Run Karpathy's 4-principle review on staged changes or the last commit. Checks complexity, diff noise, hidden assumptions, and goal verification. Usage /karpath
复制下面这句话,粘贴给 Claude Code、Codex、Cursor 等 AI 编程工具,它会读取安装说明并在你确认后完成安装。
请阅读 https://ai.atlankj.com/install/asset/gh-claude-skills-064ee5927317 ,按照其中的说明把「karpathy-check」安装到你(当前 AI 工具)中。执行前先告诉我将运行的命令和写入的位置,等我确认。
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Review your staged changes (or last commit) against Karpathy's 4 coding principles.
/karpathy-check # review staged changes
/karpathy-check --last-commit # review the most recent commit
engineering/karpathy-coder/skills/karpathy-coder/scripts/complexity_checker.py on all changed files — detects over-engineering, premature abstractions, deep nesting, long functionsengineering/karpathy-coder/skills/karpathy-coder/scripts/diff_surgeon.py on the diff — detects comment-only changes, whitespace noise, style drift, drive-by refactorskarpathy-reviewer agent reads the diff and applies human-judgment checks — hidden assumptions, missing verificationA structured report with per-principle verdicts and specific line-level fix recommendations.
Dispatches the karpathy-reviewer agent. See agents/karpathy-reviewer.md.
engineering/karpathy-coder/skills/karpathy-coder/scripts/complexity_checker.pyengineering/karpathy-coder/skills/karpathy-coder/scripts/diff_surgeon.pyengineering/karpathy-coder/skills/karpathy-coder/scripts/assumption_linter.pyengineering/karpathy-coder/skills/karpathy-coder/scripts/goal_verifier.py→ engineering/karpathy-coder/skills/karpathy-coder/SKILL.md