{"slug":"dokhacgiakhoa-browser-automation","source_name":"dokhacgiakhoa/browser-automation","name":"Dokhacgiakhoa/Browser Automation","description":"Browser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to understanding selectors, waiting strategies, and anti-detection patterns.  This skill covers Playwright (recommended) and Puppeteer, with patterns for testing, scraping, and agentic browser control. Key insight: Playwright won the framework war. Unless you need Puppeteer's stealth ecosystem or are Chrome-only, Playwright is the better choice in 202","version":1,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":2.9,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-29T06:30:06.794436+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":100,"without_pass_pct":90.9,"tokens_delta_pct":2.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-29T06:30:06.794436+00:00","run_id":"d8b22c2e-5f38-4dad-97c5-e5f95725310a","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"NOASSERTION","install_count":0,"manifest_hash":"3bfb3bb24569c9da2274124df2a8fab53a8a34779790e3a0c01f5413a447c2b6","raw_url":"https://app.decimal.ai/s/dokhacgiakhoa-browser-automation/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/dokhacgiakhoa-browser-automation"}