code-generation Prompts
Test Coverage Analysis and Gap Finder
Analyzes existing test coverage to identify untested critical paths, missing edge cases, and test quality issues, then generates prioritized test cases with implementation code.
Tech Debt Assessment and Prioritization
Systematically identifies, categorizes, and prioritizes technical debt in your codebase with estimated remediation costs, business impact scores, and a phased paydown plan.
Architecture Review Template Generator
Generates a structured architecture review document that evaluates system design decisions, identifies coupling risks, assesses scalability, and recommends improvements with migration paths.
Performance Review and Optimization Guide
Conducts a systematic performance code review identifying algorithmic inefficiencies, unnecessary allocations, blocking operations, and N+1 queries, with benchmarked optimization suggestions.
Security Vulnerability Audit Checklist Generator
Generates a comprehensive security audit checklist tailored to your codebase, covering OWASP Top 10, authentication flaws, injection risks, and data exposure vulnerabilities with remediation code.
Database Seed and Fixture Generator
Generate a complete database seeding system with realistic fixture data, relationship-aware factories, environment-specific seeds, and deterministic test data for your ORM.
Logging and Observability Setup Generator
Generate a complete logging and observability stack with structured logging, distributed tracing, metrics collection, alerting rules, and dashboard configurations for your backend.
API Rate Limiting and Throttling System
Generate a multi-layered API throttling system with per-endpoint limits, user tier quotas, burst handling, and analytics for managing API consumption at scale.
Environment Configuration Manager
Generate a type-safe environment configuration system with validation, defaults, secret management, and environment-specific overrides for your backend application.
File Upload and Processing Pipeline
Generate a complete file upload system with multipart handling, virus scanning, image processing, cloud storage integration, and progress tracking for your backend.
API Pagination and Filtering Builder
Generate a reusable API pagination and filtering system with cursor-based or offset pagination, sortable fields, advanced filters, and consistent response envelopes.
Database Connection Pool Optimizer
Generate an optimized database connection pool configuration with sizing calculations, health checks, retry logic, and monitoring for high-performance database access.