screenshot-ux-auditor

Turn app screenshots into structured UX, copywriting, and conversion audits with issue severity and recommended fixes.

3,807 stars

Best use case

screenshot-ux-auditor is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Turn app screenshots into structured UX, copywriting, and conversion audits with issue severity and recommended fixes.

Teams using screenshot-ux-auditor should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/screenshot-ux-auditor/SKILL.md --create-dirs "https://raw.githubusercontent.com/openclaw/skills/main/skills/52yuanchangxing/screenshot-ux-auditor/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/screenshot-ux-auditor/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How screenshot-ux-auditor Compares

Feature / Agentscreenshot-ux-auditorStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Turn app screenshots into structured UX, copywriting, and conversion audits with issue severity and recommended fixes.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

Related Guides

SKILL.md Source

# Screenshot UX Auditor

## Purpose

Turn app screenshots into structured UX, copywriting, and conversion audits with issue severity and recommended fixes.

## Trigger phrases

- 审查这个界面
- 截图做 UX 评审
- audit this UI screenshot
- 页面哪里有问题
- 帮我做可用性检查

## Ask for these inputs

- one or more screenshots
- product goal or funnel stage
- target user
- platform web/mobile/desktop
- tone or benchmark

## Workflow

1. Identify the screen type, primary task, and likely user goal.
2. Evaluate using the bundled heuristics checklist.
3. Cluster issues into clarity, hierarchy, trust, interaction, and accessibility.
4. Assign severity and provide fix-first recommendations.
5. Generate an issue log the user can hand to design or engineering.

## Output contract

- audit summary
- issue log CSV/Markdown
- fix priority list
- before/after prompt suggestions

## Files in this skill

- Script: `{baseDir}/scripts/generate_issue_log.py`
- Resource: `{baseDir}/resources/heuristics-checklist.md`

## Operating rules

- Be concrete and action-oriented.
- Prefer preview / draft / simulation mode before destructive changes.
- If information is missing, ask only for the minimum needed to proceed.
- Never fabricate metrics, legal certainty, receipts, credentials, or evidence.
- Keep assumptions explicit.

## Suggested prompts

- 审查这个界面
- 截图做 UX 评审
- audit this UI screenshot

## Use of script and resources

Use the bundled script when it helps the user produce a structured file, manifest, CSV, or first-pass draft.
Use the resource file as the default schema, checklist, or preset when the user does not provide one.

## Boundaries

- This skill supports planning, structuring, and first-pass artifacts.
- It should not claim that files were modified, messages were sent, or legal/financial decisions were finalized unless the user actually performed those actions.


## Compatibility notes

- Directory-based AgentSkills/OpenClaw skill.
- Runtime dependency declared through `metadata.openclaw.requires`.
- Helper script is local and auditable: `scripts/generate_issue_log.py`.
- Bundled resource is local and referenced by the instructions: `resources/heuristics-checklist.md`.

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