Category
Coding AI Prompts
AI coding help is only as good as the context you hand it. These developer prompts are structured briefs — language, framework, failing behavior, constraints — so ChatGPT or Claude answers with code that fits your stack instead of a generic tutorial.
The collection covers debugging sessions, code review checklists, unit test generation, refactoring plans, API design, and documentation. Paste your actual code and error output into the variables; the templates do the rest of the framing.
Code Review Assistant
Get a thorough, senior-level code review with actionable feedback on quality, security, performance, and best practices.
Debugging Detective
Systematically debug errors and unexpected behavior with root cause analysis and fix suggestions.
Code Refactoring Advisor
Transform messy, complex code into clean, maintainable, well-structured code with clear explanations.
Technical Documentation Writer
Generate clear, comprehensive technical documentation for APIs, functions, systems, or libraries.
Unit Test Generator
Generate comprehensive unit tests with edge cases, mocks, and full coverage for your code.
API Endpoint Documentation Writer
Generate clear, developer-friendly API documentation for any endpoint including parameters, responses, and code examples.
SQL Query Optimizer
Analyze and rewrite slow SQL queries for better performance with explanations of every optimization made.
React Component Generator
Generate a clean, reusable React component with TypeScript, props interface, and Tailwind CSS styling.
Code Review Checklist Generator
Generate a thorough code review checklist tailored to your language, framework, and team standards.
Database Schema Design Assistant
Design a normalized, scalable database schema for your application with table definitions, relationships, and indexing strategy.
macOS App Architecture Planner
Design a clean, production-ready architecture for a native macOS app using SwiftUI, including data flow, persistence, and system integration.
SwiftUI macOS View Builder
Generate production-quality SwiftUI views tailored for macOS, with proper AppKit idioms, keyboard navigation, and platform-native feel.
macOS Menu Bar App Generator
Build a complete macOS menu bar (status bar) app with SwiftUI, including popover UI, keyboard shortcuts, and launch-at-login support.
macOS App with Core Data & CloudKit Sync
Build a macOS app with persistent local storage and seamless iCloud sync using Core Data with CloudKit or SwiftData.
macOS Document-Based App Builder
Create a native macOS document-based app with SwiftUI, supporting custom file formats, autosave, versioning, and iCloud Documents.
CI/CD Pipeline Configuration Generator
Generate production-ready CI/CD pipeline configurations for GitHub Actions, GitLab CI, or other platforms with testing, linting, building, and deployment stages.
Web Accessibility Audit and Remediation Guide
Conduct 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.
Performance Profiling and Optimization Guide
Get a systematic approach to profiling and optimizing application performance — from identifying bottlenecks to implementing fixes with measurable before/after benchmarks.
GraphQL Schema and API Design Guide
Design a well-structured, performant GraphQL schema with best practices for queries, mutations, subscriptions, and error handling.
Docker Containerization and Deployment Guide
Generate a complete Docker setup for any application including Dockerfile, docker-compose configuration, multi-stage builds, and production deployment best practices.
Regex Pattern Builder and Tester
Generate, explain, and test regular expression patterns for common and complex text matching scenarios with step-by-step breakdowns and edge case handling.
Microservices Architecture Migration Planner
Plan a structured migration from a monolithic application to microservices, covering service decomposition, data ownership, API contracts, migration phases, and rollback strategies.
Feature Flag Rollout and Rollback Plan Builder
Design a safe production rollout plan with feature flags, exposure stages, monitoring thresholds, and rollback triggers.
Terraform Infrastructure as Code Review Checklist
Review Terraform or OpenTofu changes with a security, reliability, and cost lens before infrastructure hits production.
Legacy Codebase Modernization Roadmap
Plan a realistic modernization path for a legacy application without breaking production or stalling feature delivery.
Webhook Retry and Idempotency Design Guide
Design resilient webhook delivery and consumer handling with idempotency keys, retry policies, signature verification, and dead-letter recovery workflows.
Browser Extension Permissions and Store Review Checklist
Plan a browser extension launch with least-privilege permissions, manifest review, privacy disclosures, and Chrome Web Store or Firefox Add-ons submission readiness.
Database Migration Rollback Plan Builder
Generate a safe database migration plan with rollout steps, rollback procedures, validation checks, and communication notes for production changes.
LLM Eval Test Suite Builder
Design a repeatable evaluation suite for AI features covering quality, safety, regression checks, and rubric-based scoring before release.
API Deprecation Announcement and Migration Guide Builder
Create a developer-friendly API deprecation notice, migration guide, and rollout timeline that reduces support friction.
Incident Postmortem Template Builder
Generate a blameless engineering postmortem with timeline, root cause analysis, and follow-up actions after a production incident.
Production Readiness Review Checklist Builder
Create a launch-readiness checklist for new services, features, or infrastructure changes before they go to production.
Design Token Migration Plan Builder
Plan a safe migration from hard-coded styles to a reusable design token system across apps, components, and themes.
Offline-First Mobile Sync Conflict Resolution Guide
Design a robust offline-first sync strategy for mobile apps, including conflict handling, queues, retries, and user-facing recovery states.
OpenAPI Contract Test Suite Builder
Design contract tests from an OpenAPI spec to catch breaking API changes before they reach consumers or production.
OAuth Login Flow Debugging Checklist Builder
Troubleshoot OAuth and OIDC login failures with a structured checklist covering redirects, scopes, PKCE, cookies, callbacks, and provider configuration.
SAML SSO Implementation Checklist Builder
Plan a secure SAML SSO rollout with metadata, user mapping, multi-tenant settings, tests, troubleshooting, and enterprise launch steps.
Dependency Upgrade Risk and Rollout Planner
Plan risky framework, library, and package upgrades with compatibility checks, regression testing, phased rollout, and rollback steps.
API Key and Secret Rotation Runbook Builder
Create a practical runbook for rotating API keys, tokens, webhooks, and other secrets after a leak or on a planned security cadence.
API Rate Limit and Quota Design Guide
Design a developer-friendly API rate limiting and quota system with algorithms, headers, errors, storage, and rollout strategy.
Background Job Queue Design Guide
Design a reliable background job queue system with retries, idempotency, scheduling, observability, and failure handling.
Multi-Tenant SaaS Authorization Design Guide
Design a secure authorization model for multi-tenant SaaS apps with tenant isolation, RBAC/ABAC decisions, permission matrices, and test cases.
WebSocket Real-Time Collaboration Design Guide
Design real-time collaborative features with WebSockets, presence, conflict handling, offline recovery, scaling, observability, and security safeguards.
Supabase RLS Policy Test Suite Builder
Design row-level security policies with an access matrix, abuse cases, and repeatable SQL tests for Supabase apps.
Mobile Deep Link QA Test Plan Builder
Create a QA plan for universal links, Android app links, deferred deep links, web fallbacks, attribution SDKs, and edge cases across mobile apps.
Kubernetes Deployment Troubleshooting Runbook Builder
Generate a practical Kubernetes runbook for diagnosing failed rollouts, crash loops, image pulls, probes, config errors, and safe rollback paths.
SLO Error Budget Policy Builder
Design service level objectives, error budgets, burn-rate alerts, and release policies that balance reliability with product velocity.
OpenTelemetry Instrumentation Plan Builder
Plan OpenTelemetry traces, metrics, logs, and dashboards for a service so teams can debug latency, errors, and dependency failures faster.
LLM Prompt Injection Defense Checklist Builder
Create a threat model, red-team test cases, and layered mitigation checklist for protecting LLM apps from prompt injection and data exfiltration.
Monorepo Build Cache Optimization Guide
Diagnose slow monorepo builds and create a practical optimization plan for local developer workflows, CI pipelines, caching, and dependency boundaries.
Flaky Test Triage and Stabilization Runbook Builder
Create an engineering runbook to identify, classify, quarantine, debug, and permanently stabilize flaky automated tests in CI.
Serverless Cold Start Optimization Guide
Diagnose and reduce serverless cold starts with measurement plans, runtime tuning, dependency trimming, provisioned capacity, and cost tradeoffs.
gRPC Error Handling and Retry Design Guide
Design reliable gRPC service error handling with status codes, deadlines, retries, idempotency, interceptors, and observability.
iOS Privacy Manifest and SDK Compliance Checklist Builder
Create an App Store readiness checklist for iOS privacy manifests, third-party SDKs, required reason APIs, and data collection disclosures.
Database Backup Restore Drill Runbook Builder
Create a practical database backup restore drill runbook that validates recovery time, recovery point, data integrity, and team readiness.
Redis Cache Invalidation and TTL Strategy Guide
Design a Redis caching strategy with key naming, TTL rules, invalidation triggers, stale data safeguards, observability, and rollout planning.
WebAuthn Passkey Implementation Checklist Builder
Design a WebAuthn passkey rollout with registration flows, account recovery, device coverage, security controls, browser support, and QA test cases.
API Pagination Filtering and Sorting Design Guide
Design consistent REST API pagination, filtering, sorting, and response metadata patterns for scalable developer-friendly endpoints.
CLI Error Message and Exit Code UX Guide
Design developer-friendly command-line error messages with exit codes, stderr/stdout rules, recovery hints, logging behavior, docs, and regression tests.
MCP Server Security Review Checklist Builder
Create a security review checklist for MCP servers and tool integrations, covering permissions, data exposure, authentication, logging, prompt injection, and rollout controls.
Postgres Index Bloat Maintenance Runbook Builder
Build a practical Postgres index bloat diagnosis and maintenance runbook with safe checks, reindex options, monitoring, and rollback planning.
Database Connection Pool Sizing Runbook Builder
Create a practical runbook for sizing, testing, and monitoring database connection pools across apps, workers, serverless functions, and managed databases.
Content Security Policy Rollout Checklist Builder
Plan a low-risk Content Security Policy rollout with report-only testing, directive design, third-party inventory, violation triage, and deployment guardrails.
Event Sourcing Replay and Backfill Runbook Builder
Plan a safe event replay or projection backfill with idempotency rules, batching, validation, rollback triggers, and operator checklists.
Data Residency Architecture Checklist Builder
Create a technical checklist for regional data residency, tenant routing, backups, logging, subprocessors, and migration risks.
Scheduled Job Observability Runbook Builder
Design observability, alerting, retries, ownership, and incident runbooks for cron jobs, scheduled tasks, and recurring background workflows.
GitHub Actions Permissions Hardening Checklist Builder
Review GitHub Actions workflow permissions, tokens, secrets, environments, third-party actions, and pull request risks with a hardening checklist.
AI Agent Tool Permission Boundary Test Plan Builder
Design a test plan for AI agent tool permissions, including allowlists, destructive-action gates, data access boundaries, audit logs, and red-team scenarios.
Frontend Bundle Size Regression Budget Builder
Create route-level JavaScript and CSS bundle budgets with CI checks, ownership rules, and regression fixes for modern frontend apps.
Browser Storage Migration QA Test Plan Builder
Create a QA plan for migrating cookies, localStorage, sessionStorage, or IndexedDB data without breaking auth, preferences, carts, or offline state.
Schema Registry Compatibility Test Plan Builder
Design a compatibility test plan for event schemas, schema registry rules, producer changes, consumer contracts, and CI release gates.
Feature Store Online Offline Consistency Test Plan Builder
Build a QA plan that checks online/offline feature parity, freshness, point-in-time correctness, and model-serving readiness.
Source Map Production Error Triage Runbook Builder
Create a frontend production error triage runbook for source maps, minified stack traces, release artifacts, monitoring tools, and privacy-safe debugging.
DNS Email Authentication Configuration Checklist Builder
Create a developer-ready checklist for configuring SPF, DKIM, DMARC, and BIMI records with testing steps, rollout policy, and monitoring.
Webhook Signature Verification Implementation Checklist Builder
Build an implementation checklist for signed webhook verification, timestamp tolerance, replay protection, secret handling, tests, and observability.
Terraform State Drift Reconciliation Runbook Builder
Create a runbook for safely detecting and reconciling Terraform state drift, imports, moved resources, provider changes, and plan risk.
Blue-Green Deployment Rollback Checklist Builder
Build a production checklist for blue-green deployments, traffic switching, validation, rollback triggers, data compatibility, and release communications.
Feature Flag Cleanup and Toggle Debt Runbook Builder
Create a runbook for auditing stale feature flags, classifying toggle debt, safely removing flags, testing behavior, and preventing future flag sprawl.
RAG Citation Accuracy Test Plan Builder
Design a test plan for retrieval-augmented generation citation accuracy, source grounding, quote fidelity, chunk mapping, regressions, and release gates.
S3 Presigned URL Upload Security Checklist Builder
Create a security checklist for S3-compatible presigned uploads covering scopes, content validation, expiration, malware scanning, abuse prevention, and audit logs.
GraphQL Resolver N+1 Query Audit Guide
Audit GraphQL resolvers for N+1 query problems with tracing, query examples, DataLoader batching, ORM fixes, and regression tests.
Open Source License Compliance Audit Checklist Builder
Create an open source license compliance audit checklist for dependencies, notices, SBOMs, copyleft risk, policy exceptions, and release gates.
Timezone and DST Scheduling Test Plan Builder
Build a timezone and daylight saving time scheduling test plan for recurring jobs, calendar events, reminders, user locale handling, and edge-case regressions.
WebRTC TURN and ICE Connectivity Troubleshooting Runbook Builder
Create a WebRTC troubleshooting runbook for TURN, STUN, ICE candidates, NAT traversal, media failures, network logs, monitoring, and escalation.
StoreKit Subscription Receipt Validation Checklist Builder
Build an implementation checklist for validating iOS subscriptions with StoreKit 2, App Store Server Notifications, entitlement syncing, refunds, grace periods, and test coverage.
Mobile Push Notification Delivery Debugging Runbook Builder
Create a mobile push notification debugging runbook for APNs, FCM, device tokens, permissions, payloads, queues, delivery metrics, and escalation.
Mobile Certificate Pinning Rollout Checklist Builder
Create a mobile certificate pinning rollout plan with trust model review, staged release, telemetry, fallback behavior, and incident response steps.
Kubernetes Pod Security Standards Migration Checklist Builder
Create a Kubernetes Pod Security Standards migration plan with namespace inventory, audit mode, policy exceptions, workload fixes, rollout controls, and verification steps.
Kafka Consumer Lag Incident Runbook Builder
Create a production runbook for Kafka or stream-processing consumer lag incidents with triage, offset safety, scaling options, root-cause checks, alerts, and recovery verification.
LLM Tool Call Trace Debugging Runbook Builder
Create a debugging runbook for AI apps where tool calls, traces, permissions, and model steps need root cause analysis.
Android In-App Update Rollout Checklist Builder
Create an Android in-app update rollout checklist covering Play Core setup, flexible versus immediate updates, staged rollout, QA, metrics, copy, and rollback triggers.
Vector Database Index Migration Checklist Builder
Create a vector database index migration checklist covering schema changes, embedding model compatibility, backfills, dual writes, retrieval quality tests, rollback, and monitoring.
Edge Runtime Compatibility Audit Checklist Builder
Audit a web app or API for edge runtime compatibility across Node APIs, dependencies, streaming, auth, databases, observability, and deployment risk.
OpenFeature Feature Flag SDK Migration Checklist Builder
Plan a migration from a vendor-specific feature flag SDK to OpenFeature with provider setup, parity testing, rollout controls, observability, and rollback criteria.
Firebase Security Rules Emulator Test Suite Builder
Design Firebase Security Rules emulator tests for Firestore or Storage with role matrices, abuse cases, fixtures, and CI checks.
Browser Extension MV3 Service Worker Debugging Runbook Builder
Troubleshoot Manifest V3 extension service worker lifecycle bugs, alarms, messaging, storage, permissions, and cross-browser behavior.
Container Image Provenance Verification Checklist Builder
Create a DevSecOps checklist for verifying container image provenance, signatures, attestations, builder trust, registry controls, and release evidence.
Email Template Dark Mode QA Test Plan Builder
Build a QA test plan for HTML email templates across dark mode clients, accessibility states, tracking links, fallbacks, and rendering quirks.
Postgres Logical Replication Failover Runbook Builder
Create a production runbook for Postgres logical replication failover with slot checks, subscriber promotion steps, data validation, and rollback criteria.
iOS Background Task Scheduling Debugging Runbook Builder
Create an iOS background task debugging runbook for BGTaskScheduler, background fetch, silent push, permissions, app lifecycle, battery constraints, and release validation.
WebAssembly Memory Leak Triage Runbook Builder
Create a WebAssembly memory leak triage runbook for browser or server runtimes with heap growth, linear memory snapshots, bindings, allocators, and release validation.
SQLite WAL Lock Contention Triage Runbook Builder
Create a SQLite WAL lock contention triage runbook for mobile, desktop, edge, or embedded apps with busy timeouts, long readers, checkpoints, and safe fixes.
DNSSEC Zone Signing Key Rollover Runbook Builder
Create a DNSSEC ZSK or KSK rollover runbook with registrar checks, DS records, TTL timing, validation monitoring, rollback criteria, and stakeholder updates.
Playwright Visual Regression Test Plan Builder
Design a Playwright visual regression testing plan with screenshot scope, viewport coverage, stable fixtures, diff thresholds, CI gates, and triage rules.
PDF Invoice Rendering Regression Test Plan Builder
Design a regression test plan for PDF invoice rendering with fixture data, typography checks, pagination, totals, localization, and CI artifacts.
Git Merge Conflict Resolution Prompt
Resolve Git merge conflicts safely by comparing both branches' intent, proposing per-file edits, preserving behavior, and verifying the result before commit.
Explain Code Line by Line Prompt
Turn unfamiliar code into a line-by-line explanation of syntax, data flow, intent, side effects, edge cases, and safe ways to verify understanding.
Code Conversion Prompt
Convert code from one programming language to another while preserving behavior, replacing dependencies deliberately, and verifying the result with tests.
Git Commit Message Prompt
Turn a Git diff into an accurate commit subject, optional body, and compliant footer without inventing tests, issue links, or behavior changes.
Python Script Generator Prompt
Turn a plain-language task into a complete Python script with explicit requirements, safe defaults, dependency choices, error handling, tests, and run instructions.
Code Comment Generator Prompt
Add useful comments and documentation to existing code while preserving behavior, matching project conventions, and removing narration that merely repeats syntax.
Cron Expression Generator Prompt
Turn a plain-language schedule into a verified cron expression for a named dialect, with timezone handling, next-run examples, tests, and safety checks.
Frequently Asked Questions
How do I use these coding AI prompts?
Open any prompt, copy the template, and replace the bracketed [variables] with your own details. Then paste it into your AI tool — each prompt page shows a realistic example output and tips for better results.
Which AI tools work with these coding prompts?
Most templates in this category are written for ChatGPT, Claude and Gemini, and each prompt page lists exactly which tools it's been written for. The templates use structured plain language, so they transfer well between assistants.
Are these coding prompts free?
Yes — all 112 prompts in this category are free to copy, customize, and use. No signup required.