Your Agent Is Smarter Than You Think

When most people think of AI assistants, they think about the features that come out of the box. Connect your Google Calendar, link your Gmail, add Slack — and you've got a helpful assistant that can schedule meetings and summarize emails.

But SuperClaws agents are capable of far more than the pre-built integrations suggest. Your agent can learn any API — as long as you can point it to the documentation and hand it an API key.

How It Works: The API + Skill Pattern

SuperClaws agents follow a simple three-step pattern when learning a new API:

  1. Learn — The agent reviews the API documentation you provide
  2. Store — It saves the knowledge as a reusable "skill" in its memory
  3. Use — When you describe a task, it knows to reach for the right tool

You don't need to write code. You don't need to configure anything. You just talk to your agent.

Real Example: Web Scraping with Scrape.do

Let's say you want your agent to be able to scrape websites — extract data, pull content, gather information from any URL. Here's how easy it is:

You send your agent this message:

"I need you to learn how to use the scrape.do API and save this as a skill so that if I ever need you to scrape a website, link, or URL, you will know to use this API. Store this in your memory along with the API key: YOUR_API_KEY."

That's it. The agent reads the documentation, understands the available methods, and builds a custom skill around the API. From that point forward, you can simply say:

"Scrape the website example.com"

And your agent knows exactly what to do — because it learned the tool, stored it in memory, and understands the connection between your words and the action.

Combine APIs with Connected Apps

This gets really powerful when you start combining custom API skills with apps already connected to your SuperClaws account.

Scrape → Spreadsheet: Connect Google Sheets to your account, then tell your agent: "Scrape this competitor's pricing page and add the products to my Google Sheet."

Scrape → Email: Have Gmail connected? Tell your agent: "Find the contact email on this company's website and draft me an intro email."

API → Calendar → Slack: "Check my calendar for tomorrow, research each meeting attendee using their LinkedIn profiles, and send me a summary in Slack."

Each of these is a chain of capabilities — some native, some learned — working together through natural language.

Any API Can Become a Skill

It doesn't matter what the API does. If it has documentation and an API key, your agent can learn it:

  • Payment processors (Stripe, PayPal)
  • CRM platforms (HubSpot, Salesforce)
  • Analytics services (Mixpanel, Amplitude)
  • Internal company tools with APIs
  • Your own custom-built services

You're not limited to the integrations SuperClaws has pre-built. The world of REST APIs is your agent's playground.

What If the Agent Gets It Wrong?

Just like humans, agents can sometimes make mistakes. If your agent goes off-task or misuses an API, correct it and tell it to store a more precise instruction in its memory. Over time, the skill gets sharper — just like training a new team member.

The Bottom Line

SuperClaws agents aren't just chatbots with app integrations. They're learning systems that can extend their capabilities on demand. Point them at documentation, give them a key, and they'll figure out the rest.

Your agent's potential isn't limited by what ships out of the box. It's limited only by the APIs you choose to teach it.