qa

Submit your pull request diff or code snippet and request a QA review. The review evaluates the code across nine dimensions including architecture, security, and complexity, returning a structured matrix of violations with mandated refactors.

The review enforces SOLID principles, DRY, KISS, and YAGNI heuristics, plus anti-pattern detection for god objects, big ball of mud, and diamond inheritance. It also checks naming conventions, function purity, and state management rules.

Any function with cyclomatic complexity above 15 is automatically rejected. The review mandates extracting helper functions so each unit remains testable and matches unit test path requirements.

Yes, it applies OWASP and NIST guidelines covering input sanitization, SQL injection, XSS, hardcoded secrets, least-privilege permissions, and deprecated cryptography such as MD5 and SHA-1.

No, the review is language-agnostic. It evaluates structural and architectural properties like coupling, cohesion, complexity metrics, and security patterns that apply across all programming languages.

Avoid it for quick prototypes, throwaway scripts, or early exploratory code where strict architectural enforcement would slow iteration. It is designed for production-bound code where long-term maintainability matters.