Guide
Best ChatGPT Prompts for Coding
30 free prompts · Updated April 2026
The fastest way to waste time with AI coding help is a vague prompt. The templates below structure what ChatGPT actually needs — language, framework, the failing behavior, the constraint — so the answer compiles instead of gesturing.
The set covers debugging, code review, unit test generation, refactoring, API design, and architecture decisions. Copy a template, paste your code or error into the [variables], and you'll get a response scoped to your actual stack rather than a generic tutorial.
- 01Code Review AssistantGet a thorough, senior-level code review with actionable feedback on quality, security, performance, and best practices.Works with ChatGPT, Claude, Gemini
- 02Unit Test GeneratorGenerate comprehensive unit tests with edge cases, mocks, and full coverage for your code.Works with ChatGPT, Claude, Gemini
- 03macOS App Architecture PlannerDesign a clean, production-ready architecture for a native macOS app using SwiftUI, including data flow, persistence, and system integration.Works with ChatGPT, Claude, Gemini
- 04Webhook Retry and Idempotency Design GuideDesign resilient webhook delivery and consumer handling with idempotency keys, retry policies, signature verification, and dead-letter recovery workflows.Works with ChatGPT, Claude, Gemini
- 05Debugging DetectiveSystematically debug errors and unexpected behavior with root cause analysis and fix suggestions.Works with ChatGPT, Claude, Gemini
- 06Code Refactoring AdvisorTransform messy, complex code into clean, maintainable, well-structured code with clear explanations.Works with ChatGPT, Claude, Gemini
- 07Technical Documentation WriterGenerate clear, comprehensive technical documentation for APIs, functions, systems, or libraries.Works with ChatGPT, Claude, Gemini
- 08API Endpoint Documentation WriterGenerate clear, developer-friendly API documentation for any endpoint including parameters, responses, and code examples.Works with ChatGPT, Claude, Gemini
- 09SQL Query OptimizerAnalyze and rewrite slow SQL queries for better performance with explanations of every optimization made.Works with ChatGPT, Claude
- 10React Component GeneratorGenerate a clean, reusable React component with TypeScript, props interface, and Tailwind CSS styling.Works with ChatGPT, Claude, Gemini
- 11Code Review Checklist GeneratorGenerate a thorough code review checklist tailored to your language, framework, and team standards.Works with ChatGPT, Claude, Gemini
- 12Database Schema Design AssistantDesign a normalized, scalable database schema for your application with table definitions, relationships, and indexing strategy.Works with ChatGPT, Claude, Gemini
- 13SwiftUI macOS View BuilderGenerate production-quality SwiftUI views tailored for macOS, with proper AppKit idioms, keyboard navigation, and platform-native feel.Works with ChatGPT, Claude, Gemini
- 14macOS Menu Bar App GeneratorBuild a complete macOS menu bar (status bar) app with SwiftUI, including popover UI, keyboard shortcuts, and launch-at-login support.Works with ChatGPT, Claude, Gemini
- 15macOS App with Core Data & CloudKit SyncBuild a macOS app with persistent local storage and seamless iCloud sync using Core Data with CloudKit or SwiftData.Works with ChatGPT, Claude, Gemini
- 16macOS Document-Based App BuilderCreate a native macOS document-based app with SwiftUI, supporting custom file formats, autosave, versioning, and iCloud Documents.Works with ChatGPT, Claude, Gemini
- 17CI/CD Pipeline Configuration GeneratorGenerate production-ready CI/CD pipeline configurations for GitHub Actions, GitLab CI, or other platforms with testing, linting, building, and deployment stages.Works with ChatGPT, Claude, Gemini
- 18Web Accessibility Audit and Remediation GuideConduct a comprehensive WCAG 2.2 web accessibility audit with prioritized remediation steps, code fixes, and testing strategies to make your website or app accessible to all users.Works with ChatGPT, Claude, Gemini
- 19Performance Profiling and Optimization GuideGet a systematic approach to profiling and optimizing application performance — from identifying bottlenecks to implementing fixes with measurable before/after benchmarks.Works with ChatGPT, Claude, Gemini
- 20GraphQL Schema and API Design GuideDesign a well-structured, performant GraphQL schema with best practices for queries, mutations, subscriptions, and error handling.Works with ChatGPT, Claude, Gemini
- 21Docker Containerization and Deployment GuideGenerate a complete Docker setup for any application including Dockerfile, docker-compose configuration, multi-stage builds, and production deployment best practices.Works with ChatGPT, Claude, Gemini
- 22Regex Pattern Builder and TesterGenerate, explain, and test regular expression patterns for common and complex text matching scenarios with step-by-step breakdowns and edge case handling.Works with ChatGPT, Claude, Gemini
- 23Microservices Architecture Migration PlannerPlan a structured migration from a monolithic application to microservices, covering service decomposition, data ownership, API contracts, migration phases, and rollback strategies.Works with ChatGPT, Claude, Gemini
- 24Feature Flag Rollout and Rollback Plan BuilderDesign a safe production rollout plan with feature flags, exposure stages, monitoring thresholds, and rollback triggers.Works with ChatGPT, Claude, Gemini
- 25Terraform Infrastructure as Code Review ChecklistReview Terraform or OpenTofu changes with a security, reliability, and cost lens before infrastructure hits production.Works with ChatGPT, Claude, Gemini
- 26Legacy Codebase Modernization RoadmapPlan a realistic modernization path for a legacy application without breaking production or stalling feature delivery.Works with ChatGPT, Claude, Gemini
- 27Browser Extension Permissions and Store Review ChecklistPlan a browser extension launch with least-privilege permissions, manifest review, privacy disclosures, and Chrome Web Store or Firefox Add-ons submission readiness.Works with ChatGPT, Claude, Gemini
- 28Database Migration Rollback Plan BuilderGenerate a safe database migration plan with rollout steps, rollback procedures, validation checks, and communication notes for production changes.Works with ChatGPT, Claude, Gemini
- 29LLM Eval Test Suite BuilderDesign a repeatable evaluation suite for AI features covering quality, safety, regression checks, and rubric-based scoring before release.Works with ChatGPT, Claude, Gemini
- 30API Deprecation Announcement and Migration Guide BuilderCreate a developer-friendly API deprecation notice, migration guide, and rollout timeline that reduces support friction.Works with ChatGPT, Claude, Gemini
Frequently Asked Questions
How do I get ChatGPT to debug my code properly?
Include the code, the exact error message, what you expected, and what happened instead. The debugging templates here have slots for each, which forces the diagnosis to engage with your actual failure rather than guessing.
Can ChatGPT write production-quality code?
It writes strong first drafts and excellent tests and reviews. Treat output as a capable pair programmer's suggestion: read it, run it, and keep your own judgment in the loop — the review templates help with exactly that.
Which AI is best for coding help?
ChatGPT and Claude are both strong; Claude tends to do especially well on longer codebases and careful refactors. Every template on this list works with either.
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