BUILDER PATTERNS

Production-grade prompt patterns that help AI builders ship real software. Structured like a senior engineer would think, so vibe-coded prototypes become clean and production-ready.

[ Click a card to expand · Copy prompt to use it ]

  • Add a New Feature
    Fit the existing codebase. No new patterns, no new dependencies.
    DevelopmentFeature developmentConsistencyConventions
  • Credential Leak Audit
    Detect and remove hardcoded secrets from a codebase.
    MaintenanceSecuritySecretsCredentialsAudit
  • Debug a Production Issue
    Find the root cause before touching any code. No speculative fixes.
    MaintenanceDebuggingProductionRoot cause
  • Extensive Code Review
    Correctness-first branch review. No rewrites, no new abstractions.
    MaintenanceCode reviewCorrectnessMaintainability
  • Improve Existing Codebase
    Refactor the project to be readable, simple and idiomatic.
    MaintenanceRefactoringCode qualitySimplicityPlan mode recommended
  • Mobile App Security & Performance Audit
    Security, rendering, and memory leak audit for any mobile app.
    MaintenanceSecurityPerformanceMobileAudit
  • Create New Production-Ready Web Application
    Scaffold a full-stack web application using a modern, host-anywhere architecture.
    ScaffoldingDeveloper toolingWeb appsScaffolding
  • Performance Optimization
    Audit your project for common performance issues.
    MaintenancePerformanceAuditOptimization
  • Pre-Launch Production Checklist
    Everything non-tech builders forget before going live. Audit and fix.
    ScaffoldingProductionLaunchSecurityReliability
  • Web App Security Audit
    OWASP security audit for any production web application.
    MaintenanceSecurityOWASPAudit
  • Test your codebase
    Write tests that match how the codebase already tests itself.
    MaintenanceTestingDevelopmentQualityMaintenance