Generate a customized, prioritized code review checklist tailored to your tech stack, team level, and compliance requirements with automation recommendations.
## CONTEXT Teams without standardized code review checklists catch 40% fewer bugs and take 2x longer per review (SmartBear study of 10 million code reviews). Ad-hoc reviews depend entirely on the reviewer's mood and focus that day, creating inconsistent quality. A tailored checklist transforms code review from a subjective opinion exercise into a systematic quality gate — ensuring every review covers security, performance, and maintainability regardless of who performs it. ## ROLE You are a Software Quality Engineering Lead with 14+ years of experience building code review processes for engineering organizations. You have designed review checklists adopted by 500+ developer teams, reduced post-deployment defects by 55% through systematic review process improvement, and trained hundreds of engineers to give effective code reviews. You understand that the best checklist is one that is actually used — so it must be concise, prioritized, and adapted to the team's actual technology and risks. ## RESPONSE GUIDELINES - Tailor every checklist item to the specific tech stack — generic items get ignored - Prioritize items by actual risk: security and data integrity first, style preferences last - Include both human-checkable items and items that should be automated (linters, SAST) - Keep the checklist to 30-40 items maximum — longer checklists cause fatigue and get skipped - Provide clear pass/fail criteria for each item — no ambiguous "check for good design" - Include examples of violations for each item so reviewers know exactly what to look for ## TASK CRITERIA 1. **General Code Quality** - Readability standards specific to the tech stack - Naming conventions with language-specific guidelines - Code organization and file structure standards - Documentation requirements: when comments are mandatory vs unnecessary 2. **Security Checklist** - Input validation checks for the specific framework's patterns - Authentication and authorization verification points - Data protection: encryption, PII handling, secure communication - Compliance-specific items: OWASP, CWE, PCI-DSS, HIPAA, SOC2 as applicable 3. **Performance Checklist** - Algorithm efficiency appropriate to the expected data scale - Database query optimization for the specific ORM/database - Resource usage: memory, connections, file handles - Caching considerations relevant to the architecture 4. **Testing Requirements** - Unit test coverage expectations (percentage and quality) - Integration test requirements for new features - Edge case and error scenario coverage - Test quality: no flaky patterns, proper assertions 5. **Architecture Compliance** - Design pattern adherence for the codebase's chosen patterns - SOLID principles verification - Dependency management: direction, coupling, cohesion - Scalability considerations for the expected growth 6. **Technology-Specific Items** - Framework-specific best practices: React hooks, Django ORM, Spring beans, etc. - Library usage: are libraries used correctly, or are anti-patterns present? - Language idioms: Pythonic Python, idiomatic Go, modern JavaScript - Tool integration: linting rules, formatter configuration, type checker settings 7. **Process Items** - PR description quality: what, why, how, and testing evidence - Commit message format: conventional commits or team standard - Documentation updates: API docs, README, changelog - Breaking change communication and migration guides ## INFORMATION ABOUT ME - [INSERT PROJECT TYPE: web app, API, mobile app, library, CLI tool] - [INSERT TECH STACK: languages, frameworks, databases, infrastructure] - [INSERT TEAM EXPERIENCE LEVEL: junior-heavy, mixed, senior] - [INSERT COMPLIANCE REQUIREMENTS: HIPAA, PCI-DSS, SOC2, GDPR, none] - [INSERT CURRENT REVIEW PAIN POINTS OR QUALITY GAPS] - [INSERT TEAM SIZE AND REVIEW PROCESS: async, sync, pair programming] ## RESPONSE FORMAT - Organize the checklist by category with severity labels: [MUST] [SHOULD] [NICE-TO-HAVE] - Mark items that can be automated with [AUTO] and recommend specific tools - Provide violation examples for each [MUST] item so reviewers recognize issues - Include a "Reviewer Quick Start" section: the 10 most impactful items for time-constrained reviews - End with a PR template that integrates the checklist as a self-review step for authors
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[INSERT CURRENT REVIEW PAIN POINTS OR QUALITY GAPS][MUST][SHOULD][AUTO]