paper-to-course

paper-to-course is a skill for Claude Code, Codex from cyyeh/skills-playground. It costs 161 tokens per session (5,703 once invoked), scanned A, original, Apache-2.0.

A converter that turns a research paper into a self-contained interactive web course for people without an academic background.

In plain words
What is it for?
Use it with a PDF, paper link, title, abstract, or excerpt to create a browser-based course with lessons, visual explanations, and quizzes.
Why use it?
It explains specialist ideas, equations, and terminology in plain language and presents them as a guided learning experience.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it with a PDF, paper link, title, abstract, or excerpt to create a browser-based course with lessons, visual explanations, and quizzes.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/cyyeh/skills-playground/paper-to-course
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.

Any agent
npx skills add cyyeh/skills-playground --skill paper-to-course
Clone the repo
git clone --depth 1 https://github.com/cyyeh/skills-playground

Made for: Claude Code, Codex.

Its marketplace also offers this one on its own, as the plugin paper-to-course/plugin install paper-to-course after adding the marketplace above.

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 paper-to-course

README.md
[![agentmods](https://agentmods.dev/badge/skills/cyyeh/skills-playground/paper-to-course/github.svg)](https://agentmods.dev/skills/cyyeh/skills-playground/paper-to-course)
Your own site
<a href="https://agentmods.dev/skills/cyyeh/skills-playground/paper-to-course"><img src="https://agentmods.dev/badge/skills/cyyeh/skills-playground/paper-to-course/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 paper-to-course

Your own site · 80×15
<a href="https://agentmods.dev/skills/cyyeh/skills-playground/paper-to-course"><img src="https://agentmods.dev/badge/skills/cyyeh/skills-playground/paper-to-course.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 161 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,703 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 $0.00161 $0.05703
Opus 5 $0.00081 $0.02851
Sonnet 5 $0.00032 $0.01141
Haiku 4.5 $0.00016 $0.00570

Measured 12d ago against content hash cb3d69f911dc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

paper-to-course 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.

skills/paper-to-course/paper-to-course/SKILL.md · 286 lines

How it starts

The opening of the file, as written. The whole thing — 286 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Paper-to-Course

Transform any academic or research paper into a stunning, interactive single-page HTML course. The output is a single self-contained HTML file (no dependencies except Google Fonts) that teaches the paper's ideas through scroll-based modules, animated visualizations, embedded quizzes, and plain-English translations of equations and academic jargon.

First-Run Welcome

When the skill is first triggered and the user hasn't specified a paper yet, introduce yourself and explain what you do:

I can turn any research paper into an interactive course that teaches its key ideas — no academic background required.

Just point me at a paper:

  • A PDF file — e.g., "turn ./attention-is-all-you-need.pdf into a course"
  • An arXiv link — e.g., "make a course from https://arxiv.org/abs/1706.03762"
  • A paper title — e.g., "make a course about the Transformer paper"
  • A pasted abstract or excerpt — if you have the text handy

I'll read through the paper, extract the key ideas, and generate a beautiful single-page HTML course with animated diagrams, plain-English equation explanations, and interactive quizzes. The whole thing runs in your browser — no setup needed.

If the user provides an arXiv link, fetch the PDF first. If they provide a local PDF path, read it directly. If they give a paper title, search for it and confirm before proceeding.

Who This Is For

The target learner is a curious non-expert — someone who encountered an interesting paper (shared on social media, referenced in a blog post, cited in a meeting) and wants to actually understand what it says. They might be a product manager trying to evaluate whether a new technique is relevant, a journalist covering a scientific breakthrough, a student encountering a field for the first time, or simply a curious person who refuses to accept "just trust the experts."

Assume no domain expertise. Every technical concept — from p-values to attention mechanisms to gene expression — needs to be explained in plain language as if the learner has never encountered it. No jargon without definition. No "as is well-known in the literature." The tone should be like a brilliant friend who happens to have a PhD explaining things over coffee, not a professor lecturing.

Read the full file on GitHub · 286 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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 · 286 lines · 161 tokens per session scan A cb3d69f911dc

Subscribe to this mod's changes

paper-to-course is a skill published in the GitHub repository cyyeh/skills-playground (2 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 161 tokens to every session and 5,703 once invoked, about $0.0008 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.

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