How the TestDriver agent behaves on GitHub issues, pull requests, and @mentions
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1.7x faster test execution with intelligent caching and optimization
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
TestDriver is engineered for performance with intelligent caching that delivers up to 1.7x faster test execution by skipping redundant AI vision analysis.
// First run: builds cache
await testdriver.find('submit button');
// Second run: exact match
await testdriver.find('submit button');
Caching is enabled automatically with zero configuration. The cache key is computed from:
find()When you modify your test file, the hash changes automatically, invalidating stale cache entries and ensuring fresh AI analysis with your updated test logic.
import { test } from 'vitest';
import { chrome } from 'testdriverai/presets';
test('auto-cached test', async (context) => {
const { testdriver } = await chrome(context, {
url: 'https://example.com'
});
// First call: AI analyzes screen, saves to cache
await testdriver.find('More information link'); // 2.1s
// Second call: cache hit, instant response
await testdriver.find('More information link'); // 12ms ⚡
});
You can clear the cache within the TestDriver console. There, you'll also find previews of cached elements, the input prompts, as well as analytics on cache hit rates.
<Card href="https://console.testdriver.ai/cache" title="TestDriver Cache" icon="database"> Manage and clear your test cache from the TestDriver console. </Card>You can track cache performance in your tests:
test('monitor cache performance', async (context) => {
const { testdriver } = await chrome(context, { url });
const element = await testdriver.find('submit button');
if (element.cacheHit) {
console.log('✅ Cache hit - instant response');
console.log('Strategy:', element.cacheStrategy); // 'exact', 'pixeldiff', or 'template'
console.log('Similarity:', `${(element.similarity * 100).toFixed(1)}%`);
console.log('Cache age:', element.cacheCreatedAt);
} else {
console.log('⏱️ Cache miss - AI analysis performed');
console.log('New cache entry created');
}
});
You can configure cache behavior globally when initializing TestDriver:
import { TestDriver } from 'testdriverai';
const testdriver = new TestDriver({
apiKey: process.env.TD_API_KEY,
cacheKey: 'my-test-suite', // cache-key for this instance
cacheDefaults: {
threshold: 0.05, // 95% similarity
}
});
It's also possible to override cache settings per find() call:
// Default: 95% similarity required
await testdriver.find('submit button');
// Explicit strict threshold
await testdriver.find('submit button', {
cacheThreshold: 0.01 // 99% similarity
});
Custom cache keys prevent cache pollution when using variables in prompts, dramatically improving cache hit rates.
// ❌ Without cache key - creates new cache for each variable value
const email = 'user@example.com';
await testdriver.find(`input for ${email}`); // Cache miss every time
// ✅ With cache key - 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
});
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How the TestDriver agent behaves on GitHub issues, pull requests, and @mentions
中文简介正在准备中。当前显示原文说明。
Execute natural language tasks using AI
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Make AI-powered assertions about screen state
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Deploy TestDriver on your AWS infrastructure using CloudFormation
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Speed up tests with screenshot-based caching
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How TestDriver learns your app and caches what it discovers for instant, deterministic replays
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