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Automation
Skill

/pedagogy-review

Run holistic pedagogical review on lecture slides. Checks narrative arc, student prerequisites, worked examples, notation clarity, and deck pacing.

From plugin
auto-empirical-research-skills
3.3k200 skills146 agents
Install
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill pedagogy-review --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/pedagogy-review

Context preview

The summary Claude sees to decide when to auto-load this skill.

Run holistic pedagogical review on lecture slides. Checks narrative arc, student prerequisites, worked examples, notation clarity, and deck pacing.

SKILL.md

pedagogy-review.SKILL.md
name: pedagogy-review
description: Run holistic pedagogical review on lecture slides. Checks narrative arc, student prerequisites, worked examples, notation clarity, and deck pacing.
argument-hint: "[QMD or TEX filename]"
allowed-tools: ["Read", "Grep", "Glob", "Write", "Task"]

Pedagogical Review of Lecture Slides

Perform a comprehensive pedagogical review.

Steps

1. **Identify the file** specified in `$ARGUMENTS`

  • If no argument, ask user which lecture to review
  • If just a name, look in `Quarto/` or `Slides/`

2. **Launch the pedagogy-reviewer agent** with the full file path

  • The agent checks 13 pedagogical patterns
  • Performs deck-level analysis (narrative arc, pacing, visual rhythm, notation)
  • Considers student perspective (prerequisites, objections)

3. **The agent produces a report** saved to: `quality_reports/[FILENAME_WITHOUT_EXT]_pedagogy_report.md`

4. **Present summary to user:**

  • Patterns followed vs violated (out of 13)
  • Deck-level assessments
  • Critical recommendations (top 3-5)

Important Notes

  • This is a **read-only review** — no files are edited
  • Focuses on **pedagogy** not visual layout (use `/visual-audit` for that)
  • For a combined review, use `/slide-excellence` instead
Ships withauto-empirical-research-skills

📌 文档结构(2026-07-22 起): 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md(扩展正文,总表行内的 → 直接跳转到对应锚点)。 English version: README-en.md · 中文扩展正文:docs/CONTENT_ZH.md · README-zh-CN.md 已弃用(重定向占位) 🌐 语言: English |

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