ai-code-review

仓库创建 2026年1月29日最近提交 14 小时前SkillHot 收录 20 天前
▸ 精选理由

聚焦AI特有错误模式,提升自动生成代码的可靠性

▸ 风险提示

可能错判复杂业务逻辑,仍需人工最终确认

这个 Skill 做什么

审查AI生成代码的典型失误与安全、逻辑问题

针对 AI 或大量用 AI 生成的代码做专门审查,抓住那些“看起来对但其实错”的逻辑、伪造/想象出来的 API、过度工程和安全捷径。用在合并 AI 写的 PR、AI 持续交付引发微妙 bug、或要为团队制定 AI 代码审核标准时。特别会按风险类别给验证步骤、复现方法和团队需遵守的检查清单,弥补人类直觉难发现的缺陷。

▸ 展开 SKILL.md 英文原文

Review AI-authored code for its characteristic failure modes — plausible-but-wrong logic, hallucinated APIs, over-engineering, dead scaffolding, and silent security shortcuts. Use when reviewing an AI-generated or heavily AI-assisted PR, when AI-written code keeps shipping subtle bugs, or when setting review standards for a team using coding agents. Produces a focused review with AI-specific findings, verification steps per risk class, and a team checklist for AI-authored changes. For general PR review use code-review-checklist — this skill covers what that one assumes a human wouldn't do.

开发编程代码审查AI生成代码安全与正确性通用
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# AI Code Review Skill

Human code fails where the human got tired or didn't know; AI code fails where *plausibility diverged from correctness* — and it fails fluently, with confident naming, clean formatting, and tests that pass without testing anything. Reviewing it with human-code instincts ("looks careful, probably is careful") is how the new bug class ships. This skill reviews for the failure modes that are characteristically AI.

## What This Skill Produces

- A **review of the change** organised by AI-characteristic risk, each finding with file/line and severity
- **Verification steps** the reviewer must actually run (not read) per risk class
- A **team checklist** for AI-authored PRs
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