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heuristic-evaluation启发式评估

Agent Skill

heuristic-evaluation 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

总安装

745

周安装

32

GitHub Stars

4

下载量

261
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

3

许可证

MIT

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:heuristic-evaluation(启发式评估)
来源仓库:https://github.com/abhsin/designskills
仓库路径:skills/heuristic-evaluation
安装命令:
npx skills add https://github.com/abhsin/designskills --skill heuristic-evaluation
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/abhsin/designskills --skill heuristic-evaluation

简介

用于查找、检索和筛选相关信息。

  • 适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词快速定位候选结果。
  • 通过 npx skills add 命令从指定 GitHub 仓库安装使用。
  • 安装前需确认权限范围、维护状态,避免触发联网或文件读写操作。
  • heuristic-evaluation 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

SKILL.md

Heuristic Evaluation

Systematic usability review using established principles.

When to Trigger

  • User shares a screenshot, mockup, or prototype
  • User asks for design feedback or review
  • User asks "what's wrong with this"
  • User wants to improve an interface
  • Before shipping user-facing changes

Quick Start

  1. Ask user to share the interface (screenshot, URL, or description)
  2. Ask: "Any specific flows or areas of concern?"
  3. Run evaluation using Nielsen's 10 (default) or requested framework

Core Workflow

Heuristic Evaluation Progress:
- [ ] Step 1: Capture interface context
- [ ] Step 2: Select evaluation framework
- [ ] Step 3: Evaluate against each heuristic
- [ ] Step 4: Score severity of issues
- [ ] Step 5: Prioritize recommendations

Step 1: Capture Context

Before evaluating, understand:

  • What is this? (App type, purpose)
  • Who uses it? (Target users, expertise level)
  • What task? (Primary user flow being evaluated)

If not provided, ask: "What are users trying to accomplish here?"

Step 2: Select Framework

Default: Nielsen's 10 Usability Heuristics

Alternatives (if user requests or context suggests):

  • Shneiderman's 8 Golden Rules — for interaction-heavy interfaces
  • Cognitive Walkthrough — for first-time user experience
  • Custom rubric — if user provides one

See references/frameworks.md for full framework details.

Step 3: Nielsen's 10 Evaluation

For each heuristic, identify violations:

#HeuristicWhat to look for
1Visibility of system statusLoading indicators, progress, confirmation, current state
2Match real worldFamiliar language, logical order, conventions from domain
3User control & freedomUndo, cancel, exit, back navigation, escape hatches
4Consistency & standardsSame words/actions mean same things, platform conventions
5Error preventionConfirmations for destructive actions, constraints, defaults
6Recognition over recallVisible options, contextual help, no memorization required
7Flexibility & efficiencyShortcuts, customization, accelerators for experts
8Aesthetic & minimalistNo irrelevant info, clear hierarchy, signal vs noise
9Help users with errorsPlain language errors, specific problem, constructive solution
10Help & documentationSearchable, task-focused, concise, accessible when needed

Step 4: Score Severity

Rate each issue found:

ScoreSeverityDescription
0Not a problemDisagreement with heuristic but not usability issue
1CosmeticFix only if time permits
2MinorLow priority, causes minor friction
3MajorHigh priority, significant impact on task completion
4CatastrophicMust fix before release, prevents task completion

Scoring factors:

  • Frequency: How often does user encounter this?
  • Impact: How much does it block the task?
  • Persistence: Can users work around it?

Step 5: Prioritize Output

Rank issues by: Severity × Frequency

Group into:

  1. Fix immediately (Severity 4, or Severity 3 + high frequency)
  2. Fix soon (Severity 3, or Severity 2 + high frequency)
  3. Fix later (Severity 1-2, low frequency)

Output Template

Automatically save the output to design/08-heuristic-evaluation.md using the Write tool while presenting it to the user.

## Heuristic Evaluation: [Interface Name]

**Evaluated**: [Date]
**Framework**: Nielsen's 10 Usability Heuristics
**Scope**: [Specific flow or screens evaluated]

### Summary
- Critical issues: [count]
- Major issues: [count]
- Minor issues: [count]

### Critical Issues (Fix Immediately)

#### Issue 1: [Brief description]
- **Heuristic violated**: #[number] — [name]
- **Location**: [Where in the interface]
- **Problem**: [What's wrong]
- **Impact**: [How it affects users]
- **Recommendation**: [How to fix]
- **Severity**: [0-4]

[Repeat for each critical issue]

### Major Issues (Fix Soon)
[Same format]

### Minor Issues (Fix Later)
[Same format, can be condensed to a table]

### Strengths Observed
- [What the interface does well]

### Next Steps
1. [Prioritized action]
2. [Prioritized action]

Adaptive Behavior

If user provides a screenshot:

  • Analyze visually
  • Call out specific elements by location
  • Be concrete: "The save button in the top right..." not "buttons should..."

If user describes interface:

  • Ask clarifying questions before evaluating
  • Focus on described pain points first

If user is designer:

  • Skip heuristic definitions
  • Use shorthand: "H4 violation" instead of explaining consistency

If user is developer:

  • Include implementation-aware suggestions
  • Note which fixes are quick wins vs architectural changes

Handoff

After presenting the evaluation, suggest:

"Use this report to prioritize fixes. Want me to help refine any screens based on these findings?"

Note: File is automatically saved to design/08-heuristic-evaluation.md for reference.

Integration Points

Works well with:

  • assumption-mapping — before building, question if the design addresses real needs
  • critique — for broader feedback beyond usability
  • accessibility-audit — for WCAG-specific evaluation

References

适合场景

01

用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

04

需要参考平台分布和安装热度时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

Claude Code

29.79%
按下载量换算78

Antigravity

21.5%
按下载量换算56

Codex

17.72%
按下载量换算46

OpenCode

12.03%
按下载量换算31

Gemini CLI

6.58%
按下载量换算17

windsurf

3.16%
按下载量换算8

安全审计

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可疑

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

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来源信息

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