outlier-learn

Claude Code plugin that turns AI-authored code into a 30-second skill challenge.

Separate from outlier-audit. Uses it for metrics; teaches the techniques the agent used.

Install (plugin)

/plugin marketplace add rosh100yx/outlier-learn

Then enable the outlier-learn plugin in Claude Code settings.

Install (CLI)

npm i -g outlier-learn

What it does

• SessionStart: prints a once-per-day line: your latest AI reliance + the top skill to learn.
• Stop: opt-in nudge after a turn: "This session used auth hashing. 30-sec challenge: ..."

Everything runs locally. No network. No LLM.

Commands

outlier-learn              # Interactive menu
outlier-learn next         # Show next skill challenge
outlier-learn daily-greeting  # SessionStart hook (internal)
outlier-learn stop-nudge      # Stop hook (internal, opt-in)

Teach on your own code

The v1 catalog covers 10 high-signal techniques (auth hashing, transactions, memoization, streams, rate limiting, reducers, debounce, regex, env config, concurrent async). Each is matched against real AI-written lines in your recent commits, not imports.

Mark skills learned. The list persists in ~/.outlier_learned.json.

Requirements

• Node.js 18+
• outlier-audit >= 0.23.0 (peer dep; the plugin calls it via npx if needed)
• Git on PATH

License

MIT