Reviewing AI Generated Code

Q: What is a Claude Code skill and how does the Reviewing AI Generated Code skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Reviewing AI Generated Code is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Engineering · Sub-category: testing · Last updated: 2026-06-13

ai:gemini type:review

深度 review 另一個 AI agent (Cursor, Copilot Agent, Gemini CLI, ChatGPT, 其他 Claude session 等) 或 AI-輔助同事完成的 code 變更，從 reviewer 角度驗證實作正確、能 work、品質達標。觸發情境包含使用者說「同事用 AI 寫了 X，幫我 review」「另一個 AI 完成的，pull 下來看一下」「幫我詳細 review 這個 branch / PR / commit」「我同事推了 code，幫我看」「這是 Cursor / Copilot Agent 做的，幫我審查」「幫我 code review」、提到拉取一個分支或 PR 並要求審查、或附上與其他 AI 的對話紀錄、task spec 並要求驗證實作的場景。重點是 AI agent 寫的 code 有特定失敗模式 (hallucinated APIs、silent fallback、表面合理但實際錯誤、 testing theater、spec drift、over-engineering)，這些跟人類寫的 code 不一樣，要用對應的方法檢查。這個 skill 是 *reviewer 視角*——不是請別人 review 自己的 code (那是 requesting-code-review)，也不是處理收到的 review (receiving-code-review)。 Leon 收到同事 push 上來的 AI-輔助 commit / PR 並請你 review 時，請主動使用此 skill，即使他沒明確要求。

From the source SKILL.md

這個 skill 處理一個越來越常見的情境：使用者的同事（或他自己另一個 session）讓某個 AI agent ——Cursor、Copilot Agent、Gemini CLI、ChatGPT、另一個 Claude——寫或改了 code，現在這份變更擺在你面前要你 review。你的工作是確認這份變更實際上做到了它聲稱做到的事，能在 production 跑，而且品質可以接受。

What this skill does

Reviewing AI Generated Code is a community-contributed Claude Code skill in the testing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/reviewing-ai-generated-code/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Reviewing AI Generated Code Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/reviewing-ai-generated-code
curl -L https://claudskills.com/skills/reviewing-ai-generated-code/SKILL.md \
  -o ~/.claude/skills/reviewing-ai-generated-code/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/reviewing-ai-generated-code/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/reviewing-ai-generated-code/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\reviewing-ai-generated-code\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Reviewing AI Generated Code Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/reviewing-ai-generated-code/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Reviewing AI Generated Code skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Reviewing AI Generated Code skill?

Use Reviewing AI Generated Code when your Claude Code task falls under the Engineering category — specifically in the testing area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Reviewing AI Generated Code" or describe the task and let Claude pick). Browse related skills at /category/engineering/.

What is a Claude Code skill and how does the Reviewing AI Generated Code skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Reviewing AI Generated Code is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

leonasdev. (2026). Reviewing AI Generated Code [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/reviewing-ai-generated-code/

BibTeX

@misc{reviewing-ai-generated-code-2026,
  author    = {leonasdev},
  title     = {Reviewing AI Generated Code [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/reviewing-ai-generated-code/}
}

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