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    ✨ AI UI Finish Loop

    by JustHandled Labs

    1

    Find and finish the UI states AI-built apps commonly miss, then verify the smallest launch-ready patch across mobile and desktop.

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    You say

    Project: React dashboard Routes: /dashboard, /projects/:id, /settings Viewports: 375, 768, 1440 Constraint: preserve current colors and information architecture Known issue: the dashboard looks finished only after data loads

    Your agent does

    Priority 1: /dashboard has no loading shell, empty-state action, or retry path. Priority 2: project deletion exposes a destructive button without confirmation or pending state. Mobile: settings actions overflow at 375px. Patch plan: add route-level pending/error/empty states, a bounded confirmation dialog, and wrapping action layout. Verification: recheck keyboard focus, reduced motion, 375/768/1440 screenshots, and slow-network behavior.

    What you get

    Finish missing loading, empty, error, disabled, and expired-session states before launchRepair responsive overflow, hidden actions, and weak mobile layouts in an AI-built frontendVerify keyboard, focus, reduced-motion, and destructive-action behaviorProduce comparable before-and-after interface evidence from a stable fixture

    About this skill

    AI UI Finish Loop turns a technically working AI-generated frontend into a reviewable, launch-ready interface. Give it a repository or component scope, representative routes, target viewports, and any brand constraints. It inventories incomplete loading, empty, error, disabled, auth-expired, slow-network, destructive-action, keyboard, reduced-motion, mobile, and desktop states. The result is a prioritized defect list, a state matrix, the smallest supported patch plan, and a before-and-after verification sheet. It starts read-only, separates observed defects from design preferences, preserves working product behavior, and asks before editing source, installing dependencies, running a deploy, or taking another external action.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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    Creator

    JustHandled Labs builds focused agent skills for the work nobody wants to do by hand. Each one is a single repeatable job done well: catching the security and data mistakes that quietly ship, keeping docs and tests honest, gating the commands an agent is about to run, sharpening writing, and handling the founder chores around launches, outreach, and brand setup. Not generic AI productivity. Specific workflows that are easy to run, review, and repeat. Maintained by H.J. Westerfield, with a background in communications, editing, project coordination, customer support, and practical AI systems. Tools for people who want useful automation without theatrical complexity.

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    Popular in Web & App UI Design