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bug-review

Audit codebases for AI-generated failure patterns and resilience gaps.

26|2|Updated Feb 12, 2026
Search Tags:#testing#audit#ai#reliability#code-quality#software-engineering#bug-review
One-click install
npx skills add https://github.com/sburl/CrossCheck --skill bug-review-sburl
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: bug-review
Source: https://github.com/sburl/CrossCheck/tree/main/codex/skills/bug-review
Command: npx skills add https://github.com/sburl/CrossCheck --skill bug-review-sburl

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Systematic auditing of code to surface AI-generated failure patterns, latent bugs, and maintainability gaps, enabling teams to ship reliable software.

Core Features & Use Cases

  • Comprehensive taxonomy covers AI-patterns, error handling, concurrency, state management, and testing gaps.
  • Reproduction-ready findings produce actionable remediation steps and optional reproduction workflows for critical issues.
  • Flexible auditing modes support full audits, quick audits, and focused deep-dives across diverse codebases and languages.

Quick Start

Run a full bug-review audit across your repository to surface AI-generated code issues.

Frequently Asked Questions about bug-review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit AI-generated code for failure patterns and reliability gaps?▼

You can run a quick audit to rapidly scan your codebase for AI-patterns and error handling gaps, or execute a full audit to deeply analyze concurrency risks and state management issues across diverse languages.

What types of bugs does an AI code audit detect?▼

An AI code audit detects failure patterns using a comprehensive 10-category taxonomy that covers AI-patterns, error handling gaps, concurrency risks, state management issues, and testing gaps.

Can I reproduce critical bugs found during a code audit?▼

Yes, you can reproduce critical bugs found during a code audit by utilizing an optional reproduction workflow that generates actionable remediation steps and reproduction-ready findings.

Does the bug audit work with different programming languages and CI pipelines?▼

Yes, the bug audit works with different programming languages and CI pipelines, applying its structured taxonomy flexibly across diverse codebases to surface AI-patterns and maintainability debt.

When should I use a quick audit instead of a full code review?▼

Use a quick audit for rapid detection of AI-patterns and error handling gaps, and use a full audit when you need focused deep-dives into concurrency risks and state management across the entire repository.

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