Top community-rated prompts optimized for Copilot (GitHub).
50 prompts— sorted by community rating
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.
Build type-safe server actions for Next.js forms. Validation, error handling, optimistic updates, and revalidation — the modern mutation pattern.
Configure Kubernetes HPA with custom application metrics. Scale on queue depth, response latency, or business KPIs — not just CPU.
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.
Build an AI agent that reasons and acts using tools. ReAct loop with function calling, error recovery, and conversation memory.
Build a GitHub PR review bot that uses LLMs to analyze code changes, detect issues, and post review comments automatically.
Set up visual regression testing in CI with Playwright. Capture screenshots, compare against baselines, and block PRs on visual changes.
Build a fast local-first backend using Bun's built-in SQLite. CRUD API, migrations, full-text search, and WAL mode for concurrent reads.
Reliably extract structured JSON from LLM responses. Schema validation, retry on malformed output, and fallback parsing strategies.
Build a semantic code search engine using embeddings. Search by intent ('function that validates email') rather than exact text matches.
Build a full tRPC v11 setup with procedures, middleware, subscriptions, and React Query integration. Full-stack TypeScript type safety.
Track LLM API costs across multiple providers. Token counting, cost calculation, budget alerts, and per-feature usage attribution.
Build a Web Worker pool that distributes CPU-intensive tasks across threads. Task queue, load balancing, and progress reporting.
Reusable Terraform module for a production AWS setup. VPC with public/private subnets, ECS Fargate service, ALB, RDS, and CloudWatch monitoring.
Advanced code generation prompt. Fine-Tuning Data Prep with customizable parameters for professional results.
Advanced code generation prompt. Electron IPC Bridge with customizable parameters for professional results.
Advanced code generation prompt. Playwright Visual Regression with customizable parameters for professional results.
Craft sveltekit route with this structured code prompt. Adjustable variables let you fine-tune the output.
Craft nginx configuration with this structured code prompt. Adjustable variables let you fine-tune the output.
A beginner-level code prompt for creating cron job manager. Fill in the variables to customize the output for your specific needs.
Craft bun http server with this structured code prompt. Adjustable variables let you fine-tune the output.
Craft code splitting config with this structured code prompt. Adjustable variables let you fine-tune the output.
A intermediate-level code prompt for creating input sanitizer. Fill in the variables to customize the output for your specific needs.
Advanced code generation prompt. Event Sourcing with customizable parameters for professional results.
Master React Server Components data fetching patterns. Server-only queries, streaming with Suspense, waterfall prevention, and cache strategies.
Intermediate code generation prompt. SQLite Full-Text Search with customizable parameters for professional results.
Craft rate limiter implementation with this structured code prompt. Adjustable variables let you fine-tune the output.
A advanced-level code prompt for creating custom eslint rule. Fill in the variables to customize the output for your specific needs.
Craft pub/sub message broker with this structured code prompt. Adjustable variables let you fine-tune the output.
Craft e2e test suite with this structured code prompt. Adjustable variables let you fine-tune the output.
Craft prometheus alert rules with this structured code prompt. Adjustable variables let you fine-tune the output.
Beginner code generation prompt. Database Seed Script with customizable parameters for professional results.
Implement streaming LLM responses with Server-Sent Events. Token-by-token output from API to browser with proper error handling and abort.
A intermediate-level code prompt for creating solid.js signal store. Fill in the variables to customize the output for your specific needs.
A advanced-level code prompt for creating pulumi stack. Fill in the variables to customize the output for your specific needs.
Implement zero-downtime deployments with blue/green strategy. Health check gates, gradual traffic shift, and automatic rollback on failure.
Fuzz your API endpoints with random but valid inputs. Find edge cases, crashes, and 500 errors that manual testing misses.
A advanced-level code prompt for creating kubernetes manifest generator. Fill in the variables to customize the output for your specific needs.
Craft sql migration script with this structured code prompt. Adjustable variables let you fine-tune the output.
Intermediate code generation prompt. Vitest Mock Factory with customizable parameters for professional results.
Craft docker compose with this structured code prompt. Adjustable variables let you fine-tune the output.
Craft github actions ci/cd pipeline with this structured code prompt. Adjustable variables let you fine-tune the output.
Build a Retrieval-Augmented Generation pipeline with hybrid search (vector + keyword) and a reranking step for higher precision answers.
Advanced code generation prompt. GitHub PR Review Bot with customizable parameters for professional results.
A intermediate-level code prompt for creating aws lambda handler. Fill in the variables to customize the output for your specific needs.