skills.rest
ahliweb
ahliwebCOMMUNITY
Explore all skills by this author →
WebsiteGitHub

adversarial-reviewer

Perform adversarial code reviews to uncover logic errors, edge cases, and security vulnerabilities.

Updated May 2, 2026
Search Tags:#security#edge-cases#code-review#adversarial#bug-hunting#repro-steps
One-click install
npx skills add https://github.com/ahliweb/awcms-micro-sman2pangkalanbun --skill adversarial-reviewer-ahliweb
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: adversarial-reviewer
Source: https://github.com/ahliweb/awcms-micro-sman2pangkalanbun/tree/main/skills/adversarial-reviewer
Command: npx skills add https://github.com/ahliweb/awcms-micro-sman2pangkalanbun --skill adversarial-reviewer-ahliweb

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Helps teams audit code by adopting a hostile, no-nonsense reviewer mindset to uncover bugs and security flaws, reducing the chance of oversight.

Core Features & Use Cases

  • Enforces a strict, guilt-free review mindset that treats every line as potential fault, ensuring thorough bug-hunting and adversarial testing during PRs.
  • Provides a structured review checklist spanning logic errors, edge cases, error handling, state management, security, and data integrity to guide deterministic investigations.
  • Useful for code audits, security reviews, and high-stakes PRs where rapid, rigorous defect discovery and reproducible bug reports are required.

Quick Start

Inspect the provided codebase and return a prioritized bug report that follows the defined checklist with concrete reproduction steps.

Frequently Asked Questions about adversarial-reviewer

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

FAQPage Schema
What is adversarial code review and how does it find bugs?▼

Adversarial code review treats every line as a potential fault to uncover logic errors, edge cases, and security vulnerabilities. It enforces a hostile reviewer mindset using a structured checklist to ensure thorough bug-hunting during pull requests.

How do I perform a security review on a pull request?▼

Perform a security review by applying a structured checklist covering state management, data integrity, and error handling. Generate a prioritized bug report with concrete reproduction steps and severity guidance to address identified vulnerabilities.

Can I use this approach for code audits across different programming languages?▼

Yes, this approach applies to code audits across languages. It focuses on detecting universal logic errors and security vulnerabilities rather than syntax, adopting an attacker mindset to uncover flaws.

What's the best way to report bugs found during code review?▼

The best way to report bugs is through an output-formatted report including severity guidance and reproducible bug demonstrations. This provides concrete reproduction steps for developers to verify and fix the issues.

Does this method work for high-stakes pull requests requiring rapid defect discovery?▼

Yes, this method is designed for high-stakes pull requests where rapid, rigorous defect discovery is required. It enforces a strict, guilt-free review mindset to reduce oversight and ensure code integrity.

What edge cases should I look for during a security audit?▼

Look for edge cases spanning logic errors, error handling, state management, and data integrity. The deterministic review workflow uses a structured checklist to guide investigations into these potential fault areas.

Related Skills

Explore More Software Engineering Skills→
NotysotyNotysoty
9

Code Review Checklist

Automate structured code review checklists for diffs and files.

Community
Intermediate
Marwan78888Marwan78888
16

security-reviewer

Identify security vulnerabilities in code, dependencies, and infrastructure.

Community
Advanced
DevHive1DevHive1
18

security_scan

Orchestrate dependency, static analysis, and privacy dataflow scanners into prioritized reports.

Community
Advanced
roanbrasilroanbrasil
5

static-analysis

Automate static analysis for Java, Kotlin, Python, and Rust codebases.

Community
Advanced