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ai-code-review

Agent skill frommohitagw15856/pm-claude-skills

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.

How to install ai-code-review

install ai-code-review
# install the pm-claude-skills pack with the skills CLI
npx skills add mohitagw15856/pm-claude-skills

# or add only this skill to Claude Code: copy the folder

skills/ai-code-review/

# into

~/.claude/skills/ai-code-review/ (all projects)

.claude/skills/ai-code-review/ (one project)

skills/ai-code-review/SKILL.md

MITFull file
1# AI Code Review Skill
2
3Human 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.
4
5> **Not quite this?** Use `code-review-guide` when the code was written by people and needs a general review.
6
7## What This Skill Produces
8
9- A **review of the change** organised by AI-characteristic risk, each finding with file/line and severity
10- **Verification steps** the reviewer must actually run (not read) per risk class
11- A **team checklist** for AI-authored PRs, calibrated to this codebase
12
13## Required Inputs
14
15Ask for (if not already provided):
16- **The diff or PR** (or the files changed)
17- **Provenance honestly**: fully agent-written, human-piloted, or mixed — and whether the *author reviewed it themselves* before requesting review
18- **The codebase context**: existing conventions/utilities the AI may not have known, and what the change claims to do
19- **Test infrastructure**: what CI actually runs (the AI may have written tests CI never executes)
20
21## The AI-Characteristic Failure Modes
22
23Review in this order — most damaging first:
24…

Excerpt shown under the repository's MIT license.

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