What problem does it solve? Manually reviewing a web page's design and recording structured feedback is slow and disconnected from the page itself. This Skill drives a visible browser to autonomously scan a page and attach actionable design annotations directly to elements through the Agentation toolbar. ## Core Features & Use Cases - Autonomous page critique: Scrolls through a page top-to-bottom, targets specific elements via CSS selectors and bounding boxes, and attaches 5-8 design annotations per page. - Coordinate-based annotation: Uses mouse move/down/up events so the Agentation overlay intercepts clicks, with verification that each annotation count increases. - Two-session workflow: Pairs with a second agent session that watches annotations via MCP and fixes the underlying code in real time. - Use Case: Point it at a landing page and watch the browser as the agent critiques hero hierarchy, CTA placement, and spacing rhythm, while a second session applies the fixes to your codebase. ## Quick Start Ask the agent to critique this page with self-driving mode after confirming the Agentation toolbar and agent-browser are installed.