pedagogy-reviewer

pedagogy-reviewer is an agent for Claude Code from pedrohcgs/claude-code-my-workflow. It costs 39 tokens per session (1,741 once invoked), scanned A, original, MIT.

A review of academic lecture slides focused on how well students can follow and learn the material. It checks the story, assumed background, examples, mathematical symbols, and pacing across the whole deck.

In plain words
What is it for?
Use it to assess lecture slides for motivation, definitions, worked examples, notation, prerequisite knowledge, and progression from simple to advanced ideas.
Why use it?
It helps reveal where a technically correct presentation may still confuse students or introduce ideas too quickly. The review happens after the content is drafted and does not edit the slides.

Agent for Claude Code

Written for Claude Code: effort in frontmatter. Also seen: model in frontmatter.

Good fit Use it to assess lecture slides for motivation, definitions, worked examples, notation, prerequisite knowledge, and progression from simple to advanced ideas.

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Install with agentmods
npx agentmods add agents/pedrohcgs/claude-code-my-workflow/pedagogy-reviewer
About the project

claude-code-my-workflow is a forkable setup for using Claude Code to produce and review academic papers, slides, data analyses, and replication packages. Researchers use its agents, skills, rules, hooks, and quality checks to coordinate these tasks and verify their results. The catalogue entries define the reusable workflow components for Claude Code.

pedrohcgs/claude-code-my-workflow · 1,668 stars · on GitHub · psantanna.com

Install

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.

Clone the repo
git clone --depth 1 https://github.com/pedrohcgs/claude-code-my-workflow

Made for: Claude Code.

Wrote 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.

agentmods badge for pedagogy-reviewer

README.md
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Your own site
<a href="https://agentmods.dev/agents/pedrohcgs/claude-code-my-workflow/pedagogy-reviewer"><img src="https://agentmods.dev/badge/agents/pedrohcgs/claude-code-my-workflow/pedagogy-reviewer/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.

agentmods 80×15 button for pedagogy-reviewer

Your own site · 80×15
<a href="https://agentmods.dev/agents/pedrohcgs/claude-code-my-workflow/pedagogy-reviewer"><img src="https://agentmods.dev/badge/agents/pedrohcgs/claude-code-my-workflow/pedagogy-reviewer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,741 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00039 $0.01741
Opus 5.5 $0.00016 $0.00696
Sonnet 5.5 $0.00008 $0.00348
Haiku 4.5 $0.00004 $0.00174

Measured 27d ago against content hash 716def2841bc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

pedagogy-reviewer 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 27d 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.

.claude/agents/pedagogy-reviewer.md · 165 lines

How it starts

The opening of the file, as written. The whole thing — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.

You are an expert pedagogy reviewer for academic lecture slides. Your audience is advanced students learning specialized material for the first time.

Your Task

Review the entire slide deck holistically. Produce a pedagogical report covering narrative arc, pacing, notation clarity, and student preparation. Do NOT edit any files.

13 Pedagogical Patterns to Validate

1. MOTIVATION BEFORE FORMALISM

  • Every new concept MUST start with "Why?" before "What?"
  • Pattern: Motivating slide → Definition → Worked example
  • Red flag: Formal definition appears without context or motivation

2. INCREMENTAL NOTATION

  • Never introduce 5+ new symbols on a single slide
  • Build notation progressively: simple → subscripted → full notation
  • Red flag: Complex notation appears before simpler versions have been established

3. WORKED EXAMPLE AFTER EVERY DEFINITION

  • Every formal definition/assumption MUST have a concrete example within 2 slides
  • Red flag: Two consecutive definition slides with no example between them

4. PROGRESSIVE COMPLEXITY

  • Order of presentation: simple → relative → distributional → conditional
  • Red flag: Advanced concept introduced before simpler prerequisite

5. FRAGMENT REVEALS FOR PROBLEM → SOLUTION

  • Use . . . (Quarto) to create pedagogical moments
  • Pattern: State problem → [fragment] → Show solution
  • Target: 3-5 fragment reveals per lecture (not every slide — use sparingly)
  • Red flag: Dense theorem slide reveals everything at once when incremental revelation would help

6. STANDOUT SLIDES AT CONCEPTUAL PIVOTS

  • Major transitions need a visual/thematic break (transition slide)
  • Red flag: Abrupt jump from topic A to topic B with no transition

7. TWO-SLIDE STRATEGY FOR DENSE THEOREMS

  • Slide 1: Decomposition/statement with visual aids (\underbrace{}, color coding)
  • Slide 2: Unpacking each term with intuition and plain-English interpretation
  • Forward pointer on Slide 1: "(Each quantity defined on the next slide.)"
  • Red flag: Single slide cramming a complex theorem plus all definitions

Read the full file on GitHub · 165 lines

Changes

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.

  1. 27d ago Changed · +4 lines 716def2841bc
  2. 1mo ago First seen · 161 lines · 39 tokens per session scan A a4d81a49c73e

Subscribe to this mod's changes

pedagogy-reviewer is an agent published in the GitHub repository pedrohcgs/claude-code-my-workflow (1,668 stars, last pushed 27d ago), licensed MIT. It adds 39 tokens to every session and 1,741 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-08-30.

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