How the TestDriver agent behaves on GitHub issues, pull requests, and @mentions
日本語の概要は準備中です。原文の説明を表示しています。
Locate UI elements using natural language
インストール方法を見るインストールする前に、エージェントに与えられる指示の中身を確認できます。
Find UI elements on the screen with natural language descriptions and AI. This returns an Element object. You can interact with the object.
const element = await testdriver.find(description)
const element = await testdriver.find(description, options)
<ParamField path="cacheThreshold" type="number" default={0.05}>
The similarity threshold (0-1) for a cache match. A lower value needs more similarity. Set it to -1 to disable the cache.
</ParamField>
<ParamField path="timeout" type="number" default={10000}>
The maximum time in milliseconds to poll for the element. TestDriver tries again each 5 seconds until it finds the element or the timeout ends. The default is `10000` (10 seconds). Set it to `0` to disable the poll and try one time.
</ParamField>
<ParamField path="confidence" type="number">
The minimum confidence threshold (0-1). If the confidence score of the found element is less than this value, the find is a failure (`element.found()` returns `false`). Use this to make sure of good matches in critical test steps.
</ParamField>
<ParamField path="type" type="string">
Element type hint that wraps the description for better matching. Accepted values:
- `"text"` — Wraps the prompt as `The text "..."`
- `"image"` — Wraps the prompt as `The image "..."`
- `"ui"` — Wraps the prompt as `The UI element "..."`
- `"any"` — No wrapping, uses the description as-is (default behavior)
</ParamField>
<ParamField path="zoom" type="boolean" default={false}>
A two-phase zoom mode for more precision in full UIs that have many similar elements. It is disabled by default.
</ParamField>
<ParamField path="verify" type="boolean" default={false}>
This enables AI verification of the found element. When `true`, a second AI call makes sure that the coordinates agree with the correct element. This catches incorrect positions. It is disabled by default for less latency. When you do not set it for each call, it uses the global `verify` option from the [SDK options](/options#ai-and-element-location).
</ParamField>
<ParamField path="ai" type="object">
AI sampling configuration for this find call (overrides global `ai` config from constructor).
<Expandable title="properties">
<ParamField path="temperature" type="number">
Controls randomness. `0` = deterministic. Default: `0` for find verification.
</ParamField>
<ParamField path="top" type="object">
Sampling parameters
<Expandable title="properties">
<ParamField path="p" type="number">
Top-P (nucleus sampling). Range: 0-1.
</ParamField>
<ParamField path="k" type="number">
Top-K sampling. `1` = most deterministic.
</ParamField>
</Expandable>
</ParamField>
</Expandable>
</ParamField>
</Expandable>
</ParamField>
Promise<Element> - The Element instance that TestDriver found automatically.
// Find by role
const button = await testdriver.find('submit button');
const input = await testdriver.find('email input field');
// Find by text content
const link = await testdriver.find('Contact Us link');
const heading = await testdriver.find('Welcome heading');
// Find by visual appearance
const icon = await testdriver.find('red warning icon');
const image = await testdriver.find('company logo image');
// Provide location context
const field = await testdriver.find('username input in the login form');
const button = await testdriver.find('delete button in the top right corner');
// Describe nearby elements
const input = await testdriver.find('input field below the email label');
const checkbox = await testdriver.find('checkbox next to "Remember me"');
// Describe visual position
const menu = await testdriver.find('hamburger menu icon in the top left');
// Find and click
const submitBtn = await testdriver.find('submit button');
await submitBtn.click();
// Find and verify
const message = await testdriver.find('success message');
if (message.found()) {
console.log('Success message appeared');
}
// Find and extract info
const price = await testdriver.find('product price');
console.log('Price location:', price.coordinates);
console.log('Price text:', price.text);
The Element object that TestDriver returns gives these:
found() - Make a check if TestDriver found the elementclick(action) - Click the elementhover() - Put the cursor on the elementdoubleClick() - Double-click the elementrightClick() - Right-click the elementfind(newDescription) - Find the element again with an optional new descriptioncoordinates - Element position {x, y, centerX, centerY}x, y - Top-left coordinatescenterX, centerY - Center coordinatestext - Text content (if available)screenshot - Base64 screenshot (if available)confidence - AI confidence scorewidth, height - Element dimensionsboundingBox - Complete bounding boxSee Elements Reference for complete details.
You can serialize elements safely with JSON.stringify() for logs and for debug. TestDriver removes circular references automatically:
const element = await testdriver.find('login button');
// Safe to stringify - no circular reference errors
console.log(JSON.stringify(element, null, 2));
// Output includes useful debugging info:
// {
// "description": "login button",
// "coordinates": { "x": 100, "y": 200, "centerX": 150, "centerY": 225 },
// "found": true,
// "threshold": 0.01,
// "x": 100,
// "y": 200,
// "cache": {
// "hit": true,
// "strategy": "pixel-diff",
// "createdAt": "2025-12-09T10:30:00Z",
// "diffPercent": 0.0023,
// "imageUrl": "https://..."
// },
// "similarity": 0.98,
// "confidence": 0.95,
// "selector": "button#login",
// "aiResponse": "Found the blue login button..."
// }
Use this for these:
More specific descriptions make the accuracy better:
// ✅ Good
await testdriver.find('blue submit button below the email field');
// ❌ Too vague
await testdriver.find('button');
</Check>
<Check>
**Always check if found**
Make sure that TestDriver found the elements before you interact with them:
const element = await testdriver.find('login button');
if (!element.found()) {
throw new Error('Login button not found');
}
await element.click();
</Check>
<Check>
**Include visual or positional context**
// Include color
await testdriver.find('red error icon');
// Include position
await testdriver.find('search button in the top navigation bar');
// Include nearby text
await testdriver.find('checkbox next to "I agree to terms"');
</Check>
Set a minimum confidence score for element matches. If the confidence is less than the threshold, find() makes the result "not found":
// Require at least 90% confidence
const element = await testdriver.find('submit button', { confidence: 0.9 });
if (!element.found()) {
// AI found something but wasn't confident enough
throw new Error('Could not confidently locate submit button');
}
await element.click();
Use this for these:
// Combine with timeout for robust polling with confidence gate
const element = await testdriver.find('success notification', {
confidence: 0.85,
timeout: 15000,
});
<Tip>
The `confidence` value is a float between 0 and 1 (for example, `0.9` = 90%). The AI returns its confidence with each find result. You can also read this from `element.confidence` after a good find.
</Tip>
## Element Type
Use the type option to show which kind of element you look for. This puts your description into a more specific prompt for the AI. It makes the match accuracy better, primarily when a description is short or not clear.
// Find text on the page
const label = await testdriver.find('Sign In', { type: 'text' });
// AI prompt becomes: The text "Sign In"
// Find an image
const logo = await testdriver.find('company logo', { type: 'image' });
// AI prompt becomes: The image "company logo"
// Find a UI element (button, input, checkbox, etc.)
const btn = await testdriver.find('Submit', { type: 'ui' });
// AI prompt becomes: The UI element "Submit"
// No wrapping — same as omitting the option
const el = await testdriver.find('the blue submit button', { type: 'any' });
| Type | Prompt sent to AI |
|---|---|
"text" | The text "..." |
"image" | The image "..." |
"ui" | The UI element "..." |
"any" | Original description (no wrapping) |
By default, find() polls for a maximum of 10 seconds (it tries again each 5 seconds) until it finds the element. You can change this with the timeout option:
// Uses default 10s timeout - polls every 5 seconds
const element = await testdriver.find('login button');
await element.click();
// Custom timeout - wait up to 30 seconds
const element = await testdriver.find('login button', { timeout: 30000 });
await element.click();
// Disable polling - single attempt only
const element = await testdriver.find('login button', { timeout: 0 });
The timeout option:
10000 (10 seconds)element.found() if it does not throw an error on a failure)0 to disable the poll and try one timeZoom mode is disabled by default. It uses a two-phase method for more precision when it finds elements, primarily in full UIs that have many similar elements.
To enable zoom for a specific find call, give zoom: true:
// Enable zoom for better precision in crowded UIs
const extensionsBtn = await testdriver.find('extensions puzzle icon in Chrome toolbar', { zoom: true });
await extensionsBtn.click();
// Without zoom (default)
const largeButton = await testdriver.find('big hero button');
This two-phase method gives the AI a higher-resolution view of the target area. It makes the accuracy better when many similar elements are near together.
<Tip> Enable zoom with `zoom: true` when: - You target small elements in full UIs that have many similar elements - You need more precision for UI elements that are near together </Tip>Verify mode is disabled by default. When it is enabled, a second AI call makes sure that the coordinates from find() agree with the correct element. This catches incorrect positions.
// Enable verification for critical interactions
const deleteBtn = await testdriver.find('delete account button', { verify: true });
await deleteBtn.click();
For the maximum accuracy, enable zoom and verify together. Use this for critical interactions. A click on the wrong element can cause more failures:
// Maximum accuracy: zoom for precision + verify to catch hallucinations
const element = await testdriver.find('small cancel icon next to the subscription', {
zoom: true,
verify: true,
});
await element.click();
When a test completes correctly, TestDriver caches the result of each find(). On later runs, TestDriver uses the cached match again. It does not make a new AI call. This finds the same element much more quickly. The cache is in your dashboard. TestDriver shares it between runs. Read the Cache page to see how the match, the thresholds, and the invalidation work.
Control the cache to make the performance better, primarily when you use dynamic variables in prompts.
Use cacheKey to keep the cache clean when prompts have variables:
// ❌ Without cacheKey - creates new cache entry for each email value
const email = 'user@example.com';
await testdriver.find(`input for ${email}`); // Cache miss every time
// ✅ With cacheKey - reuses cache regardless of variable
const email = 'user@example.com';
await testdriver.find(`input for ${email}`, {
cacheKey: 'email-input'
});
// Also useful for dynamic IDs, names, or other changing data
const orderId = generateOrderId();
await testdriver.find(`order ${orderId} status`, {
cacheKey: 'order-status' // Same cache for all orders
});
Control how similar a cached result must be before TestDriver uses it again:
// Default: 95% similarity required
await testdriver.find('submit button');
// Strict threshold - 99% similarity required
await testdriver.find('submit button', {
cacheThreshold: 0.01
});
// Disable cache entirely for this call
await testdriver.find('submit button', {
cacheThreshold: -1
});
// Combine cacheKey with threshold
await testdriver.find('submit button', {
cacheKey: 'submit-btn',
cacheThreshold: 0.01
});
<Tip>
By default, TestDriver makes a cache key automatically from the SHA-256 hash of your test file. When you change your test file, the hash changes automatically. This makes the old cache entries not valid.
</Tip>
If you need custom poll logic:
async function waitForElement(testdriver, description, timeout = 30000) {
const startTime = Date.now();
while (Date.now() - startTime < timeout) {
const element = await testdriver.find(description);
if (element.found()) return element;
await new Promise(r => setTimeout(r, 1000));
}
throw new Error(`Element "${description}" not found after ${timeout}ms`);
}
// Usage
const button = await waitForElement(testdriver, 'submit button', 10000);
await button.click();
const passwordField = await testdriver.find('password input');
await passwordField.click();
await testdriver.type('MyP@ssw0rd');
```
</Accordion>
<Accordion title="Buttons and Links">
```javascript
const submitBtn = await testdriver.find('submit button');
await submitBtn.click();
const cancelLink = await testdriver.find('cancel link');
await cancelLink.click();
const menuIcon = await testdriver.find('hamburger menu icon');
await menuIcon.click();
```
</Accordion>
<Accordion title="Dynamic Content">
```javascript
// Wait for loading to complete
let content;
for (let i = 0; i < 30; i++) {
content = await testdriver.find('results table');
if (content.found()) break;
await new Promise(r => setTimeout(r, 1000));
}
// Interact with loaded content
const firstRow = await testdriver.find('first row in the results table');
await firstRow.click();
```
</Accordion>
<Accordion title="Complex UI Elements">
```javascript
// Modals and dialogs
const modal = await testdriver.find('confirmation dialog');
if (modal.found()) {
const confirmBtn = await testdriver.find('confirm button in the dialog');
await confirmBtn.click();
}
// Dropdown menus
const dropdown = await testdriver.find('country dropdown');
await dropdown.click();
const option = await testdriver.find('United States option');
await option.click();
```
</Accordion>
</AccordionGroup>
import { beforeAll, afterAll, describe, it, expect } from 'vitest';
import TestDriver from 'testdriverai';
describe('Element Finding', () => {
let testdriver;
beforeAll(async () => {
client = new TestDriver(process.env.TD_API_KEY);
await testdriver.auth();
await testdriver.connect();
});
afterAll(async () => {
await testdriver.disconnect();
});
it('should find and interact with elements', async () => {
await testdriver.focusApplication('Google Chrome');
// Find login form elements
const usernameField = await testdriver.find('username input field');
expect(usernameField.found()).toBe(true);
await usernameField.click();
await testdriver.type('testuser');
// Find with context
const passwordField = await testdriver.find('password input below username');
await passwordField.click();
await testdriver.type('password123');
// Find button
const submitBtn = await testdriver.find('green submit button');
expect(submitBtn.found()).toBe(true);
console.log('Button location:', submitBtn.centerX, submitBtn.centerY);
await submitBtn.click();
// Wait for success message
let successMsg;
for (let i = 0; i < 10; i++) {
successMsg = await testdriver.find('success notification');
if (successMsg.found()) break;
await new Promise(r => setTimeout(r, 1000));
}
expect(successMsg.found()).toBe(true);
});
});
click() - Click on found elementshover() - Hover over elementsassert() - Verify element statesLocate all elements matching a description, rather than just one.
const elements = await testdriver.findAll(description, options)
<ParamField path="cacheThreshold" type="number" default={-1}>
Similarity threshold (0-1) for cache matching. Set to -1 to disable cache.
</ParamField>
</Expandable>
</ParamField>
Promise<Element[]> - Array of Element instances
// Find all matching elements
const buttons = await testdriver.findAll('button');
console.log(`Found ${buttons.length} buttons`);
// Interact with specific element
if (buttons.length > 0) {
await buttons[0].click(); // Click first button
}
// Iterate over all
for (const button of buttons) {
console.log(`Button at (${button.x}, ${button.y})`);
}
// Find all list items
const items = await testdriver.findAll('list item');
// Find specific item by index
const thirdItem = items[2];
await thirdItem.click();
// Check all items
for (let i = 0; i < items.length; i++) {
console.log(`Item ${i + 1}: ${items[i].text || 'No text'}`);
}
// Cache element locations for faster subsequent runs
const menuItems = await testdriver.findAll('menu item', {
cacheKey: 'main-menu-items'
});
// First run: ~2-3 seconds (AI call)
// Subsequent runs: ~100ms (cache hit)
// Returns empty array if nothing found (doesn't throw error)
const errors = await testdriver.findAll('error message');
if (errors.length === 0) {
console.log('No errors found - test passed!');
} else {
console.log(`Found ${errors.length} errors`);
}
| Feature | find() | findAll() |
|---|---|---|
| Return type | Single Element | Array of Element[] |
| If nothing found | Throws ElementNotFoundError | Returns empty array [] |
| Chainable | ✅ Yes: await find('button').click() | ❌ No (returns array) |
| Use case | One specific element | Multiple similar elements |
| Cache support | ✅ Yes | ✅ Yes |
// Click every row
for (const row of rows) {
await row.click();
await new Promise(r => setTimeout(r, 500)); // Wait between clicks
}
// Or click specific row
await rows[2].click(); // Click third row
```
</Accordion>
<Accordion title="Checkboxes/Radio Buttons">
```javascript
// Find all checkboxes
const checkboxes = await testdriver.findAll('checkbox');
// Check all boxes
for (const checkbox of checkboxes) {
await checkbox.click();
}
// Or select first unchecked
const unchecked = checkboxes[0];
await unchecked.click();
```
</Accordion>
<Accordion title="Navigation Links">
```javascript
// Find all navigation links
const navLinks = await testdriver.findAll('navigation link');
// Validate all are present
expect(navLinks.length).toBeGreaterThan(0);
// Click specific link by text
const homeLink = navLinks.find(link =>
link.text?.toLowerCase().includes('home')
);
if (homeLink) {
await homeLink.click();
}
```
</Accordion>
<Accordion title="Conditional Interactions">
```javascript
// Check if any error messages exist
const errors = await testdriver.findAll('error message');
if (errors.length > 0) {
console.log(`Found ${errors.length} validation errors`);
// Log each error location
errors.forEach((error, i) => {
console.log(`Error ${i + 1} at (${error.x}, ${error.y})`);
});
} else {
console.log('Form validation passed!');
}
```
</Accordion>
</AccordionGroup>
import { test, expect } from 'vitest';
import { chrome } from 'testdriverai/presets';
test('select multiple items from list', async (context) => {
const { testdriver } = await chrome(context, {
url: 'https://example.com/products'
});
// Find all product cards
const products = await testdriver.findAll('product card');
expect(products.length).toBeGreaterThan(0);
console.log(`Found ${products.length} products`);
// Click first 3 products
const productsToSelect = Math.min(3, products.length);
for (let i = 0; i < productsToSelect; i++) {
await products[i].click();
console.log(`Selected product ${i + 1}`);
await new Promise(r => setTimeout(r, 500)); // Brief pause
}
// Verify selections
const selectedBadges = await testdriver.findAll('selected badge');
expect(selectedBadges.length).toBe(productsToSelect);
});
// ✅ Good - check length first
const items = await testdriver.findAll('list item');
if (items.length > 0) {
await items[0].click();
}
// ❌ Bad - may throw error
const items = await testdriver.findAll('list item');
await items[0].click(); // Error if array is empty!
</Check>
<Check>
**Use find() for single elements**
// ✅ Use find() when you need exactly one
const submitBtn = await testdriver.find('submit button');
await submitBtn.click();
// ❌ Unnecessary - findAll() returns array
const buttons = await testdriver.findAll('submit button');
await buttons[0].click(); // Extra array handling
</Check>
<Check>
**Cache for performance**
// First run - slow (AI call)
const items = await testdriver.findAll('menu item', {
cacheKey: 'menu-items'
});
// Subsequent runs - fast (cache hit)
// ~10-20x faster than without cache
</Check>まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
How the TestDriver agent behaves on GitHub issues, pull requests, and @mentions
日本語の概要は準備中です。原文の説明を表示しています。
Execute natural language tasks using AI
日本語の概要は準備中です。原文の説明を表示しています。
Make AI-powered assertions about screen state
日本語の概要は準備中です。原文の説明を表示しています。
Deploy TestDriver on your AWS infrastructure using CloudFormation
日本語の概要は準備中です。原文の説明を表示しています。
Speed up tests with screenshot-based caching
日本語の概要は準備中です。原文の説明を表示しています。
How TestDriver learns your app and caches what it discovers for instant, deterministic replays
日本語の概要は準備中です。原文の説明を表示しています。