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ai-ui-generation vs expect

Two Engineering Claude Code skills, side by side. Pick the right skill for your workflow with a side-by-side look at metadata, sample code, and install commands.

Side-by-side

Nameai-ui-generationexpect
DescriptionAI-assisted UI generation patterns for json-render, v0.app, Google Stitch, Bolt Cloud, and Cursor workflows. Covers prompt engineering for component and full-stack app generation, review checklists for AI-generated…Diff-aware AI browser testing — analyzes git changes, generates targeted test plans, and executes them via agent-browser (Rust daemon + CDP, ARIA-tree-first). Reads git diff to determine what changed, maps changes to…
CategoryEngineeringEngineering
Sub-categorycode-qualitytesting
Tagstype:reviewai:agent
AuthorOrchestKitOrchestKit
LicenseMITMIT
Install/add-skill ai-ui-generation/add-skill expect

Tag overlap

Shared

Only in ai-ui-generation type:review

Only in expect ai:agent

Sample code from each SKILL.md

ai-ui-generation

Generate a React signup form component using:
- Framework: React 19 + TypeScript
- Styling: Tailwind CSS v4 + shadcn/ui (Luma style — rounded-4xl, shadow-md elevation)
- Style: run `npx shadcn@latest apply luma` (CLI v4, Apr 2026) after generation
- Tokens: use color.primary, color.destructive, spacing.md from our design system
- A11y: ARIA labels on all inputs, error announcements via aria-live
- States: default, loading (disabled + spinner), error (inline messages), success
- Responsive: stack…

expect

/ork:expect                              # Auto-detect changes, test affected pages
/ork:expect -m "test the checkout flow"  # Specific instruction
/ork:expect --flow login                 # Replay a saved test flow
/ork:expect --target branch              # Test all changes on current branch vs main
/ork:expect -y                           # Skip plan review, run immediately

When to choose each

ai-ui-generation — AI-assisted UI generation patterns for json-render, v0.app, Google Stitch, Bolt Cloud, and Cursor workflows. Covers prompt engineering for component and full-stack app generation, review checklists for AI-generated…

expect — Diff-aware AI browser testing — analyzes git changes, generates targeted test plans, and executes them via agent-browser (Rust daemon + CDP, ARIA-tree-first). Reads git diff to determine what changed, maps changes to…

Both are free to install. If you're unsure, install both — Claude Code skills are isolated by filename and only collide if their trigger phrases overlap (rare). The richest signal is the SKILL.md body itself — open both skill pages and read the first paragraph of each.

Open ai-ui-generation → Open expect →

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