quick-review

Identify critical security, quality, and performance issues in code diffs.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/ioku24/autorankr --skill quick-review
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: quick-review
Source: https://github.com/ioku24/autorankr/tree/main/.claude/skills/quick-review
Command: npx skills add https://github.com/ioku24/autorankr --skill quick-review

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The Quick Review Skill delivers fast, targeted code reviews that surface critical issues, security gaps, and quality concerns without verbose, over-engineered analysis, helping teams move faster and reduce risk.

Core Features & Use Cases

  • Targeted Issue Detection: Quickly identify safety, correctness, and maintainability problems in recent changes.
  • Security & Quality Focus: Prioritizes high-severity findings and actionable fixes rather than broad stylistic feedback.
  • Use Case: After merging a PR, run the Skill to generate a concise report highlighting critical findings you can address in the next patch.

Quick Start

Define the scope by providing the changed files or diffs; the Skill will return a concise issues checklist with risk reasons and remediation suggestions.

Frequently Asked Questions about quick-review

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

FAQPage Schema
How do I run a quick code review on a pull request?

To perform a quick code review, define the scope by providing the changed files or diffs from your pull request. The tool then returns a concise checklist of critical findings with risk reasons and remediation suggestions.

What is targeted code review for recent changes?

Targeted code review is a rapid risk assessment that identifies safety, correctness, and maintainability problems in recent code changes. It prioritizes high-severity findings and actionable fixes over broad stylistic feedback.

Can I use automated code review for small to mid-sized codebases?

Yes, automated code review is designed for small to mid-sized codebases in any supported language. It quickly flags security risks, code quality concerns, and performance red flags where rapid risk assessment is needed.

Does rapid code review check security and performance issues?

Yes, rapid code review checks security and performance issues by actively flagging security risks and performance red flags. It focuses on high-severity findings to prevent costly defects without verbose, over-engineered analysis.

What is the best way to prevent costly defects after merging a PR?

The best way to prevent costly defects is to run a quick code review after merging a PR. This generates a concise report highlighting critical findings you can address in the next patch to reduce risk.

What are the limitations of fast code reviews?

Fast code reviews avoid verbose, over-engineered analysis and broad stylistic feedback, focusing only on critical issues. They may not replace comprehensive reviews for complex architectural or deep maintainability assessments.