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 design critique annotations directly to elements through the Agentation toolbar. ## Core Features & Use Cases - Autonomous annotation loop: Scrolls through the page top-to-bottom, targets specific elements via CSS selectors and bounding boxes, and submits 5-8 critique annotations per page. - Coordinate-based interaction: Uses mouse move/down/up events so the Agentation overlay intercepts clicks, with verification that annotation counts increase after each submission. - 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 the agent at a local dev server page, watch it critique the hero, navigation, and CTAs in a headed browser, while a second session applies the suggested fixes to your codebase. ## Quick Start Ask the agent to run self-driving mode and critique the page at your local development URL using the Agentation toolbar.