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/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
4.9k200 skills

Claude Code

$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill pedagogy-review --agent claude-code

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
@brycewang-stanford
Ships withauto-empirical-research-skills

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Questions about pedagogy-review.

Which coding agents can use pedagogy-review?
pedagogy-review installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.