Generative UI

Build generative UI apps with Tambo — create rich, interactive React components from natural language.

Reference Guides

Load these when you need deeper implementation details beyond the bootstrap flow:

• Components - Load when creating custom components. Generative vs interactable, propsSchema, ComponentRenderer.
• Component Rendering - Streaming props, loading states, persistent state. Load when customizing rendering.
• Threads and Input - Load when building custom chat UI. useTambo(), useTamboThreadInput(), userKey/userToken auth, suggestions, voice.
• Tools and Context - Load when adding tools or MCP. defineTool(), MCP servers, contextHelpers.
• CLI Reference - Load for

  tambo add

  components. Component library, non-interactive flags, exit codes.
• Skills - Mention as a next step after setup. Project-scoped agent skills via CLI and dashboard.

These shared references are duplicated from building-with-tambo so each skill works independently.

One-Prompt Flow

The goal is to get the user from zero to a running app in a single prompt. Ask all questions upfront using AskUserQuestion with multiple questions, then execute everything without stopping.

Step 1: Gather All Non-Sensitive Preferences (Single AskUserQuestion Call)

Use AskUserQuestion with up to 3 questions in ONE call. Authentication is handled by the CLI in a later step.

Question 1: What do you want to build?

Ask the user what kind of app they're building. This drives which starter components to create. Examples: "a dashboard", "a chatbot", "a data visualization tool", "a task manager". If the user already said what they want in their initial message, skip this question.

Question 2: Framework

Options:

• Next.js (Recommended) - Full-stack React with App Router
• Vite - Fast, lightweight React setup

Question 3: App name

Let the user pick a name for their project directory. Default suggestion: derive from what they want to build (e.g., "my-dashboard", "my-chatbot"). Use kebab-case (letters, numbers, hyphens only). If the user gives a non-slug name like "Sales Dashboard", propose

sales-dashboard

instead.

Skip questions when the user already told you the answer. If they said "build me a Next.js dashboard app called analytics", you already know the framework, the app idea, and the name.

Step 2: Execute Everything (No Stopping)

Run all of these sequentially without asking for confirmation between steps. If any command fails, stop the flow, surface the error, and ask the user how to proceed — do not continue to later steps.

All templates (

standard

,

vite

,

analytics

,

expo

) come with chat UI, TamboProvider wiring, component registry, and starter components already included. You do NOT need to add chat UI or wire up the app — just scaffold, configure the API key, add custom components, and start the server.

2a. Scaffold the project

For Next.js (recommended):

npx tambo create-app <app-name> --template=standard --skip-tambo-init
cd <app-name>

For Vite:

npx tambo create-app <app-name> --template=vite --skip-tambo-init
cd <app-name>

Use

--skip-tambo-init

since

create-app

normally tries to run

tambo init

interactively, which won't work in non-interactive environments like coding agents. We handle authentication in the next step.

2b. Authenticate and initialize Tambo

npx tambo init --project-name=<app-name>

This opens the browser for authentication and polls until the user completes auth (up to 15 minutes). Use a long timeout (at least 15 minutes) when running this command. Once auth completes, the CLI creates the project and writes the API key to

.env.local

with the correct env var for the framework (

NEXT_PUBLIC_TAMBO_API_KEY

,

VITE_TAMBO_API_KEY

, etc.).

IMPORTANT: Do NOT ask the user to paste an API key manually. Always use the CLI auth flow.

2c. Create custom starter components

The template includes basic components, but add 1-2 components tailored to what the user wants to build. Don't use generic examples:

• Dashboard app →

  StatsCard

  ,

  DataTable

• Chatbot →

  BotResponse

  with markdown support
• Data visualization →

  Chart

  with configurable data
• Task manager →

  TaskCard

  ,

  TaskBoard

• Generic / unclear →

  ContentCard

Each component needs:

1. A Zod schema with

   .describe()

   on every field
2. The React component itself
3. Registration in the existing component registry (

   lib/tambo.ts

   — add to the existing

   components

   array, don't replace it)

Schema constraints — Tambo will reject invalid schemas at runtime:

• No

  z.record()

  — Record types (objects with dynamic keys) are not supported anywhere in the schema, including nested inside arrays or objects. Use

  z.object()

  with explicit named keys instead.
• No

  z.map()

  or

  z.set()

  — Use arrays and objects instead.
• For tabular data like rows, use

  z.array(z.object({ col1: z.string(), col2: z.number() }))

  with explicit column keys — NOT

  z.array(z.record(z.string(), z.unknown()))

  .

React best practices for generated components:

• Always add unique

  key

  props when rendering lists (

  .map()

  ). Use a unique field from the data (like

  id

  ) — not the array index.
• Include an

  id

  field (e.g.,

  z.string().describe("Unique identifier")

  ) in schemas for array items so there's always a stable key available.

Example:

// src/components/StatsCard.tsx
import { z } from "zod/v4";

export const StatsCardSchema = z.object({
  title: z.string().describe("Metric name"),
  value: z.number().describe("Current value"),
  change: z.number().optional().describe("Percent change from previous period"),
  trend: z.enum(["up", "down", "flat"]).optional().describe("Trend direction"),
});

type StatsCardProps = z.infer<typeof StatsCardSchema>;

export function StatsCard({
  title,
  value,
  change,
  trend = "flat",
}: StatsCardProps) {
  // ... implementation with Tailwind styling
}

Then add to the existing registry in

lib/tambo.ts

:

// Add to the existing components array — don't replace what's already there
// Next.js: import { StatsCard, StatsCardSchema } from "@/components/StatsCard";
// Vite: import { StatsCard, StatsCardSchema } from "../components/StatsCard";
import { StatsCard, StatsCardSchema } from "@/components/StatsCard";

// ... existing components ...
{
  name: "StatsCard",
  component: StatsCard,
  description: "Displays a metric with value and trend. Use when user asks about stats, metrics, or KPIs.",
  propsSchema: StatsCardSchema,
},

2d. Start the dev server

Only start the dev server after all code changes (scaffolding, init, component creation, registry updates) are complete.

npm run dev

Run this in the background so the user can see their app immediately.

Step 3: Summary

After everything is running, give a brief summary:

• What was set up
• What components were created and what they do
• The URL where the app is running (typically

  http://localhost:3000

  for Next.js,

  http://localhost:5173

  for Vite)
• If auth was skipped: remind them once to run

  npx tambo init

  to authenticate
• A suggestion for what to try first (e.g., "Try asking it to show you a stats card for monthly revenue")

Technology Stacks Reference

Recommended Stack (Default)

Next.js 14+ (App Router)
├── TypeScript
├── Tailwind CSS
├── Zod (for schemas)
└── @tambo-ai/react

npx tambo create-app my-app --template=standard

Vite Stack

Vite + React
├── TypeScript
├── Tailwind CSS
├── Zod
└── @tambo-ai/react

Minimal Stack (No Tailwind)

Vite + React
├── TypeScript
├── Plain CSS
├── Zod
└── @tambo-ai/react

Component Registry Pattern

Every generative component must be registered:

import { TamboComponent } from "@tambo-ai/react";
import { ComponentName, ComponentNameSchema } from "@/components/ComponentName";

export const components: TamboComponent[] = [
  {
    name: "ComponentName",
    component: ComponentName,
    description: "What it does. When to use it.",
    propsSchema: ComponentNameSchema,
  },
];

Key rules:

• propsSchema: Zod object with

  .describe()

  on every field — this is how the AI knows what to pass
• description: Tell the AI when to use this component — be specific about trigger phrases
• Streaming: Props arrive incrementally, so handle undefined gracefully (optional fields or defaults)

Adding More Chat UI (Optional)

Templates already include chat UI. These are only needed if the user wants additional UI primitives beyond what the template provides:

npx tambo add message-thread-full --yes    # Complete chat interface
npx tambo add control-bar --yes            # Controls and actions
npx tambo add thread-history --yes         # Conversation history sidebar

Supported Technologies

Technology	Support Level	Notes
Next.js 14+	Full	Recommended, App Router preferred
Vite	Full	Great for SPAs
Create React App	Partial	Works but CRA is deprecated
Remix	Partial	Works with client components
TypeScript	Full	Strongly recommended
JavaScript	Full	Works but less type safety
Tailwind CSS	Full	Default for CLI components
Plain CSS	Full	Need custom component styling
CSS Modules	Full	Supported
Zod	Required	Used for all schemas

Verification

Have the user verify the app works by:

1. Opening the app URL in a browser
2. Typing a prompt that should trigger one of the registered components (e.g., "Show me a stats card for monthly revenue")
3. Verifying the component renders with AI-generated props

If something doesn't work:

• Check the registry includes the component
• Check the description matches the prompt
• Check the dev server has no console errors

Reporting Bugs & Feedback

If you encounter any of these while helping a user, suggest filing a GitHub issue:

• A bug in

  @tambo-ai/react

  ,

  @tambo-ai/client

  , or the

  tambo

  CLI
• Documentation that contradicts actual behavior
• Missing or misleading instructions in this skill

Issue Template

Use this template when drafting an issue for

tambo-ai/tambo

:

**Title:** [Short description of the problem]

**Expected behavior**
What should happen.

**Actual behavior**
What happens instead, including any error messages or stack traces.

**Repro steps**

1. Run `npx tambo create-app ...` (or whatever command)
2. Add this code:

```tsx
// minimal code that reproduces the issue
```

3. Observe the error

**Environment**

- `@tambo-ai/react` version:
- `@tambo-ai/client` version:
- Framework (Next.js / Vite / CRA) and version:
- Node.js version:
- OS:

**Additional context**
Link to relevant docs or skill file path if applicable.

Security: Redact API keys, tokens, and any customer data before including logs or code snippets in the issue.

Suggesting an Issue to the User

When you hit a problem that looks like a Tambo bug, say something like:

This looks like a bug in

@tambo-ai/react

. Want me to open a GitHub issue on

tambo-ai/tambo

with the repro steps and environment details?

Always wait for the user to confirm before filing.