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paper-to-course

将学术论文转换为交互式 HTML 课程 + Markdown 文档 + PPTX 演示文稿,一键生成全部三种输出

Install / Use

npx skills add KaguraTart/paper-to-course

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

64/100

Supported Platforms

Universal

Tags

Our assessment of paper-to-course

paper-to-course scores 64/100 on our quality scale, 118th of 186 Content & Media skills we index.

Its SKILL.md is 5.3 KB long, well organised into 14 sections with 6 code examples: a solid amount of guidance for an agent.

It has no GitHub stars yet, so there is no community track record; judge it on its content.

Substance
26/30
Structure
20/20
Description
8/15
Adoption
0/20
Freshness
11/15

Maintenance, license and trust

  • The repository was last updated about 6 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
  • Our last check on 2026-09-02 found the source still online.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 78/100, with 2 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.

Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

paper-to-course compared with similar skills

All 4 of these similar skills score higher than paper-to-course; compare them before choosing.

SkillScoreStarsUpdatedFormat
paper-to-course (this skill)by KaguraTart6406mo agoSKILL.md
siyuanby siyuan-note10046.5ktodayMCP Server
humanizerby blader9751.8k17d agoCLAUDE.md
triageby mattpocock97268.8ktodaySKILL.md
brainstormingby obra97291.0k2d agoSKILL.md

Frequently asked questions

How do I install paper-to-course?
Run npx skills add KaguraTart/paper-to-course. The install tabs above show the steps for each supported agent.
Which AI agents does paper-to-course work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is paper-to-course safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It declares no license and scores 78/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is paper-to-course still maintained?
The repository was last updated about 6 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.

name: paper-to-course description: 将学术论文转换为交互式 HTML 课程 + Markdown 文档 + PPTX 演示文稿,一键生成全部三种输出

Paper-to-Course Skill

将任意学术论文转换成交互式 HTML 课程 + Markdown 文档 + PPTX 演示文稿,一次调用自动生成全部三种输出。

使用方法

用户调用 skill 时传入 PDF 路径,skill 自动完成以下全部工作:

paper-to-course: /path/to/paper.pdf

无需额外指令,HTML + Markdown + PPTX 全部自动生成。

自动输出(三种同时生成)

| 输出 | 文件 | 说明 | |------|------|------| | HTML 课程 | index.html | 交互式单页,含时间线、对比表、公式拆解、对话动画、测验 | | Markdown 文档 | README.md | 纯文本版,保留表格/公式/代码 | | PPTX 演示文稿 | slides.pptx | 16 页组会汇报幻灯片 |

完整工作流(每次调用自动执行)

Step 0 — 验证论文内容(必须!)

在生成任何内容前,必须先读取 PDF 并验证论文主题。

这一步至关重要——如果论文主题与预期不符(如把自动驾驶安全论文误读成 CNN 架构论文),后续所有内容都会错误。

读取 PDF 后,必须提取并确认:

  • 标题:论文原标题
  • 作者/机构:论文作者和所属机构(可判断领域)
  • Abstract:摘要内容(核心发现一句话)
  • 关键词/CCS Concepts:论文的关键词(可判断研究领域)

然后向用户确认:

📄 论文主题确认
标题:<论文原标题>
作者:<作者>
摘要:<摘要前2-3句>
领域:<判断领域,如 CV/NLP/RL/安全等>

以上信息是否正确?如果论文主题不符,请告知我。

只有在用户确认或未提出异议后,才继续生成内容。

Step 1 — 读取论文

读取用户提供的 PDF 文件,提取论文内容:

  • Abstract / Introduction / Related Work / Method / Experiments / Conclusion
  • 核心贡献、方法细节、实验数据、对比方法

Step 2 — 生成课程目录结构

在课程目录(paper-to-course/[论文名]/)创建以下结构:

course-name/
├── _base.html          ← HTML 模板头部(从 references/ 复制)
├── _footer.html        ← HTML 模板尾部(从 references/ 复制)
├── build.sh           ← 打包脚本
├── slides-config.json ← PPTX 幻灯片配置(必须同时生成!)
├── modules/
│   ├── module-01.html  ← 问题与动机
│   ├── module-02.html  ← 发展脉络
│   ├── module-03.html  ← 主流方法对比
│   ├── module-04.html  ← 本文方法详解
│   ├── module-05.html  ← 实验与验证
│   └── module-06.html  ← 局限与展望
├── styles.css          ← 从 references/ 复制
└── main.js             ← 从 references/ 复制

Step 3 — 生成 HTML 模块

为每个模块生成 HTML 文件,使用设计系统 CSS class(禁止内联样式)。

6 个模块内容要点:

Module 1: 问题与动机

  • 背景问题与重要性
  • 现有方法的瓶颈(3-4 个具体问题)
  • 核心研究问题
  • 为什么这个问题值得研究

Module 2: 发展脉络

  • Literature Timeline 时间线(领域关键节点,含年份、方法、突破)
  • 与其他方法的关键区别

Module 3: 主流方法对比

  • Comparison Table(可交互,悬停显示详情)
  • 各方法优缺点卡片
  • 方法"对话"动画(Method Chat)

Module 4: 本文方法详解

  • Architecture Diagram(可点击组件查看描述)
  • 核心公式 Formula Breakdown(逐行通俗解释)
  • 关键组件协作对话

Module 5: 实验与验证

  • 主实验结果表格(数字精确到个位)
  • Ablation Diagram(消融实验可视化)
  • 分类型性能数据

Module 6: 局限与展望

  • 当前局限性(3-4 条)
  • 未来研究方向(3-5 条)
  • 核心贡献总结
  • 最终理解测验

Step 4 — 生成 PPTX 配置(必须!)

在课程目录生成 slides-config.json,内容为 16 页幻灯片配置:

{
  "title": "论文标题",
  "subtitle": "副标题 / 会议 / 年份",
  "slides": [
    { "type": "title", "title": "...", "subtitle": "...", "note": "" },
    { "type": "outline", "title": "汇报提纲", "items": ["...", "..."] },
    { "type": "content", "title": "研究背景", "layout": "cards-3", "cards": [...] },
    { "type": "timeline", "title": "发展脉络", "items": [...] },
    { "type": "table", "title": "Benchmark 对比", "headers": [...], "rows": [...], "highlightRows": [3] },
    { "type": "flow", "title": "方法流程", "steps": [...] },
    { "type": "bars", "title": "消融实验", "items": [...] },
    { "type": "stats", "title": "核心结果", "stats": [...] },
    { "type": "limitations", "title": "局限与展望", "limitations": [...], "futureWork": [...] },
    { "type": "summary", "title": "总结", "items": [...] }
  ]
}

slides-config.json 支持的 slide type:

| type | 说明 | 关键字段 | |------|------|---------| | title | 标题页 | title, subtitle, note | | outline | 提纲 | items[] | | content | 内容页 | title, layout (bullets/cards-2/cards-3/cards-4/steps/grid-2x2), cards[] 或 items[] | | flow | 流程页 | steps[] (含 num, title, subtitle, desc) | | table | 表格页 | headers[], rows[][], highlightRows[] | | bars | 柱状图页 | items[] (含 label, value, drop) | | stats | 大数字统计 | stats[] (含 value, label, color, big) | | formula | 公式页 | formula, lines[] (含 symbol, english) | | timeline | 时间线 | items[] (含 year, title, desc) | | summary | 总结页 | items[] (含 text, color) | | limitations | 双栏布局 | limitations[], futureWork[] |

Step 5 — 运行构建脚本

复制 CSS/JS 后执行:

cd paper-to-course/course-name
bash build.sh              # 生成 index.html
node scripts/build-all.js . # 自动生成 HTML + README.md + slides.pptx

设计规范

  • 暖色调"开发者笔记本"美学:米白背景 (#FAF7F2) + 珊瑚红强调色 (#D94F30)
  • 字体:Bricolage Grotesque (标题) + DM Sans (正文) + JetBrains Mono (公式/代码)
  • 所有样式通过 CSS class 引用,禁止内联 style 属性
  • 所有交互逻辑由 main.js 处理,模块 HTML 只写结构

文件结构

paper-to-course/
├── SKILL.md                     ← 本技能说明(本文档)
├── scripts/
│   ├── build-all.js           ← 统一流水线(HTML + MD + PPTX)
│   ├── generate-pptx.js       ← PPTX CLI 入口(通用,数据驱动)
│   ├── slides-builder.js      ← PPTX 核心构建器(支持所有 slide type)
│   └── html-to-md.js          ← HTML → Markdown 转换器
└── references/
    ├── styles.css              ← 完整设计系统
    ├── main.js                ← 交互引擎
    ├── _base.html             ← HTML 模板头部
    ├── _footer.html            ← HTML 模板尾部
    └── paper-elements.md       ← 7 种交互元素实现模式

交互元素参考

详见 references/paper-elements.md:

| 元素 | HTML class | 说明 | |------|-----------|------| | Formula Breakdown | formula-block | 公式逐行通俗解释 | | Literature Timeline | timeline-container | 领域发展时间线动画 | | Method Chat | chat-window / group-chat | 组件间"对话"动画 | | Comparison Table | comparison-table | 可交互对比表格 | | Ablation Diagram | ablation-container | 消融实验可视化 | | Quiz | quiz-container | 选择题理解测验 | | Glossary Tooltips | term | 术语悬停通俗解释 |

PPTX 风格

  • 背景:纯白 (#FFFFFF)
  • 标题栏:深炭灰 (#36454F)
  • 强调色:珊瑚红 (#D94F30)
  • 卡片背景:浅灰 (#F0F0F0)
  • 字体:Arial Black(标题)+ Calibri(正文)
  • 布局:16:9 宽屏

Related Skills

View on GitHub
GitHub Stars0
CategoryContent
Updated5mo ago
Forks0

Trust signals

78/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

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