Learning path

Build something useful. Understand how it works.

Learn how tools, skills and MCP fit together. Start with a New Zealand example, choose a stack and build a workflow you can inspect.

Start in an assistant

Connect a supported client, ask a business question and inspect the tools used to answer it. Learn the difference between what a model says and what a connected source returns.

Build an automation

Use a recipe to add Aroai tools to a workflow. Follow credential setup, run the example and make sure an error or missing result is handled.

Work in code

Start with the endpoint and your framework's current Streamable HTTP client. Inspect the actual tool schemas and outputs, then adapt the example to your application.

A first project: research a New Zealand business

Search for a business, choose a relevant match, read the entity details and prepare a summary of returned fields. Keep sources and gaps visible. Use the documented sample first, then an authorised live query.

Learn the concepts as you build

Tools provide capabilities. Skills provide a reusable process. Recipes show an implementation. MCP connects a compatible client to the tools and context it can use.

Local intelligence. Ready to build.

Start with a task you can inspect.

Connect a compatible client, choose a workflow and review the source fields that come back.