Quick Start

The fastest way to learn GroundForge is to complete one small weather example and then follow the same request in the platform.

Before you begin

You need:

access to platform.groundforge.ai;
an Organization and Workspace;
the gforge CLI for command-line steps;
Python 3.10 or newer;
the groundforge-langchain wheel supplied with your GroundForge release for the Agent example.

Official Python MCP server with get_alerts(state) and get_forecast(latitude, longitude).

git clone https://github.com/modelcontextprotocol/quickstart-resources.git
cd quickstart-resources/weather-server-python

Follow Weather MCP Example to discover the tools, create Gateway rules, test an allowed call, and review the resulting records.

GroundForge external-Agent examples using automatic Channel input handling and explicit adapters.

git clone https://github.com/groundforgeai/demo.git
cd demo

Choose one:

Then attach a Channel, send a weather question, apply a Gateway rule, and open the Trace.

Twilio	Mailgun	Slack	Webhook

After the first request, confirm:

The next concept page explains how those resources relate: Resource Model.

Last modified on July 27, 2026