CopilotKit

Components as Tools

Let your agent render rich React components directly in the chat by calling them as tools.


"""Agent implementation for Tool-Based Generative UITODO: Implement the agent logic for LangGraph (FastAPI)See the LangGraph Python reference implementation for patterns."""

What is this?#

Tool-based Generative UI is the simplest form of Generative UI: you register a React component with useComponent, and CopilotKit exposes it to the agent as a tool. When the agent calls the tool, CopilotKit renders your component inline in the chat, passing the tool's arguments straight through as typed props.

Unlike tool rendering, which wraps a real backend tool in a custom UI, tool-based GenUI is the component. There is no handler, no user interaction, no server-side execution. The agent decides when to show it, populates the data, and CopilotKit paints it.

When should I use this?#

Use useComponent when you want to:

  • Display rich UI (cards, charts, tables, dashboards) inline in the chat
  • Show structured data the agent has derived from its reasoning
  • Render previews, status indicators, or visual summaries
  • Let the agent present information beyond plain text

For components that need user interaction, see Human-in-the-loop. For operational transparency around a real backend tool, see Tool rendering.

How it works in code#

useComponent takes a name, a Zod schema for its props, and the component to render. The runtime registers it as a frontend tool so the agent can discover it, and Zod validates the LLM's arguments before they reach your component.

bar-chart-renderer.snippet.tsx
import { useComponent } from "@copilotkit/react-core/v2";import { z } from "zod";// Stand-ins for the locally-authored bar chart component + its prop// schema. In a real page, these live in the demo directory (e.g.// `./bar-chart.tsx` exporting `BarChart` and `barChartPropsSchema`).declare const BarChart: React.ComponentType<{  title: string;  data: { label: string; value: number }[];}>;declare const barChartPropsSchema: z.ZodSchema;export function BarChartRenderer() {  useComponent({    name: "render_bar_chart",    description: "Display a bar chart with labeled numeric values.",    parameters: barChartPropsSchema,    render: BarChart,  });

The component itself is ordinary React: it reads only its props and can stream in as the agent fills the payload. The example above uses Recharts for the bar chart; it doesn't know anything about CopilotKit.

The name you pass to useComponent is what the agent sees as the tool name. Make it a verb like render_bar_chart or show_weather so the LLM reliably picks it when the user asks for that visualization.