lecture-review SKILL.md skillA
lecture-review from cat-xierluo/legal-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add cat-xierluo/legal-skills/lecture-review@git:20260914.62620a2Pins git:20260914.62620a2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- cat-xierluo/legal-skills
- Path
skills/lecture-review/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260914.62620a2, committed Sep 14, 2026
- First version recorded
- Aug 24, 2026
- Size
- 18,091 bytes
- Repository stars
- 775
- License
- none declared
Use when 用户拿到讲课/培训/演讲/分享活动的 raw 转录稿（听悟/FunASR），要复盘主讲人的讲授表现——口癖、语言习惯、节奏、时间分配、承诺回收、互动密度；有定稿课件时可做 deck 逐页对照（哪页讲了/跳过/挪位、min/页超载预警）；用户显式要求"课程结构复盘"时进入高级模式——课件自动体检 + 课件×实讲双向比对，产出智合复盘式结构诊断与修改建议；或要跨场次对比讲师表现、复查上次的口癖改掉了没有。触发词：讲课复盘、讲课表现、口癖分析、节奏分析、讲师档案、课件对照、课程结构复盘、复盘课程设计。不要用于：纠正转录错字、改写生成课程内容；常规复盘不评课程内容质量与方法论对错（课程评价只在高级模式经显式触发后进行）。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# lecture-review（讲课表现复盘） > 全部指标口径与降级规则见 [references/metrics.md](references/metrics.md)——执行本 skill 前必读。设计决策与基线测试记录见 DECISIONS.md（本地文件，不入库）。 ## 概述 通读 raw 转录稿，对主讲人做讲授表现诊断：表达层（口癖/节奏/句式）+ 结构信号（时间分配/承诺回收/互动）+ 课件对照（有定稿 deck 时：设计与交付的结构落差），跨场次沉淀讲师档案，形成「复盘 → 提醒 → 复查」的改进闭环。**主用途（2026-09-11 用户校准）：帮讲者发现自己意识不到的口癖并跨场复查**——口癖是主输出；时间分配/承诺/课件对照是辅助背景；互动与现场运营噪音只作事实记录（原则 7）。 | 模式 | 触发 | 输出 | |---|---|---| | 单场复盘（默认·常规） | 一份 raw 转录稿 | `archive/.../report.md` 七段报告 + 档案追加 | | deck 对照（增强，可选） | 转录稿 + 定稿课件 HTML | 报告内嵌「课件对照」段：页-时间映射、兑现分类、min/页超载预警 | | **课程结构复盘（高级）** | 用户**显式要求**"课程结构复盘 / 复盘课程设计 / 课件与实讲对照找结构问题" | 智合复盘式结构诊断报告（模板见 [references/structural-review-template.md](references/structural-review-template.md)），落**项目目录** + archive 副本 | | 跨场次对比 | 档案已有历史 + 新场次 | 报告内嵌对比段 + watchlist 复查 | | 降级运行 | 无时间戳 / 纠错稿 / deck 解析失败 | 声明缺陷后缩小范围（见 metrics.md 降级表） | ## 依赖 ### 系统依赖 | 依赖 | 安装方式 | |------|----------| | python3 ≥ 3.9 | macOS 自带 / `brew install python` | ### Python 包 无外部依赖（`scripts/analyze_stats.py` 纯标准库实现，词表 YAML 用内置解析器读取，失败时退回内置默认表）。 ## 核心原则（不可妥协） 1. **通读动态发现优先**。必须用 Read 完整通读全文（超过单次上限就分页读完），先把「第一印象」落笔，再做逐项分析。预设词表、上场档案都只是参考与对比锚点——**禁止把分析做成对表打勾**；上场没发现过的模式往往才是本场最重要的发现。 …
Read the whole file at its exact version.
How to install
mdr add cat-xierluo/legal-skills/lecture-review@sha256:2e0fe7921356205bThe line at the top of this page pins the label git:20260914.62620a2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_i62y7cbxwlx6lsot)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Aug 24, 2026 and Sep 14, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260914.62620a2 latest | 2026-09-14 | 62620a2 | 18,091 B | A | view · diff |
| git:20260825.768f025 | 2026-08-25 | 768f025 | 17,098 B | A | view · diff |
| git:20260824.a47cadd | 2026-08-24 | a47cadd | 9,043 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (18091 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
cat-xierluo/legal-skills · 775 stars · license none declared · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_i62y7cbxwlx6lsot GET https://markdownregistry.com/api/v1/resolve?ref=cat-xierluo/legal-skills/lecture-review GET https://markdownregistry.com/api/v1/blob/2e0fe7921356205bd254eb305fd2253fea0216ffe5187b0505055a0ad0785fcc
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.