AI-powered CLI that analyzes websites and generates real Playwright web scrapers with built-in data quality checks
Google Developer Codelab: Automated UI Testing with Gemini CLI and BrowserMCP, and Playwright
The Hidden Token Tax: Quantifying the True Cost of AI Browser Automation — empirical benchmark of @playwright/cli vs @playwright/mcp vs CDP
Playwright framework built while learning TypeScript & CI, focusing on clean structure and stable tests.
Measure the token costs of AI browser automation to reveal hidden inefficiencies and optimize interactions for better performance and resource use.
Your AI co-pilot for quality
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