursor, VS Code, and ChatGPT through the Model Context Protocol. Query datasets, manage projects, and trigger exports without leaving your editor.</p>
  </Card>

  <Card title="" icon="cloud" href="/docs/integrations/cloud-storage">
    <p style={{fontWeight: 600, fontSize: '18px', marginBottom: '4px', marginTop: '8px', color: 'inherit'}}>Cloud Storage</p>
    <p style={{fontSize: '14px', marginTop: '0px', opacity: 0.6}}>Connect your own S3 or GCS buckets so data stays in your infrastructure. Upload, reference, and manage assets directly from your connected storage.</p>
  </Card>

  <Card title="" icon="robot" href="/docs/integrations/mcap-ros">
    <p style={{fontWeight: 600, fontSize: '18px', marginBottom: '4px', marginTop: '8px', color: 'inherit'}}>MCAP & ROS</p>
    <p style={{fontSize: '14px', marginTop: '0px', opacity: 0.6}}>Ingest MCAP files, ROS 1 bags, and ROS 2 bags with full support for camera images, point clouds, transforms, IMU, GPS, lidar, and radar message types.</p>
  </Card>

  <Card title="" icon="bell" href="/docs/integrations/webhooks">
    <p style={{fontWeight: 600, fontSize: '18px', marginBottom: '4px', marginTop: '8px', color: 'inherit'}}>Webhooks</p>
    <p style={{fontSize: '14px', marginTop: '0px', opacity: 0.6}}>Receive real-time HTTP notifications when exports complete, tasks are submitted, projects change status, and more. Build event-driven pipelines around your annotation workflow.</p>
  </Card>

  <Card title="" icon="microchip" href="/docs/integrations/inference">
    <p style={{fontWeight: 600, fontSize: '18px', marginBottom: '4px', marginTop: '8px', color: 'inherit'}}>Model Inference</p>
    <p style={{fontSize: '14px', marginTop: '0px', opacity: 0.6}}>Connect SageMaker endpoints or custom HTTP model servers to generate pre-annotations. Speed up labeling with AI predictions that annotators review and refine.</p>
  </Card>
</CardGroup>