Frontend Tools
Create frontend tools and use them within your Pydantic AI agent.
What is this?
Frontend tools enable you to define client-side functions that your Pydantic AI agent can invoke, with execution happening entirely in the user's browser. When your agent calls a frontend tool, the logic runs on the client side, giving you direct access to the frontend environment.
This can be utilized for to let your agent control the UI, generative UI, or for Human-in-the-loop interactions.
In this guide, we cover the use of frontend tools for generative UI.
When should I use this?
Use frontend tools when you need your agent to interact with client-side primitives such as:
- Reading or modifying React component state
- Accessing browser APIs like localStorage, sessionStorage, or cookies
- Triggering UI updates or animations
- Interacting with third-party frontend libraries
- Performing actions that require the user's immediate browser context
Implementation
Run and connect your agent
You'll need to run your agent and connect it to CopilotKit before proceeding.
If you don't already have CopilotKit and your agent connected, choose one of the following options:
Create a frontend tool
First, you'll need to create a frontend tool using the useFrontendTool hook. Here's a simple one to get you started that says hello to the user.
import { useFrontendTool } from "@copilotkit/react-core"
export function Page() {
// ...
useFrontendTool({
name: "sayHello",
description: "Say hello to the user",
parameters: [
{
name: "name",
type: "string",
description: "The name of the user to say hello to",
required: true,
},
],
handler({ name }) {
// Handler returns the result of the tool call
return { currentURLPath: window.location.href, userName: name };
},
render: ({ args }) => {
// Renders UI based on the data of the tool call
return (
<div>
<h1>Hello, {args.name}!</h1>
<h1>You're currently on {window.location.href}</h1>
</div>
);
},
});
// ...
}That's it! Your agent will automatically have access to all frontend tools you've defined using useFrontendTool in your React components.
Frontend tools registered with useFrontendTool are automatically forwarded to your agent through the AG-UI protocol. The agent can invoke them, and execution happens on the frontend.
Give it a try!
You've now given your agent the ability to directly call any frontend tools you've defined. These tools will be available to the agent where they can be used as needed.
