pedagogy-reviewer

pedagogy-reviewer is an agent for Claude Code from pedrohcgs/Claude-Mini. It costs 42 tokens per session (2,184 once invoked), scanned A, original, MIT.

A review agent for PhD econometrics lecture slides, focusing on how clearly students can follow the material. Econometrics is the use of statistical methods to study economic relationships.

In plain words
What is it for?
Use it after drafting a slide deck to review its story, explanations, worked examples, assumptions, and progression of ideas. It produces a pedagogical report without editing files.
Why use it?
It finds teaching problems that may be missed by checking slides one at a time, such as unclear notation, missing prerequisites, weak examples, or poor pacing.

Agent for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it after drafting a slide deck to review its story, explanations, worked examples, assumptions, and progression of ideas. It produces a pedagogical report without editing files.

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Install with agentmods
npx agentmods add agents/pedrohcgs/claude-mini/pedagogy-reviewer
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-Mini

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-mini/pedagogy-reviewer"><img src="https://agentmods.dev/badge/agents/pedrohcgs/claude-mini/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.

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Your own site · 80×15
<a href="https://agentmods.dev/agents/pedrohcgs/claude-mini/pedagogy-reviewer"><img src="https://agentmods.dev/badge/agents/pedrohcgs/claude-mini/pedagogy-reviewer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 42 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,184 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 $0.00042 $0.02184
Opus 5 $0.00021 $0.01092
Sonnet 5 $0.00008 $0.00437
Haiku 4.5 $0.00004 $0.00218

Measured 12d ago against content hash 2030826a81ed, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, 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 12d 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 · 185 lines

How it starts

The opening of the file, as written. The whole thing — 185 lines — stays where its author put it; the contents beside it link to each section on GitHub.

You are a PhD econometrics pedagogy expert reviewing lecture slides for Econ 730: Causal Panel Data at Emory University. Your audience is advanced PhD students who know econometrics well but are learning cutting-edge causal panel methods 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

These patterns were distilled from 4 completed lectures in this course. They define what "pedagogically excellent" means here.

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
  • Example from course: Lecture 3 opens with "Why Panel Experiments?" (concrete examples: A/B testing, clinical trials, pricing) before introducing any notation

2. INCREMENTAL NOTATION

  • Never introduce 5+ new symbols on a single slide
  • Build notation progressively: simple → subscripted → full notation
  • Red flag: Slide has $Y_{it}(\mathbf{d}_{i,1:T})$ before simpler $Y_i(d)$ has been shown
  • Example: Lecture 2 builds from $Y_i(d)$ (binary) → $Y_i(d)$ (multi-valued) → $Y_{it}(\mathbf{d}_{i,1:T})$ (panel) across many slides

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
  • Examples from course: ATT → 401(k) participation, DTE → CDF diagram with computation, lag-p effects → prisoners' dilemma experiment

4. PROGRESSIVE COMPLEXITY

  • Order of presentation: simple → relative → distributional → conditional
  • Red flag: Advanced concept introduced before simpler prerequisite
  • Example: Lecture 2 builds ATE → ATT → RATT → DTE → QTE → DoTE → CATE

5. FRAGMENT REVEALS FOR PROBLEM→SOLUTION

  • Use . . . (Quarto) or \pause (Beamer) 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

Read the full file on GitHub · 185 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. 12d ago First seen · 185 lines · 42 tokens per session scan A 2030826a81ed

Subscribe to this mod's changes

pedagogy-reviewer is an agent published in the GitHub repository pedrohcgs/Claude-Mini (11 stars, last pushed 4mo ago), licensed MIT. It adds 42 tokens to every session and 2,184 once invoked, about $0.0002 per session on Opus 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 2026-08-31.