Code generation, architecture design, debugging, testing, and technical documentation. 33% of Claude usage is programming — these prompts work best with code-focused models.
Generate production-ready code with error handling and types
Debug complex issues with systematic root-cause analysis
Get code reviews — security, performance, and maintainability
Design database schemas, APIs, and system architecture
Write technical documentation and READMEs that developers actually read
Build CI/CD pipelines and infrastructure-as-code
A structured prompt for debugging that forces systematic root cause analysis instead of random fixes.
Analyzes code and suggests refactoring improvements following clean code principles. Prioritizes readability and maintainability.
Implement consumer-driven contract testing with Pact. Ensure API changes don't break consumers without running full integration tests.
CI/CD pipeline for a monorepo with path-based triggers, parallel builds, shared caching, and conditional deployments per package.
Set up a complete observability stack. Structured logging, Prometheus metrics, distributed tracing with OpenTelemetry — correlated with trace IDs.
Configure Kubernetes HPA with custom application metrics. Scale on queue depth, response latency, or business KPIs — not just CPU.
Build type-safe server actions for Next.js forms. Validation, error handling, optimistic updates, and revalidation — the modern mutation pattern.
Build a prompt template engine that supports variables, conditionals, loops, and includes. Like Handlebars but for LLM prompts.
Production-grade Docker Compose setup for a full-stack app. App, DB, Redis, worker, nginx — with hot reload, health checks, and named volumes.
Set up mutation testing to verify your tests actually catch bugs. Stryker mutates your code and checks if tests fail — the ultimate test quality metric.
Build a REST API with Deno 2 using Web Standards APIs. Secure by default with explicit permissions, built-in testing, and zero config.
Designs RESTful API endpoints with proper HTTP methods, status codes, request/response schemas, and error handling.
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