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

# SDKs & MCP

> Client libraries and AI agent integration for Overwatch — Python and TypeScript SDKs plus an MCP server for connecting LLMs to maritime intelligence directly.

Client libraries and AI agent integration.

Python SDK

```bash theme={null}
pip install axiom-overwatch
```

```python theme={null}
from axiom_overwatch import AxiomClient

client = AxiomClient(api_key="your-key")
positions = client.positions(port="santos")
df = client.to_dataframe(positions)
```

MCP Server (AI Agents)

Give Claude, GPT, or any MCP-compatible AI agent access to maritime intelligence.

```bash theme={null}
AXIOM_API_KEY=your-key npx @axiom/mcp-server
```

12 tools: vessel positions, export estimates, congestion, risk scores, dark fleet events, trade flows, mirror discrepancies, sanctions, commodity prices, forecasts, ports, crop health.