These skills push an agent's frontend output past the default generic look that people call AI slop. They include taste and style guides, image-to-UI conversion, component state modeling and stress tests that break a component on purpose.
31 skillsPrevent and remove generic AI-generated design defaults, incoherent visual choices, and established UI defects while creating, revising, or reviewing websites, apps, screenshots, mockups, and design code. Use as a passive quality gate during UI work or for an explicit anti-slop cleanup; preserve the chosen art direction instead of forcing a neutral redesign.
Audit websites, apps, screenshots, mockups, and design code for harmful AI-design clichés, generic generated defaults, and established UI defects. Use when the user wants evidence-backed design feedback, an anti-slop review, or a removal-first cleanup plan without a speculative redesign.
Deterministic design critique for HTML/CSS screens. Runs 73 slop guards extracted from the set of rules professional designers use in production-grade designs to catch the tells that make UI read as AI-generated (gradient-clipped headlines, the default indigo accent, puffy shadows, emoji icons, fake dot charts and decorated gauges, badges floated over the hero, eyebrow kickers above the H1, fake magazine mastheads, colored edge-stripe rails, two-tone headlines, over-designed list rows, layout-collapse bugs, em-dash copy, placeholder imagery), auto-fixes what can be safely rewritten, and reports the rest with concrete edits. Use whenever generated or hand-written HTML/CSS is about to be shown, exported, shipped, or committed, or when asked to critique a design, check it for slop, or give a second opinion on a generated screen.
Compare AI design skills for design systems, shadcn/ui, frontend creation and interface refinement, with practical briefs to help you choose a workflow.
Pick a taste-focused skill when everything looks the same, image-to-UI when you have a mockup, and the stress-test or state-machine skills when components fail on edge cases.