Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add wvov7/course-revision-skills --skill closed-book-single-lecture-analysisgit clone --depth 1 https://github.com/wvov7/course-revision-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/wvov7/course-revision-skills/closed-book-single-lecture-analysis)<a href="https://agentmods.dev/skills/wvov7/course-revision-skills/closed-book-single-lecture-analysis"><img src="https://agentmods.dev/badge/skills/wvov7/course-revision-skills/closed-book-single-lecture-analysis/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/wvov7/course-revision-skills/closed-book-single-lecture-analysis"><img src="https://agentmods.dev/badge/skills/wvov7/course-revision-skills/closed-book-single-lecture-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00060 | $0.00826 |
| Opus 5 | $0.00030 | $0.00413 |
| Sonnet 5 | $0.00012 | $0.00165 |
| Haiku 4.5 | $0.00006 | $0.00083 |
Grade A, and why
closed-book-single-lecture-analysis scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Closed-Book Single-Lecture Analysis
闭卷考试单课件深入分析。对指定 lecture 进行完整覆盖、逻辑重组与分级深度阐述。
Applicability
- 闭卷复习中对单讲或多讲进行系统性学习
- 课件含公式、推导、图示，需图文联合解析
- 支持分批执行：完成指定讲次后，按用户指令继续后续讲次
Output Contract
默认输出 Markdown，命名由用户指定，推荐 <Course>_L<n>_analysis.md。
结构模板：
## 1. Overview
- Core problem statement
- Reordered logic flow: A → B → C
## 2. Topic Analysis
### [Core] Topic name
- Source definitions and key terms (verbatim from slides)
- Conceptual explanation
- Formulas and symbol definitions (if applicable)
- Prerequisite and successor relations
- Typical exam applications
### [Auxiliary] Topic name
- Brief definition
- Role within the lecture scope
## 3. Review questions
（3 items）
英方课程：关键术语保留英文，格式 中文（English）。
Depth Rules
| Occurrence in slides | Treatment |
|---|---|
| Multiple pages, repeated, with derivations | Full analysis |
| Single page, mentioned once | Concise summary |
零遗漏：辅助知识点可短，但不得删除。
Workflow
1. Slide inspection
- 读取用户指定的 PDF/PPT
- 稀疏页、图示页、公式页须渲染或 OCR，不得仅依赖文本层
- 统计各概念页码跨度与出现频次
2. Logic reordering
- 打破原始 Slide 页序
- 按由浅入深、因果链或架构层次重组
- 正文不得按
Slide 1 / Slide 2组织（页码仅作溯源注释）
3. Tiered writing
- 核心主题：完整定义、解释、公式、考点
- 辅助主题：简要定义与定位
4. Batch continuation
用户指定后续讲次时：
- 仅处理新指定范围
- 保持与前序批次一致的结构与术语规范
Constraints
- 图示内容须转写为文字，不得使用「见图」类占位
- PDF 图像层与文本层同等重要
- 不得输出与课件矛盾的通用知识
Examples
使用 closed-book-single-lecture-analysis：@lectureSlides 分析 L1。多页概念完整展开，单页概念简要概括。
使用 closed-book-single-lecture-analysis，继续 L7–L8，须包含 PDF 图示内容。
Short anonymized sample: references/sample-output.md.
Relation to Root Skill
根目录 note-single-lecture 面向单讲笔记产物（思维导图 → 提示词 → 课程笔记）。本 skill 面向闭卷理解的深度分析正文，二者可配合使用。
Attribution
- Author: JohanHuang2005
- Tool: Cursor Composer 2.5
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 11d ago First seen · 115 lines · 60 tokens per session scan A fcf4d63cacac
closed-book-single-lecture-analysis is a skill published in the GitHub repository wvov7/course-revision-skills (2 stars, last pushed 1mo ago), licensed MIT. It adds 60 tokens to every session and 826 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
final-review
A workflow for turning course materials into printable final-exam review PDFs. It can organize slides, notes, reading materials, PDFs, images, and scanned documents by chapter, including materials from bilingual courses.
shenlun-review-pro
A study assistant for Chinese civil-service essay exams, covering close reading, answer scoring, corrections, draft comparison, and learning progress. It can work from exam papers, questions, source passages, answers, PDFs, images, and documents.
pptx-import
A method for adding an uploaded PowerPoint presentation to an existing classroom as extra pages while keeping the slides' original layout. PowerPoint is Microsoft's presentation file format.
exam-study-guide
A study-guide builder for a completed exam chapter that has not yet passed its required checks. It creates a structured teaching checklist and, in full mode, a self-contained HTML and printable PDF guide with readable formulas, visible images, explanations, examples, and answers.
brief-compliance-check
Check a LaTeX coursework submission against the requirements in a supplied PDF assessment brief. Use when verifying format, required sections, word limits, or deliverables before submission. Not for general prose proofreading; use $proofread.
textbook-to-md
Convert PDF/EPUB textbooks to searchable markdown files for an AI agent's own reference. Use this skill whenever: (1) the user asks to convert a textbook/PDF chapter to markdown, (2) you need to search textbook content and no markdown version exists yet, (3) batch-converting a set of reference books into a knowledge…