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

# Examples

> Learn GroundForge with the Weather MCP and LangChain weather Agent.

The examples follow the same user journey:

1. clone a small working project;
2. connect it to GroundForge;
3. inspect the discovered capabilities;
4. add a Channel when the example uses an Agent;
5. apply a Gateway rule;
6. send a request;
7. review the Trace or Operator Task.

<Card title="modelcontextprotocol/quickstart-resources" icon="github" iconType="brands" href="https://github.com/modelcontextprotocol/quickstart-resources/tree/main/weather-server-python" horizontal cta="Open repository">
  Learn MCP Discovery, inventory, Gateway rules, and governed execution.
</Card>

<Card title="groundforgeai/demo" icon="github" iconType="brands" href="https://github.com/groundforgeai/demo" horizontal cta="Open repository">
  Learn external-Agent registration, Channels, adapters, governance, and Traces.
</Card>

## Weather MCP path

[Start the Weather MCP Example](/examples/weather-mcp). It exposes:

```text theme={null}
get_alerts(state)
get_forecast(latitude, longitude)
```

## LangChain Agent path

[Start the LangChain Agent Example](/examples/langchain-agent), then compare [LangChain Agent with Adapters](/examples/langchain-adapter).

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## Related topics

- [Agents](/platform/agents.md)
- [Connect a LangChain Agent](/sdk/langchain.md)
- [Inputs and Outputs](/sdk/inputs.md)
- [Service Mode](/sdk/service-mode.md)