Install
$ agentstack add skill-wvov7-course-revision-skills-closed-book-single-lecture-analysis ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
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 _L_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
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: wvov7
- Source: wvov7/course-revision-skills
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.