All Before You Code After Code Gen Product Decisions Packs

After Code Generation

Audit AI-generated code for implicit decisions, missing edge cases, security gaps, and observability holes.

Post-Build v1.0

Implicit Decision Auditor

Surfaces every implicit decision the AI made in generated code — library picks, patterns, error strategies — so you can accept or override them deliberately.

intermediate | claude, gpt-4, gemini
Post-Build v1.0

Security Review

OWASP-aligned security audit of AI-generated code covering injection, auth bypass, secrets exposure, XSS, CSRF, and insecure dependencies.

advanced | claude, gpt-4, gemini
Post-Build v1.0

Performance Regression Scan

Scans generated code for performance regressions — N+1 queries, unnecessary re-renders, memory leaks, and algorithmic complexity.

advanced | claude, gpt-4, gemini
Post-Build v1.0

Edge Case Sweep

Systematically identifies unhandled edge cases in AI-generated code across null values, concurrency, boundaries, encoding, and partial failures.

intermediate | claude, gpt-4, gemini
Post-Build v1.0

Observability Gap Finder

Identifies missing logging, metrics, traces, alerts, and error classification in AI-generated code so you can debug production issues before they happen.

intermediate | claude, gpt-4, gemini
Post-Build v1.0

Dead Code Detector

Identifies unreachable code paths, unused imports, dead feature flags, orphaned functions, and redundant branches in AI-generated code so you ship only what executes.

beginner | claude, gpt-4, gemini
Post-Build v1.0

Naming Consistency Audit

Checks naming conventions across AI-generated code for inconsistent casing, abbreviation drift, domain term misuse, and style guide violations.

beginner | claude, gpt-4, gemini
Post-Build v1.0

Test Coverage Gap Finder

Identifies untested code paths, missing test cases, weak assertions, and coverage blind spots in AI-generated code and its accompanying tests.

intermediate | claude, gpt-4, gemini
Post-Build v1.0

Documentation Debt Scanner

Finds undocumented public APIs, missing JSDoc/docstrings, outdated comments, misleading parameter descriptions, and documentation gaps in AI-generated code.

beginner | claude, gpt-4, gemini
Post-Build v1.0

Type Safety Audit

Finds type coercion bugs, any-type escapes, unsafe casts, missing null checks, and weak type boundaries in AI-generated code across TypeScript, Python, Java, and more.

intermediate | claude, gpt-4, gemini
Post-Build v1.0

Concurrency Race Detector

Identifies potential race conditions, deadlocks, data races, unsafe shared state, and missing synchronization in AI-generated concurrent or async code.

advanced | claude, gpt-4, gemini
Post-Build v1.0

API Response Validator

Validates that API responses match their declared contracts, schemas, and types — catching shape mismatches, missing fields, wrong status codes, and undocumented error formats.

intermediate | claude, gpt-4, gemini
Post-Build v1.0

Refactor Opportunity Finder

Spots code smells, DRY violations, extract opportunities, bloated functions, and structural improvements in AI-generated code that would reduce maintenance cost.

intermediate | claude, gpt-4, gemini
Post-Build v1.0

Logging Standards Check

Audits log statements for consistency, structured formatting, appropriate levels, and PII exposure.

beginner | claude, gpt-4, gemini