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Job-Yang/jobyang-ai-skills

Job Yang's AI Agent Skills: writing, video reading, and reusable agent workflows.

Writing

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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skills/cuihuo/SKILL.md

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skills/engineering-docs/SKILL.md

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View on GitHubAdd to my skills

Verified commit 828caf477dfaae5fbe14596116d5cb93f9046167

100GitHub stars
Not availablestars in 7 days
15skills in this repository
2commits in 30 days

Heat

Insufficient history

Not enough history yet to measure heat. It appears after a few days of data.

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Nov 2, 2026Nov 6, 2026101

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

cuihuo

When your agent uses it

淬火 - 观点淬硬引擎，一套文风，两种产物。产物一「想法硬文」：把一个技术观点直抒胸臆写成对外发布的专业硬文，给同行看，观点大于行文、平实克制、精确概念直接说不套比喻、一节只讲一个观点讲清就走绝不车轱辘话、篇幅服从观点不凑字数、姿态平视不宣称，适合发朋友圈接受专业人士考验。产物二「锻造手记」：把一个想法或一篇文章提炼成 120 字以内的平实短思考，沉淀进个人笔记文档。触发词：写想法文、写硬文、直抒胸臆、观点文、淬火、观点淬硬、专业硬文、去AI味写、删车轱辘话、一节一观点；以及 记一笔、锻造手记、AI思考。DO NOT USE WHEN：技术调研/把新东西讲透（走 feynman-explainer）；天马行空畅想文如 Token 战争、AGI 畅想（走 tangshan-style 汤山体）；纯翻译、纯润色。

What it loads into context

Frontmatter

303 tokens

Always available to the agent

SKILL.md

8,541 tokens

When the skill is activated

Reference documents

1,220 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. 这个技能是什么
  2. 内容生态定位（先分清这篇归不归淬火管）
  3. 文风法则（两种产物通用，这是灵魂）
  4. 标题红线（最高优先级之一，出稿前必查，踩一条就重起标题）
  5. 比喻红线（最高优先级之一，出稿前必查，踩一条就回去改）
  6. 用词精准红线（最高优先级之一，出稿前必查，踩一条就改）
  7. 引用呈现红线（交付带引用的硬文时必守）
  8. 数据可视化建议（有强对比数据时主动提）
  9. 篇幅原则（硬规则）
  10. 反车轱辘话红线（最高优先级，出稿前逐节逐句必查，这是淬火纯粹性的命根）
  11. 去 AI 味红线（写完逐条过一遍，踩中即打回重写）
  12. 产物一：想法硬文 · 写作流程
  13. 产物二：锻造手记 · 完整规则
  14. 与其他写作技能的边界

Files

  • README.en.mddoc2,327 bytes
  • README.mddoc2,297 bytes
  • SKILL.mdcore28,296 bytes
Read SKILL.md

# 淬火 · 观点淬硬引擎

## 这个技能是什么

对外做技术输出时的写作引擎。核心信念一句话：**靠观点、靠想法赢得同行的尊重，技术是本质，行文是载体。** 所以一切规则都服务于一个目的——**让"说了什么"盖过"读起来怎么样"**。

**一套文风，两种产物**：

| 产物 | 目的 | 篇幅 | 用途 |
|---|---|---|---|
| **想法硬文** | 把一个技术观点扎进读者脑子 | **不设上下限，服从观点** | 对外发布、发朋友圈、求职背书 |
| **锻造手记** | 把一个想法/一篇文章提炼成精华 | **≤120 字** | 沉淀进个人笔记文档 |

两种产物共用下面同一套「文风法则」和「去 AI 味红线」，只在篇幅和结构上分档。
View the complete source on GitHub

Skills included

  • cuihuo
  • engineering-docs
  • feynman-explainer
  • haohao-eval
  • haohao-shuohua
  • opportunity-radar
  • opportunity-scorecard
  • outside-view
  • png-compress
  • product-brief
  • sansi-erhouxing
  • style-compass
  • tangshan-style
  • vdd
  • video-reader

Repository facts

License
MIT
Created
Aug 7, 2026
Last pushed
Nov 6, 2026
Forks
5
Open issues
0
Project activity
Active

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 7, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

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skills/cuihuo/README.en.md

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skills/engineering-docs/README.en.md

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skills/engineering-docs/README.md

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skills/engineering-docs/assets/diagram-templates/gallery/organization.svg

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  • Network accessline 12
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    "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 4
    <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/svg" version="1.1"><title>150ms 内的比例为 70% 与 87.5%</title><desc>同一组延迟样本｜F(x)=样本中不超过 x 的比例；阶梯不做平滑。</desc>
  • Network accessline 5
    <metadata>   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">    <cc:Work>
  • Network accessline 6
    <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
  • Network accessline 7
    <cc:Work>     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>     <dc:format>image/svg+xml</dc:format>
  • Network accessline 8
    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
  • Network accessline 10
    <dc:creator>      <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>
  • Network accessline 11
    <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>      </cc:Agent>
  • Network accessline 12
    <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>

skills/engineering-docs/assets/visual-examples/gallery/17-boxplot.svg

  • Network accessline 1
    <?xml version="1.0" encoding="utf-8" standalone="no"?> <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 2
    <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"> <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/sv
  • Network accessline 3
    "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 4
    <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/svg" version="1.1"><title>候选的中位数更低，尾部仍需观察</title><desc>同一组延迟样本｜箱体 Q1–Q3；须为 1.5 IQR 内最远观测值；每组 n=40。</des
  • Network accessline 5
    <metadata>   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">    <cc:Work>
  • Network accessline 6
    <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
  • Network accessline 7
    <cc:Work>     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>     <dc:format>image/svg+xml</dc:format>
  • Network accessline 8
    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
  • Network accessline 10
    <dc:creator>      <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>
  • Network accessline 11
    <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>      </cc:Agent>
  • Network accessline 12
    <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>

skills/engineering-docs/assets/visual-examples/gallery/18-scatter.svg

  • Network accessline 1
    <?xml version="1.0" encoding="utf-8" standalone="no"?> <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 2
    <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"> <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/sv
  • Network accessline 3
    "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 4
    <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/svg" version="1.1"><title>输入更大时，耗时通常也更高</title><desc>独立合成样本 n=12｜每点为一次任务；共变关系不能证明因果。</desc>
  • Network accessline 5
    <metadata>   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">    <cc:Work>
  • Network accessline 6
    <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
  • Network accessline 7
    <cc:Work>     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>     <dc:format>image/svg+xml</dc:format>
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    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
  • Network accessline 10
    <dc:creator>      <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>
  • Network accessline 11
    <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>      </cc:Agent>
  • Network accessline 12
    <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>

skills/engineering-docs/assets/visual-examples/gallery/19-heatmap.svg

  • Network accessline 1
    <?xml version="1.0" encoding="utf-8" standalone="no"?> <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 2
    <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"> <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/sv
  • Network accessline 3
    "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
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    <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/svg" version="1.1"><title>区域 B 在中段出现更高利用率</title><desc>独立合成数据｜5 分钟均值；全图共享 0–100% 色标，NA 表示缺测。</desc>
  • Network accessline 5
    <metadata>   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">    <cc:Work>
  • Network accessline 6
    <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
  • Network accessline 7
    <cc:Work>     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>     <dc:format>image/svg+xml</dc:format>
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    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
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    <dc:creator>      <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>
  • Network accessline 11
    <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>      </cc:Agent>
  • Network accessline 12
    <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>

skills/engineering-docs/assets/visual-examples/gallery/20-composition.svg

  • Network accessline 1
    <?xml version="1.0" encoding="utf-8" standalone="no"?> <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 2
    <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"> <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/sv
  • Network accessline 3
    "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 4
    <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/svg" version="1.1"><title>总量从 100 降至 75 MiB</title><desc>独立合成数据｜类别互斥，堆叠长度为绝对量；段内直接标值。</desc>
  • Network accessline 5
    <metadata>   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">    <cc:Work>
  • Network accessline 6
    <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
  • Network accessline 7
    <cc:Work>     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>     <dc:format>image/svg+xml</dc:format>
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    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
  • Network accessline 10
    <dc:creator>      <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>
  • Network accessline 11
    <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>      </cc:Agent>
  • Network accessline 12
    <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>

skills/engineering-docs/assets/visual-examples/gallery/21-waterfall.svg

  • Network accessline 1
    <?xml version="1.0" encoding="utf-8" standalone="no"?> <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 2
    <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"> <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/sv
  • Network accessline 3
    "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
  • Network accessline 4
    <svg xmlns:xlink="http://www.w3.org/1999/xlink" width="489.6pt" height="374.4pt" viewBox="0 0 489.6 374.4" xmlns="http://www.w3.org/2000/svg" version="1.1"><title>三个增减项解释净减少 25 MiB</title><desc>独立合成数据｜100 − 20 − 8 + 3 = 75 MiB；负值减少，正值增加。</d
  • Network accessline 5
    <metadata>   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">    <cc:Work>
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    <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
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    <cc:Work>     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>     <dc:format>image/svg+xml</dc:format>
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    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
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    <dc:creator>      <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>
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    <cc:Agent>       <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>      </cc:Agent>
  • Network accessline 12
    <dc:title>Matplotlib v3.9.4, https://matplotlib.org/</dc:title>

skills/engineering-docs/assets/visual-examples/render_charts.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/engineering-docs/assets/visual-examples/render_diagrams.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Network accessline 106
    'refX="8" refY="5" markerWidth="7" markerHeight="7" '                             f'orient="auto">{shape}</marker>')         svg = (f'<svg xmlns="http://www.w3.org/2000/svg" width="680" '
  • Network accessline 107
    f'orient="auto">{shape}</marker>')         svg = (f'<svg xmlns="http://www.w3.org/2000/svg" width="680" '                f'height="{self.height}" viewBox="0 0 680 {self.height}" role="img">'
  • Network accessline 108
    svg = (f'<svg xmlns="http://www.w3.org/2000/svg" width="680" '

skills/engineering-docs/references/diagram-guidance.md

  • Network accessline 437
    - [C4 diagrams](https://c4model.com/diagrams)
  • Network accessline 438
    - [C4 notation](https://c4model.com/diagrams/notation)
  • Network accessline 439
    - [C4 diagram review checklist](https://c4model.com/diagrams/checklist)
  • Network accessline 440
    - [arc42 overview](https://arc42.org/overview)
  • Network accessline 441
    - [Microsoft Azure Well-Architected: Architecture design diagrams](https://learn.microsoft.com/en-gb/azure/well-architected/architect-role/design-diagrams)
  • Network accessline 442
    - [Mermaid sequence diagrams](https://mermaid.js.org/syntax/sequenceDiagram.html)
  • Network accessline 443
    - [Mermaid Gantt diagrams](https://mermaid.js.org/syntax/gantt.html)
  • Network accessline 444
    - [PlantUML Gantt diagrams](https://plantuml.com/gantt-diagram)

skills/engineering-docs/references/diagram-sources.md

  • Network accessline 5
    | 来源 | 采用的方法 | 适用边界 | | --- | --- | --- | | [C4 notation](https://c4model.com/diagrams/notation) | 抽象层次、元素类型、职责、关系、图例；符号与工具独立 | C4 不要求所有图都是同一套蓝灰方框 |
  • Network accessline 6
    | --- | --- | --- | | [C4 notation](https://c4model.com/diagrams/notation) | 抽象层次、元素类型、职责、关系、图例；符号与工具独立 | C4 不要求所有图都是同一套蓝灰方框 | | [Carbon chart anatomy](https://carbondesignsystem.com/data-visualization/chart-anatomy/) | 标题、轴、标注、图例构成明确阅读层级 |
  • Network accessline 7
    | [C4 notation](https://c4model.com/diagrams/notation) | 抽象层次、元素类型、职责、关系、图例；符号与工具独立 | C4 不要求所有图都是同一套蓝灰方框 |
  • Network accessline 8
    | [Carbon chart anatomy](https://carbondesignsystem.com/data-visualization/chart-anatomy/) | 标题、轴、标注、图例构成明确阅读层级 | 根据图的任务裁剪，不复制仪表盘全部控件 |
  • Network accessline 9
    | [Carbon palettes](https://carbondesignsystem.com/data-visualization/color-palettes/) | 分类、顺序、发散与告警颜色分开使用 | 具体色值是设计选择，不是通用正确答案 |
  • Network accessline 10
    | [Carbon Gantt](https://carbondesignsystem.com/data-visualization/gantt-charts/) | 左侧任务信息与右侧时间条对齐 | 该规范页并不表示 carbon-charts 已有甘特组件 |
  • Network accessline 11
    | [Mermaid sequence](https://mermaid.js.org/syntax/sequenceDiagram.html) | 生命线、箭头、alt/opt/loop/par 等交互表达 | 当前文档含版本限定语法；实际渲染版本必须核对 |
  • Network accessline 12
    | [Mermaid Gantt](https://mermaid.js.org/syntax/gantt.html) | after、时间区间、milestone、crit 与 excludes | crit 不计算关键路径，排除日期会影响显示跨度 |
  • Network accessline 13
    | [WCAG text contrast](https://www.w3.org/WAI/WCAG22/Understanding/contrast-minimum.html) | 常规文字 4.5:1、大字 3:1 的对比要求 | 大字按规范字号定义，不把所有加粗文字都算大字 |
  • Network accessline 14
    | [WCAG non-text contrast](https://www.w3.org/WAI/WCAG22/Understanding/non-text-contrast.html) | 理解内容所必需图形的相邻色对比通常至少 3:1 | 装饰线条与承载语义的边界分开判断 |
  • Network accessline 15
    | [NIST histogram](https://www.itl.nist.gov/div898/handbook/eda/section3/histogra.htm) | 分布、偏度、离群、多峰及频数/密度 | 不等宽 bin 时不能直接用高度比较频数 |
  • Network accessline 16
    | [NIST box plot](https://www.itl.nist.gov/div898/handbook/eda/section3/boxplot.htm) | 中位数、四分位、须线与离群点 | 须线存在不同约定，必须说明采用哪一种 |
  • Network accessline 17
    | [Matplotlib cumulative distributions](https://matplotlib.org/stable/gallery/statistics/histogram_cumulative.html) | 精确 ECDF 与累计直方图的区别 | 累计直方图受分箱影响，只是近似 |
  • Network accessline 18
    | [Matplotlib colormap reference](https://matplotlib.org/stable/gallery/color/colormap_reference.html) | 感知亮度、分类/顺序/发散/循环色图 | 不用彩虹色制造不存在的断层或热点 |
  • Network accessline 19
    | [Datawrapper：图中的文字](https://blog.datawrapper.de/text-in-data-visualizations/) | 直接标注、单位就近、文字层级、减少多行居中与旋转标签 | 新闻图的语气不直接套给工程图；精确术语与条件仍需保留 |
  • Network accessline 20
    | [Seaborn aesthetics](https://seaborn.pydata.org/tutorial/aesthetics.html) | 分离样式与载体尺寸，弱化辅助轴线与网格 | 默认主题不替代图型选择、标注和语义验证 |
  • Network accessline 21
    | [Seaborn 0.13.2 rcmod 源码](https://github.com/mwaskom/seaborn/blob/v0.13.2/seaborn/rcmod.py) | style、context、palette 分别映射到 Matplotlib rcParams | 采用分层配置思路，不把调用同一底座说成自研统计渲染 |
  • Network accessline 22
    | [Graphviz clusters 样例](https://www.graphviz.org/Gallery/directed/cluster.html) | 用真实分组参与自动布局，样式与节点关系分开 | 一个默认布局不代表该引擎的最佳效果，仍需端口、层级与渲染核对 |
  • Network accessline 23
    | [Heer 与 Bostock，CHI 2010](https://idl.cs.washington.edu/papers/crowdsourcing-graphical-perception/) | 用受控任务评估视觉编码，并研究尺寸与网格影响 | 人类实验结论不能用作模型审美评分的效度认证 |

skills/engineering-docs/references/process-modeling.md

  • Network accessline 100
    - [Camunda：可读流程模型](https://docs.camunda.io/docs/components/best-practices/modeling/creating-readable-process-models/)：明确命名、成功主路径、对称逻辑块、减少交叉和按需使用泳道。它包含可读性建议，并非每条都属于 BPMN 语法硬约束。
  • Network accessline 101
    - [OMG BPMN 2.0.2](https://www.omg.org/spec/BPMN/2.0.2/About-BPMN)：活动、事件、网关、pool、lane 及连接语义。
  • Network accessline 102
    - [OMG DMN](https://www.omg.org/dmn/)：决策与规则表达。
  • Network accessline 103
    - [Graphviz dot](https://graphviz.org/docs/layouts/dot/)：有向图分层布局与交叉控制。
  • Network accessline 104
    - [ELK Layered](https://eclipse.dev/elk/reference/algorithms/org-eclipse-elk-layered.html)：分层、端口和边路由。

skills/engineering-docs/scripts/artifact_io.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 524
    [Credential-related source omitted]

skills/engineering-docs/scripts/engineering_docs.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/engineering-docs/scripts/render_templates.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Network accessline 122
    or min(a["y"]+2,b["y"]+2) <= max(a["y"]-a["size"],b["y"]-b["size"]),                       f"Text labels overlap: {a['text']} / {b['text']}")         svg = (f'<svg xmlns="http://www.w3.org/2000/svg" width="680" height="{self.height}" '
  • Network accessline 123
    f"Text labels overlap: {a['text']} / {b['text']}")         svg = (f'<svg xmlns="http://www.w3.org/2000/svg" width="680" height="{self.height}" '                f'viewBox="0 0 680 {self.height}" role="img"><title>{html.escape(self.spec["titl
  • Network accessline 124
    svg = (f'<svg xmlns="http://www.w3.org/2000/svg" width="680" height="{self.height}" '

skills/engineering-docs/tests/test_engineering_docs.py

  • Executable scriptline 1
    Executable file

skills/engineering-docs/tests/test_render_templates.py

  • Executable scriptline 1
    Executable file

skills/feynman-explainer/README.en.md

  • Network accessline 27
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/feynman-explainer/README.md

  • Network accessline 25
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/haohao-eval/scripts/build_labels.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/haohao-eval/scripts/build_seed.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/haohao-eval/scripts/fit_weights.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/haohao-eval/scripts/loop.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 110
    [Credential-related source omitted]
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    [Credential-related source omitted]

skills/haohao-eval/scripts/scorer.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/haohao-eval/scripts/test_loop.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 74
    [Credential-related source omitted]
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    [Credential-related source omitted]

skills/haohao-shuohua/README.en.md

  • Network accessline 36
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/haohao-shuohua/README.md

  • Network accessline 20
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/opportunity-radar/scripts/artifact_io.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 524
    [Credential-related source omitted]

skills/opportunity-scorecard/scripts/artifact_io.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 524
    [Credential-related source omitted]

skills/opportunity-scorecard/scripts/score.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 150
    [Credential-related source omitted]
  • Access to secretsline 231
    [Credential-related source omitted]
  • Access to secretsline 236
    [Credential-related source omitted]

skills/outside-view/references/methods.md

  • Network accessline 98
    - **Adaptive-RAG**：按问题复杂度在不检索、单步检索和多步检索之间选择。   https://aclanthology.org/2024.naacl-long.389/
  • Network accessline 99
    https://aclanthology.org/2024.naacl-long.389/
  • Network accessline 100
    - **Self-RAG**：固定加入检索结果可能降低效果，需要按需检索并检查支持度。   https://openreview.net/forum?id=hSyW5go0v8 - **Sufficient Context**：区分“模型没用好材料”和“材料本身不足”，证据不足时克制回答。
  • Network accessline 101
    https://openreview.net/forum?id=hSyW5go0v8
  • Network accessline 102
    - **Sufficient Context**：区分“模型没用好材料”和“材料本身不足”，证据不足时克制回答。   https://openreview.net/forum?id=Jjr2Odj8DJ - **Astute RAG**：检索结果可能不完整、误导或互相冲突，需要带来源意识地整合。
  • Network accessline 103
    https://openreview.net/forum?id=Jjr2Odj8DJ
  • Network accessline 104
    - **Astute RAG**：检索结果可能不完整、误导或互相冲突，需要带来源意识地整合。   https://arxiv.org/abs/2410.07176 - **SIFT**：暂停、调查来源、寻找更可靠覆盖，把主张追溯到原始语境。
  • Network accessline 105
    https://arxiv.org/abs/2410.07176
  • Network accessline 106
    - **SIFT**：暂停、调查来源、寻找更可靠覆盖，把主张追溯到原始语境。   https://nic.pressbooks.pub/delvingintowriting/chapter/sift-method/ - **Analysis of Competing Hypotheses**：并列合理解释，重视反证和能区分解释的证据。后续研究指出 ACH 缺少充分实证支持，因此这里只把它用作检查假设的脚手架。
  • Network accessline 107
    https://nic.pressbooks.pub/delvingintowriting/chapter/sift-method/
  • Network accessline 108
    - **Analysis of Competing Hypotheses**：并列合理解释，重视反证和能区分解释的证据。后续研究指出 ACH 缺少充分实证支持，因此这里只把它用作检查假设的脚手架。   https://www.nationalacademies.org/read/13062/chapter/8   https://www.tandfonline.com/doi/full/10.1080/08850607.2023.2243803
  • Network accessline 109
    https://www.nationalacademies.org/read/13062/chapter/8
  • Network accessline 110
    https://www.tandfonline.com/doi/full/10.1080/08850607.2023.2243803
  • Network accessline 111
    - **GRADE**：从偏差风险、不一致、间接性、不精确和发表偏差等维度评价证据确定性。   https://training.cochrane.org/handbook/current/chapter-14 - **Value of Information**：额外信息可能改善决定，且收益高于获取成本和延误时，才值得继续收集。
  • Network accessline 112
    https://training.cochrane.org/handbook/current/chapter-14
  • Network accessline 113
    - **Value of Information**：额外信息可能改善决定，且收益高于获取成本和延误时，才值得继续收集。   https://www.pmi.org/learning/library/decision-analysis-approaches-project-value-3735 - **搜索饱和与 SAFE 停止启发式**：停止要平衡遗漏风险和继续筛选成本。
  • Network accessline 114
    https://www.pmi.org/learning/library/decision-analysis-approaches-project-value-3735
  • Network accessline 115
    - **搜索饱和与 SAFE 停止启发式**：停止要平衡遗漏风险和继续筛选成本。   https://pmc.ncbi.nlm.nih.gov/articles/PMC10908130/ - **Outside View / Reference Class Forecasting**：估算从相似项目结果分布出发，再按当前差异调整。
  • Network accessline 116
    https://pmc.ncbi.nlm.nih.gov/articles/PMC10908130/
  • Network accessline 118
    https://www.tandfonline.com/doi/full/10.1080/09537287.2025.2578708

skills/png-compress-skill/README.en.md

  • Network accessline 50
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git
  • Network accessline 147
    - [TinyPNG: How does PNG compression work?](https://tinypng.com/)
  • Network accessline 148
    - [pngquant](https://pngquant.org/)
  • Network accessline 149
    - [Using pngquant in PHP](https://pngquant.org/php.html)
  • Network accessline 150
    - [Oxipng](https://github.com/shssoichiro/oxipng)
  • Network accessline 151
    - [QQ Music engineering: PNG compression comparison](https://cloud.tencent.com/developer/article/1034208)

skills/png-compress-skill/README.md

  • Network accessline 50
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git
  • Network accessline 147
    - [TinyPNG: How does PNG compression work?](https://tinypng.com/)
  • Network accessline 148
    - [pngquant](https://pngquant.org/)
  • Network accessline 149
    - [Using pngquant in PHP](https://pngquant.org/php.html)
  • Network accessline 150
    - [Oxipng](https://github.com/shssoichiro/oxipng)
  • Network accessline 151
    - [QQ 音乐技术团队：PNG 图片压缩对比分析](https://cloud.tencent.com/developer/article/1034208)

skills/png-compress-skill/SKILL.md

  • Dangerous shell operationline 125
    - Ubuntu:`sudo apt-get install pngquant` + `cargo install oxipng`(或下 GitHub release 二进制)

skills/png-compress-skill/compress.sh

  • Executable scriptline 1
    #!/usr/bin/env bash
  • Dangerous shell operationline 33
    echo "  Ubuntu: sudo apt-get install pngquant && cargo install oxipng"

skills/png-compress-skill/compress_images.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/png-compress-skill/tests/test_compress_images.py

  • Executable scriptline 1
    Executable file

skills/product-brief/scripts/artifact_io.py

  • Executable scriptline 1
    #!/usr/bin/env python3
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    [Credential-related source omitted]

skills/sansi-erhouxing/README.en.md

  • Network accessline 41
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/sansi-erhouxing/README.md

  • Network accessline 39
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/sansi-erhouxing/references/prior-art.md

  • Network accessline 9
    **原意**:改一处需要连带改好几处才能完成一个变更[[Shotgun surgery - Wikipedia]](https://en.wikipedia.org/wiki/Shotgun_surgery)。是《Refactoring》里列的 22 种坏味之一,原本讲代码,道理对文档一样成立。

skills/style-compass/README.md

  • Network accessline 119
    评审页为 `http://127.0.0.1:8823/index.html`。Agent 替换画板和设计清单，保留公共工作台，并维护阶段契约。

skills/style-compass/assets/review-framework/review-framework.js

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    let stored = null;     try {       const response = await fetch("/api/workflow", { cache: "no-store" });
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    try {       const response = await fetch("/api/workflow", { cache: "no-store" });       if (!response.ok) throw new Error("API unavailable");
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    const response = await fetch("/api/workflow", { cache: "no-store" });
  • Network accessline 1083
    async function loadContract() {     try {       const response = await fetch("/index.design.json", { cache: "no-store" });
  • Network accessline 1084
    try {       const response = await fetch("/index.design.json", { cache: "no-store" });       if (!response.ok) return;
  • Network accessline 1085
    const response = await fetch("/index.design.json", { cache: "no-store" });
  • Network accessline 1099
    state.workflow.updatedAt = new Date().toISOString();     try {       const response = await fetch("/api/workflow", {
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    try {       const response = await fetch("/api/workflow", {         method: "PATCH",
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    const response = await fetch("/api/workflow", {
  • Network accessline 1114
    async function loadComments() {     try {       const response = await fetch("/api/comments", { cache: "no-store" });
  • Network accessline 1115
    try {       const response = await fetch("/api/comments", { cache: "no-store" });       if (!response.ok) throw new Error("API unavailable");
  • Network accessline 1116
    const response = await fetch("/api/comments", { cache: "no-store" });
  • Network accessline 1127
    let stored = null;     try {       const response = await fetch("/api/comments", {
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    try {       const response = await fetch("/api/comments", {         method: "POST",
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    const response = await fetch("/api/comments", {
  • Network accessline 1149
    let updated = { ...state.comments[index], ...patch, updatedAt: new Date().toISOString() };     try {       const response = await fetch(`/api/comments/${encodeURIComponent(id)}`, {
  • Network accessline 1150
    try {       const response = await fetch(`/api/comments/${encodeURIComponent(id)}`, {         method: "PATCH",
  • Network accessline 1151
    const response = await fetch(`/api/comments/${encodeURIComponent(id)}`, {

skills/style-compass/references/audit-guide.md

  • Network accessline 74
    - [NN/g：认知走查](https://www.nngroup.com/articles/cognitive-walkthroughs/)：每步四个问题，适合新流程。
  • Network accessline 75
    - [NN/g：严重度评级](https://www.nngroup.com/articles/how-to-rate-the-severity-of-usability-problems/)：频率、影响、持续性；单人评级不可靠。
  • Network accessline 76
    - [impeccable 的批评流程](https://github.com/pbakaus/impeccable/blob/HEAD/plugin/skills/impeccable/reference/critique.md)：P0 到 P3 分级和“会不会找客服”的判断法。
  • Network accessline 77
    - [Scott Hurff：UI Stack](https://www.scotthurff.com/posts/why-your-user-interface-is-awkward-youre-ignoring-the-ui-stack/)：每屏的状态。

skills/style-compass/references/cjk-typography.md

  • Network accessline 68
    - [W3C 中文排版需求 clreq](https://www.w3.org/TR/clreq/)：行长、行距、中西文间距、标点。
  • Network accessline 70
    - Ant Design、TDesign、Arco Design、Semi Design 的字体与行高 token（14px 配 22px，行高等于字号加 8px）。 - 各字体仓库或官网的许可原文：Source Han、Noto CJK、霞鹜文楷、得意黑、HarmonyOS Sans、MiSans、OPPO Sans、阿里巴巴普惠体（官网无法渲染，读的是第三方转载的法律声明）。 - [fontTools subset 文档](https://fonttools.readth
  • Network accessline 71
    - 各字体仓库或官网的许可原文：Source Han、Noto CJK、霞鹜文楷、得意黑、HarmonyOS Sans、MiSans、OPPO Sans、阿里巴巴普惠体（官网无法渲染，读的是第三方转载的法律声明）。 - [fontTools subset 文档](https://fonttools.readthedocs.io/en/latest/subset/index.html)：默认保留的 OpenType 特性列表。 - 阿里云 Vibe Design 手册：中文界面
  • Network accessline 72
    - [fontTools subset 文档](https://fonttools.readthedocs.io/en/latest/subset/index.html)：默认保留的 OpenType 特性列表。

skills/style-compass/references/design-archive.md

  • Network accessline 83
    - [Google DESIGN.md 规范（alpha）](https://stitch.withgoogle.com/docs/design-md/specification/) 和官方检查工具 `@google/design.md`。
  • Network accessline 84
    - [Replit：DESIGN.md 与 tokens.json](https://docs.replit.com/design/design-md)。
  • Network accessline 85
    - [W3C 设计 token 格式（2025.10）](https://www.designtokens.org/)。
  • Network accessline 86
    - [Doshi 和 Hauser（2024）](https://www.science.org/doi/10.1126/sciadv.adn5290)、[Anderson 等（2024）](https://arxiv.org/abs/2402.01536)：AI 辅助与趋同。

skills/style-compass/references/interaction-guide.md

  • Network accessline 60
    python3 scripts/review_server.py --root <产物目录> --port 8823    # 给用户：http://127.0.0.1:8823/ux-proto-<屏>.html
  • Network accessline 61
    # 给用户：http://127.0.0.1:8823/ux-proto-<屏>.html
  • Network accessline 93
    - [Walker 等（2002）：低保真与高保真原型发现的问题](https://www.leilatakayama.org/downloads/Takayama.Prototypes_HFES2002_prepress.pdf)：两者数量相当；按任务测试时，28% 的问题是说法与用户想的不一致，17% 是看不出系统状态，只有 10% 关于美观。
  • Network accessline 94
    - [Scott Hurff：UI Stack](https://www.scotthurff.com/posts/why-your-user-interface-is-awkward-youre-ignoring-the-ui-stack/)：每屏的理想、空、加载、部分、错误状态及其过渡。
  • Network accessline 95
    - [NN/g：确认框](https://www.nngroup.com/articles/confirmation-dialog/)：只给严重后果，优先撤销。
  • Network accessline 96
    - [NN/g：认知走查](https://www.nngroup.com/articles/cognitive-walkthroughs/)：每步四个问题，任何一个“不能”就不通过；适合新流程。

skills/style-compass/references/structure-guide.md

  • Network accessline 64
    python3 scripts/review_server.py --root <产物目录> --port 8823    # 给用户：http://127.0.0.1:8823/wireframe-<屏名>.html
  • Network accessline 65
    # 给用户：http://127.0.0.1:8823/wireframe-<屏名>.html

skills/style-compass/references/visual-craft.md

  • Network accessline 147
    - [NN/G：四个网站的设计分析](https://www.nngroup.com/articles/why-does-a-design-look-good-part2/)提供构图、字体、图文和细节关系的案例；属于专家分析。
  • Network accessline 148
    - [Carbon：字体策略](https://carbondesignsystem.com/elements/typography/style-strategies/)、[颜色](https://carbondesignsystem.com/elements/color/usage/)、[按钮](https://carbondesignsystem.com/components/button/style/)、[动效](https://carbondesignsystem.c
  • Network accessline 149
    - [IBM：摄影](https://www.ibm.com/design/language/photography/overview/)说明图像的情境与表达目的；推广到插画与三维属于本技能建议。
  • Network accessline 150
    - Seckler 等（2015），DOI `10.1016/j.chb.2015.02.056`：本次方法整理只读到论文前两页预览，作者报告结构与颜色影响不同审美感受，不能推广特定色相或构图偏好。 - [Artificial Hivemind（2025）](https://arxiv.org/abs/2510.22954)：同一模型和不同模型在开放问题上都高度重复。 - [Meincke 等（2024）](https://arxiv.org/abs/2402.01727)：
  • Network accessline 151
    - [Artificial Hivemind（2025）](https://arxiv.org/abs/2510.22954)：同一模型和不同模型在开放问题上都高度重复。
  • Network accessline 152
    - [Meincke 等（2024）](https://arxiv.org/abs/2402.01727)：先列很多再挑大胆不同的提示策略，多样性接近人类小组；研究对象是产品创意，不是界面。
  • Network accessline 153
    - [Anderson 等（2024）](https://arxiv.org/abs/2402.01536)：趋同主要来自工具给不同用户推荐相似的东西，所以共用的风格库要轮换、要有新颖度预算。
  • Network accessline 154
    - [Dow 等（2010）](https://www.cs.cmu.edu/~spdow/files/PrototypingParallel-TOCHI10.pdf)：并行做多个原型比串行改一个，效果更好、更多样。
  • Network accessline 155
    - [Tohidi 等（CHI 2006）](https://www.billbuxton.com/rightDesign.pdf)：只给一个方案时评分虚高、批评变少。
  • Network accessline 156
    - [Wadinambiarachchi 等（CHI 2024）](https://arxiv.org/html/2403.11164)：构思时看生成图片会增加固着。
  • Network accessline 157
    - [Tuch 等（2012）](https://research.google/blog/users-love-simple-and-familiar-designs-why-websites-need-to-make-a-great-first-impression/)：低复杂度加高典型性的网站第一印象最好，陌生布局即使简单也被判得更丑。
  • Network accessline 158
    - [Style Tiles](https://styletil.es/)：介于情绪板和整页稿之间的风格切片。
  • Network accessline 159
    - [NN/g：用反应词评估视觉吸引力](https://www.nngroup.com/articles/microsoft-desirability-toolkit/)：词表不超过 25 个、打乱顺序、提前定目标词。
  • Network accessline 160
    - [OpenAI：用 GPT-5.4 设计前端](https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4)：品牌测试和“拒绝这些失败”清单。
  • Network accessline 161
    - [Design Arena：哪些设计会赢](https://notes.designarena.ai/how-openais-sol-finally-learned-design-taste/)：点名的 AI 设计气味；属于基准运营方的分析，未经同行评审。
  • Network accessline 162
    - [Material 3 Expressive 研究](https://design.google/library/expressive-material-design-google-research)：表现力能提升偏好，打破熟悉模式会伤害可用性。

skills/style-compass/scripts/artifact_io.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 524
    [Credential-related source omitted]

skills/style-compass/scripts/compare_variants.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Network accessline 101
    print(f"已生成对比页: {args.out}  (含 {len(items)} 个变体)")     print("提示:本地起 http server 后用浏览器打开截图评审,例如:")     print(f"  cd {out_dir} && python3 -m http.server 8799  →  http://127.0.0.1:8799/{out_base}")
  • Network accessline 103
    print(f"  cd {out_dir} && python3 -m http.server 8799  →  http://127.0.0.1:8799/{out_base}")

skills/style-compass/scripts/design_memory.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 65
    [Credential-related source omitted]

skills/style-compass/scripts/export_spec.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/style-compass/scripts/export_tokens.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/style-compass/scripts/lint_design.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/style-compass/scripts/review_server.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Network accessline 302
    print(f"[review-server] comments={data_file}")     print(f"[review-server] workflow={workflow_file}")     print(f"[review-server] url=http://{args.bind}:{args.port}/")
  • Network accessline 303
    print(f"[review-server] workflow={workflow_file}")     print(f"[review-server] url=http://{args.bind}:{args.port}/")     try:
  • Network accessline 304
    print(f"[review-server] url=http://{args.bind}:{args.port}/")

skills/style-compass/scripts/scaffold_review.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/style-compass/scripts/token_utils.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/style-compass/scripts/validate_review_workspace.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/style-compass/scripts/validate_stage_contract.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/style-compass/tests/test_scripts.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 89
    [Credential-related source omitted]
  • Network accessline 400
    page = """<!doctype html><html lang="zh-CN"><head> <link rel="stylesheet" href="review-framework/review-framework.css?v=5"> <link rel="stylesheet" href="https://example.com/remote.css">
  • Network accessline 401
    <link rel="stylesheet" href="review-framework/review-framework.css?v=5"> <link rel="stylesheet" href="https://example.com/remote.css"> <link rel="stylesheet" href="design/tokens.css">
  • Network accessline 402
    <link rel="stylesheet" href="https://example.com/remote.css">

skills/tangshan-style/README.en.md

  • Network accessline 29
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/tangshan-style/README.md

  • Network accessline 27
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/vdd/README.en.md

  • Network accessline 60
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/vdd/README.md

  • Network accessline 54
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/video-reader/README.md

  • Network accessline 21
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/video-reader/README.zh-CN.md

  • Network accessline 21
    git clone https://github.com/Job-Yang/jobyang-ai-skills.git

skills/video-reader/scripts/video_frames.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 29
    [Credential-related source omitted]
  • Access to secretsline 30
    [Credential-related source omitted]
  • Access to secretsline 31
    [Credential-related source omitted]

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Declared and executed: 2 facts
Signal confidence: 203 facts

and 153 more

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md skills/cuihuo/SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md skills/cuihuo/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skills/cuihuo/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skills/cuihuo/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skills/cuihuo/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md skills/cuihuo/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

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