Modern QA2026The Contenders — tiles
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145 / 168 · 01 Agent Skills for Browser Automation · Tool Comparison Matrix: Browser Automation for AI Agents (July 2026)← prev⊞ allnext →☰ Read as one page

20.1The Contenders

Tool Creator Approach Protocol Language
Playwright CLI + Test Agents Microsoft CLI skill + disk-first snapshots; planner/generator/healer agents CDP (Chromium), custom (FF/WebKit) Any (shell) / TypeScript
Playwright MCP Microsoft MCP server + accessibility trees CDP (Chromium), custom (FF/WebKit) TypeScript
Stagehand Browserbase TypeScript SDK, intent API: act("click the submit button") CDP TypeScript
browser-use Community Python library + vision/LLM reasoning CDP Python
Vibium Jason Huggins (creator of Selenium, 2004) CLI + BiDi proxy, skills-first WebDriver BiDi Go binary (JS/Python clients)
Selenium 4.x Community + browser vendors WebDriver + low-level BiDi WebDriver + BiDi Java/Python/JS/C#/Ruby
Commercial platforms (testRigor, mabl, KaneAI, Applitools, Testim, Functionize) Various vendors "Agentic execution" SaaS Proprietary SaaS

Two notable changes from the January 2026 landscape: Octomind is winding down (farewell letter published — remove it from any evaluation shortlist), and OpenAI's Operator no longer exists as a product (absorbed into ChatGPT Agent / the Agents SDK; the Atlas browser is also being shut down as of August 2026).