产品易用性启发式诊断与改进|简诗 AI

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Evaluate and improve interface usability using heuristic analysis. Use when the user mentions "usability audit", "users are confused", "form usability", "navigation problems", "Nie

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产品易用性启发式诊断与改进|简诗 AI是前端设计类的 Agent Skill,安装方式未标注,权限级别未标注,许可证不明确,有可直接复制的安装命令。技能本质是给模型读的说明书,效果取决于模型与客户端;装完先用一个小任务验证,再放进正式流程。

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安装

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在支持 Skills 的客户端里执行,装完问一句「你有哪些技能」验证
skillhub install user_fccf428b/ux-heuristics
  1. 1
    确认客户端支持

    确认你的客户端支持 Skills(Claude、Codex、Cursor 等),并升级到较新的版本。

  2. 2
    拿到技能文件

    执行上面的命令安装;也可以把仓库里的 SKILL.md 手动放进客户端的 skills 目录。

  3. 3
    刷新技能列表

    重新打开客户端,或刷新技能列表,让新放进来的技能被加载。

  4. 4
    验证是否生效

    问一句「你有哪些技能」,确认列表里出现它,再拿一个小任务试跑。

技能档案

前端设计
字段来自技能仓库与公开索引,中文说明由本站标注
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正文体量16.2 KBSKILL.md 原文大小,越大说明说明书写得越细

典型使用场景

3 类
按分类整理的常见用法,具体以 SKILL.md 为准
出页面与组件

按描述生成页面结构和组件草稿。

调整样式与布局

改间距、配色与响应式布局。

生成设计说明

把设计稿整理成开发能接的说明。

选择建议

装之前先看这几条
按条目字段给出的判断,不替你决定用不用

值得选的地方

  • 有可直接复制的安装命令,不用自己翻文档找入口。

先想清楚的地方

  • 没有标注权限级别,实际能做什么要装好后确认。
  • 许可证不明确,商用或二次分发前先到仓库确认条款。
  • 没有做站内核验,内容以作者仓库为准。
  • 技能只是说明书,实际效果取决于模型与客户端,装完先用小任务试一遍。

更适合

  • 需要在前端设计场景里给模型补一套做法的人。
  • 愿意先读一遍 SKILL.md、确认它会让模型做什么的人。

不太适合

  • 对许可证要求很严、必须明确可商用的人。
  • 只想装完就自动变强、不打算看说明书的人。

同类对比

6 个同类
同分类里挑最接近的几条,字段以各自详情页为准
技能权限级别安装方式累计安装宿主客户端安装命令
产品易用性启发式诊断与改进|简诗 AI当前 未标注权限 未标注 未标注 未标注 有
前端设计 只读 GitHub 仓库 882.3 万 Codex、Claude、Cursor 有
Vercel 组合模式 联网访问 GitHub 仓库 385.9 万 Codex、Claude、Cursor 有
Vercel React native skills 前端 只读 GitHub 仓库 246.9 万 Codex、Claude、Cursor 有
adapt 搜索 浏览器控制 GitHub 仓库 202.7 万 Codex、Claude、Cursor 有
使用我的浏览器 浏览器控制 GitHub 仓库 184.8 万 Codex、Claude、Cursor 有

SKILL.md 全文

16.2 KB
模型实际读到的说明书原文,来自技能仓库

UX Heuristics Framework

Practical usability principles for evaluating and improving user interfaces. Users don't read, they scan; they don't make optimal choices, they satisfice; they don't figure out how things work, they muddle through.

Core Principle

"Don't Make Me Think" — every page should be self-evident. If something requires thinking, it's a usability problem. Users have limited patience and cognitive bandwidth, so design for the scanning, satisficing, and muddling-through behavior described above.

Scoring

Goal: 10/10. Audit the interface, rate every issue on the severity scale below, then score the interface from its Quick Diagnostic results: start at 10 and subtract per failed diagnostic row, weighted by the worst severity it triggers (catastrophic/major rows cost ~2, minor/cosmetic ~1). Bands: 9-10 = no severity-3+ issues and ≤1 failed diagnostic row; 6-8 = some major issues or several failed rows; 3-5 = a catastrophic issue or many failed rows; ≤2 = core tasks blocked. Always state the current score, the highest-severity issues, and the specific fixes needed to reach 10/10.

Krug's Usability Principles

Laws 1-3 are Krug's Three Laws of Usability; #4, the Trunk Test, is his navigation orientation check.

1. Don't Make Me Think

Core concept: Every question mark that pops into a user's head adds cognitive load and distracts from the task.

Why it works: Users are on a mission — they don't want to puzzle over labels or decode clever marketing language. The less thinking required, the more likely they complete the task.

Key insights:
- Clever names lose to clear names every time
- Marketing-speak creates friction; plain language removes it
- Unfamiliar categories force users to stop and interpret
- Ambiguous links and buttons cause hesitation

Product applications:

Context Application Example
Navigation labels Self-evident names "Get directions" not "Calculate route to destination"
CTAs Action verbs users understand "Sign in" not "Access your account portal"
Error states Tell users what to do next "Check your email format" not "Validation error"

Copy patterns:
- Action-oriented buttons: verb + noun ("Create account", "Download report")
- Avoid jargon: "Save" not "Persist", "Remove" not "Disassociate"
- If a label needs explanation, simplify the label

Ethical boundary: Clarity should serve users — never use plain language as a veneer to hide unfavorable terms.

See: references/krug-principles.md when you need the full Krug method — scanning/satisficing/muddling psychology, the goodwill reservoir, homepage and tagline guidance, and the $0 usability-testing protocol (how many users, the test script).

2. It Doesn't Matter How Many Clicks

Core concept: The myth says "users leave after 3 clicks." In reality users don't mind clicks if each one is painless, obvious, and confidence-building.

Why it works: Cognitive effort per click matters more than click count. Users abandon when they lose confidence, not when they run out of patience for clicking.

Key insights:
- Each click should be painless, obvious, and confidence-building
- Three mindless clicks beat one click that requires deliberation
- Shallow nav with clear labels beats deep nav with vague ones

Product applications:

Context Application Example
Checkout flows Make each step obvious Clear step indicators with descriptive labels
Settings Clear categories over flat lists "Account > Security > Change password" (3 confident clicks)
Onboarding Small, clear steps Wizard with one clear action per step

Copy patterns:
- Progress indicators: "Step 2 of 4: Shipping details"
- Confirmations at each step: "Great, your email is verified. Now let's set up your profile."
- Clear link text: "View all running shoes" not "Click here"

Ethical boundary: Never use extra steps to bury cancellation flows — every click should move users toward their goal, not away from it.

3. Get Rid of Half the Words

Core concept: Remove half the words on each page, then half of what's left. Brevity makes useful content prominent and respects the user's time.

Key insights:
- Happy-talk ("Welcome to our website!") wastes space
- Instructions nobody reads should be removed
- "Please" and "Kindly" and polite fluff add noise
- Shorter pages mean less scrolling and faster scanning

Product applications:

Context Application Example
Landing pages Cut welcome copy, lead with value Remove "Welcome to..." paragraphs
Error messages State problem and fix, nothing more "Password too short (min 8 chars)"
Empty states Action-oriented, minimal "No results. Try a different search."

Copy patterns:
- Before: "Please kindly note that you will need to enter your password in order to proceed to the next step." → After: "Enter your password to continue."
- Before: "We've received your message and will get back to you as soon as possible." → After: "Message sent. We'll reply within 24 hours."

Ethical boundary: Brevity must not omit critical information — concise disclosures for pricing, terms, and data usage are a user right.

4. The Trunk Test

Core concept: Drop a user on any random page (like being released from a car trunk at a random spot) — they should instantly answer six orientation questions: What site is this? What page? What are the major sections? What are my options here? Where am I in the hierarchy? Where's search?

Why it works: Good navigation gives constant orientation. Users who can't tell where they are feel lost and leave.

Apply it as the navigation check: page titles must match the link the user clicked, a "you are here" indicator (highlighted nav item, bold breadcrumb) must be present, and section headings must orient ("Your Account > Billing" not just "Settings").

Ethical boundary: Navigation labels must honestly represent site structure — never use misleading labels to funnel users into marketing pages.

See: references/krug-principles.md when running the Trunk Test or designing navigation — it maps each of the six questions to the page element that answers it, plus breadcrumb and permanent-navigation rules.

Nielsen's 10 Usability Heuristics

1. Visibility of System Status

Keep users informed through timely feedback. Every action needs acknowledgment — progress bars for uploads, confirmations for submissions, skeleton screens for loading. Silent failures destroy trust. Copy pattern: "Saving..." → "Saved".

2. Match Between System and Real World

Speak users' language: "Sign in" not "Authenticate", "Search" not "Query." Follow real-world metaphors (trash bin, shopping cart) and natural ordering (street → city → state → zip).

3. User Control and Freedom

Provide clear "emergency exits." Undo beats "Are you sure?" dialogs — users click through confirmations without reading. Every flow needs cancel/exit, and back buttons must never break.

4. Consistency and Standards

Same words, styles, and behaviors mean the same thing throughout. Internal consistency (your app) plus external consistency (platform conventions: logo top-left, search top-right). One term per concept — "Projects" everywhere, never mixed with "Workspaces."

5. Error Prevention

Prevent problems before they occur: constrained inputs (date pickers over text fields), autocomplete, sensible defaults, "unsaved changes" warnings. Slips (accidental wrong action) and mistakes (wrong intention) need different prevention.

6. Recognition Rather Than Recall

Minimize memory load — show options, don't require memorization. Breadcrumbs, recent searches, pre-filled fields, dropdowns with decoded values. Working memory holds ~7 items; recognition is far easier than recall.

7. Flexibility and Efficiency of Use

Serve both novices and experts: keyboard shortcuts, bulk actions, saved searches, command palettes (Cmd+K). Progressive disclosure keeps it simple for beginners while experts access full power.

8. Aesthetic and Minimalist Design

Every element must earn its place — when everything screams for attention, nothing stands out. Show what matters now, hide what doesn't. One primary CTA per page.

9. Help Users Recognize, Diagnose, and Recover from Errors

Error messages need three parts: what happened, why, and how to fix it. Plain language ("Connection failed" not "ECONNREFUSED"), specific ("Password must be 8+ characters" not "Invalid"), never blame the user, preserve their input.

10. Help and Documentation

Help should be searchable, task-focused ("How to..." not technical reference), and contextual (tooltips, inline hints, guided tours).

See: references/nielsen-heuristics.md when auditing against a specific heuristic — it expands each of the 10 into good-implementation / common-violation / severity tables with copy patterns and ethical boundaries.

Severity Rating Scale

Rate each issue found in an audit:

Severity Rating Description Priority
0 Not a problem Disagreement, not usability issue Ignore
1 Cosmetic Minor annoyance, low impact Fix if time
2 Minor Causes delay or frustration Schedule fix
3 Major Significant task failure Fix soon
4 Catastrophic Prevents task completion Fix immediately

Weigh three factors: frequency (how often it occurs), impact (how severe when it occurs), persistence (one-time or ongoing).

See: references/audit-template.md when running a full heuristic evaluation — a structured per-screen template that captures issues, severity, and recommended fixes in a consistent format.

Common Mistakes

Mistake Why It Fails Fix
Mystery meat navigation Icons without labels force guessing Add text labels alongside icons
Too many choices Decision paralysis slows users Reduce to 7 plus/minus 2 items
No "you are here" indicator Users feel lost in the hierarchy Highlight current section in nav and breadcrumbs
No inline validation Submit, error, scroll cycle frustrates Validate on blur with specific messages
Unclear required fields Users confused about what's mandatory Mark optional fields, not required
Wall of text Nobody reads dense paragraphs Break up with headings, bullets, whitespace
Jargon in labels Users don't speak your internal language User-test all labels, use plain language
No loading indicators Users think the system is broken Show spinner, progress bar, or skeleton screen
Tiny tap targets Mobile users misclick constantly Minimum 44x44 px touch targets
Hover-only information Mobile and keyboard users miss it Don't hide critical info behind hover
No undo Users afraid to take any action Provide undo for all non-destructive actions
Poor error messages "Invalid input" tells users nothing Explain what's wrong and how to fix it
Low contrast text Unreadable for many users WCAG AA minimum (4.5:1 contrast)
Inconsistent nav location Users can't find navigation Fixed position, same place on every page
Broken back button Violates the browser contract Never hijack or break browser history

See: references/wcag-checklist.md when auditing accessibility (contrast, keyboard, screen-reader, focus) — a complete WCAG 2.1 AA checklist with testing tools. See references/cultural-ux.md when designing for global audiences — RTL layouts, color meanings, form/name/date conventions, and localization pitfalls.

Quick Diagnostic

Question If No Action
Can I tell what site/page this is immediately? Users are lost Add clear logo, page title, breadcrumbs
Is the main action obvious? Users don't know what to do Visual hierarchy, single primary CTA
Is the navigation clear? Users can't find their way Apply the Trunk Test, add "you are here" indicators
Can I find the search? Goal-driven users are blocked Visible search box in header
Does the system show what's happening? Users lose trust and re-click Loading states, confirmations, progress
Are error messages helpful? Users get stuck Plain language with a specific fix
Can users undo or go back? Users are afraid to act Undo, cancel, and back options everywhere
Does it work without hover? Mobile/keyboard users excluded Visible alternatives to hover interactions
Are all interactive elements labeled? Users guess at icons Text labels or descriptive tooltips
Does anything make me stop and think "huh?" Cognitive load too high Simplify — if it needs explanation, redesign it

Heuristic Conflicts

Heuristics sometimes contradict each other. When they do:
- Simplicity vs. Flexibility: use progressive disclosure
- Consistency vs. Context: consistent patterns, contextual prominence
- Efficiency vs. Error Prevention: prefer undo over confirmation dialogs
- Discoverability vs. Minimalism: primary actions visible, secondary hidden

See: references/heuristic-conflicts.md when two heuristics pull in opposite directions and the four rules above don't settle it — resolution frameworks with worked trade-off examples.

Dark Patterns Recognition

Dark patterns violate heuristics deliberately to manipulate users: forced continuity (hard to cancel), roach motel (easy in, hard out), confirmshaming (guilt-based options), hidden costs (surprise fees at checkout).

See: references/dark-patterns.md when you suspect a design manipulates rather than serves users — the complete taxonomy, ethical alternatives, and relevant regulations.

When to Use Each Method

Method When Time Findings
Heuristic evaluation Before user testing 1-2 hours Major violations
User testing After heuristic fixes 2-4 hours Real behavior
A/B testing When optimizing Days-weeks Statistical validation
Analytics review Ongoing 30 min Patterns and problems

Further Reading

Based on usability principles developed by Steve Krug and Jakob Nielsen:

  • "Don't Make Me Think, Revisited" by Steve Krug
  • "Rocket Surgery Made Easy" by Steve Krug (DIY usability testing)
  • "10 Usability Heuristics for User Interface Design" by Jakob Nielsen (Nielsen Norman Group)

About the Author

Steve Krug is a usability consultant whose Don't Make Me Think (2000, revised 2014) is the most widely read book on web usability. He demonstrated that usability testing doesn't require a lab or large budget — just watching a few real users try to accomplish tasks.

Jakob Nielsen, PhD is co-founder of the Nielsen Norman Group and author of the 10 Usability Heuristics (1994), still the most-used framework for heuristic evaluation worldwide. The New York Times called him "the guru of Web page usability."

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产品易用性启发式诊断与改进|简诗 AI怎么安装?

在支持 Skills 的客户端里执行:skillhub install user_fccf428b/ux-heuristics。安装方式为未标注。装完刷新技能列表或重开客户端。

产品易用性启发式诊断与改进|简诗 AI支持哪些客户端?

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