Skills for Real Engineers. Straight from my .agents directory.
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
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)
1# AI Code Review Skill23Human 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.45> **Not quite this?** Use `code-review-guide` when the code was written by people and needs a general review.67## What This Skill Produces89- A **review of the change** organised by AI-characteristic risk, each finding with file/line and severity10- **Verification steps** the reviewer must actually run (not read) per risk class11- A **team checklist** for AI-authored PRs, calibrated to this codebase1213## Required Inputs1415Ask 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 review18- **The codebase context**: existing conventions/utilities the AI may not have known, and what the change claims to do19- **Test infrastructure**: what CI actually runs (the AI may have written tests CI never executes)2021## The AI-Characteristic Failure Modes2223Review in this order — most damaging first:24…
Excerpt shown under the repository's MIT license.
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