performance-testing-review-ai-review - Review code for security, performance, and architecture
Analyzes pull requests with static analysis and AI to identify security, performance, architecture, maintainability, testing, and AI/ML issues.
Tags
Updated: 2026-09-30Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Parse pull request diffs
- Classify change types
- Run static analysis tools
- Detect security vulnerabilities
- Analyze architectural coherence
- Identify performance regressions
- Review maintainability and testing
- Generate actionable review comments
- Route reviews by complexity
Inputs
- Pull request diff
- Pull request description
- Modified source files
- Architecture summary
- Static analysis results
- Baseline performance metrics
- PR branch benchmarks
Outputs
- Structured review comments
- Severity classifications
- Line-specific findings
- Code fix examples
- Documentation references
- Performance regression reports
- Human review routing status
Requirements
- Supported AI model
- Static analysis tools
- Repository access
- CI/CD integration
- Benchmark environment