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.
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.
Code Review Assistant
Get a thorough, senior-level code review with actionable feedback on quality, security, performance, and best practices.
Unit Test Generator
Generate comprehensive unit tests with edge cases, mocks, and full coverage for your code.
macOS App Architecture Planner
Design a clean, production-ready architecture for a native macOS app using SwiftUI, including data flow, persistence, and system integration.
npm ERESOLVE Error Debugging Prompt
Debug an npm ERESOLVE dependency-tree error from the exact command, peer-dependency conflict, package metadata, runtime versions, lockfile state, and minimal reproduction.
Next.js Hydration Error Debugging Prompt
Debug a Next.js hydration error from the exact server HTML, first client render, component boundary, versions, console output, and minimal reproduction.
Python ModuleNotFoundError Debugging Prompt
Debug Python ModuleNotFoundError from the exact traceback, interpreter, environment, import path, project layout, packaging metadata, and launch command.
Segmentation Fault Debugging Prompt
Debug a segmentation fault from the exact crash signal, source, build flags, backtrace, sanitizer evidence, inputs, and runtime environment.
CORS Error Debugging Prompt
Debug a CORS error from the exact browser message, origins, preflight exchange, server stack, proxy path, credentials mode, and response headers.
CLAUDE.md Generator Prompt
Generate a concise CLAUDE.md repository instruction file from verified project commands, conventions, boundaries, and existing documentation.
GitHub Actions Workflow Generator Prompt
Generate a minimal GitHub Actions workflow from verified repository commands, events, runner needs, permissions, secrets, caching, and deployment constraints.
Docker Command Generator Prompt
Generate a precise Docker CLI command from your goal, environment, current container state, version, and safety constraints.
Google Sheets Formula Generator Prompt
Generate Google Sheets formulas, ARRAYFORMULA expressions, and Apps Script snippets from plain English descriptions.
README Generator Prompt
Generate professional GitHub README files with badges, installation steps, API docs, and contribution guides from a project description.
Biome Config Generator Prompt
Generate the smallest version-compatible Biome configuration from supplied repository, language, formatter, linter, import, VCS, migration, and validation facts.
PostCSS Config Generator Prompt
Generate the smallest version-compatible PostCSS configuration from supplied build-tool, framework, plugin, module-format, browser, and validation facts.
Next.js Config Generator Prompt
Generate the smallest version-compatible Next.js configuration from supplied router, runtime, deployment, asset, route, build, and validation facts.
Vitest Config Generator Prompt
Generate a version-compatible Vitest configuration from supplied Vite, runtime, framework, module, workspace, environment, coverage, and validation facts.
Jest Config Generator Prompt
Generate a version-compatible Jest configuration from supplied project structure, runtime, modules, transforms, test environments, aliases, coverage, and validation evidence.
Babel Config Generator Prompt
Generate a version-compatible Babel configuration from supplied runtimes, syntax, targets, framework, test, bundler, module, and validation requirements.
Tailwind Config Generator Prompt
Generate a version-compatible Tailwind CSS configuration or CSS-first setup from a supplied project structure, framework, content sources, theme tokens, plugins, and build evidence.
Webpack Config Generator Prompt
Generate a version-compatible webpack configuration from a supplied project layout, runtime, entry points, module rules, development needs, build targets, and validation evidence.
Vite Config Generator Prompt
Generate a version-compatible Vite configuration from a supplied framework, project layout, plugins, module behavior, development server, build targets, and validation evidence.
Prettier Config Generator Prompt
Generate a version-compatible Prettier configuration from a supplied project stack, file types, formatting policy, plugins, editor workflow, and validation output.
tsconfig.json Generator Prompt
Generate a version-compatible tsconfig.json from a supplied TypeScript project, runtime, module system, build pipeline, source layout, and validation evidence.
ESLint Config Generator Prompt
Generate a version-compatible ESLint configuration from a supplied JavaScript or TypeScript stack, framework, module system, rule goals, and validation output.
Docker Compose Generator Prompt
Generate a version-aware Docker Compose configuration from supplied service requirements, image contracts, networks, storage, secrets, and validation evidence.
Helm Chart Generator Prompt
Generate a version-aware Helm chart from supplied Kubernetes requirements, workload constraints, values contracts, security rules, and validation evidence.
Prisma Schema Generator Prompt
Generate a version-correct Prisma schema from supplied data requirements, database constraints, relation rules, existing migrations, and validation evidence.
Zod Schema Generator Prompt
Generate version-correct Zod schemas from supplied contracts, sanitized examples, validation rules, TypeScript constraints, and runtime requirements.
Pydantic Model Generator Prompt
Generate version-correct Pydantic models from supplied data contracts, examples, validation rules, serialization needs, and Python constraints.
GraphQL Query Generator Prompt
Generate schema-valid GraphQL queries, mutations, fragments, and variables from a supplied schema, operation goal, client constraints, and verified examples.
YAML Generator Prompt
Generate schema-aware YAML from real requirements, verified versions, examples, and security constraints, with parsing and validation steps.
Dockerfile Generator Prompt
Generate a secure, maintainable Dockerfile from a real project tree, verified build and runtime commands, platform constraints, and explicit secret-handling rules.
Makefile Generator Prompt
Generate a maintainable Makefile from a real project tree, verified commands, platform constraints, and explicit safety requirements.
CSS Generator Prompt
Generate maintainable CSS from real HTML, design requirements, browser targets, and accessibility constraints, with responsive states and validation steps.
Nginx Config Generator Prompt
Generate a production-minded Nginx configuration from a verified deployment brief, with safe defaults, syntax checks, rollout steps, and rollback guidance.
FFmpeg Command Generator Prompt
Generate a safe, precise FFmpeg command from media metadata and a plain-language task, with quoting, codec choices, validation, and no-overwrite defaults.
jq Command Generator Prompt
Generate a precise jq command from sample JSON and a stated transformation, with shell-safe quoting, null handling, explanations, and test cases.
TypeScript Interface Generator Prompt
Generate precise TypeScript interfaces and related types from sample data or a verified schema, with explicit nullability, unions, runtime-boundary notes, and compile checks.
PowerShell Script Generator Prompt
Generate a readable PowerShell script from a verified task, environment, inputs, and safety constraints, with validation, WhatIf support, testing, and rollback guidance.
Bash Script Generator Prompt
Generate a readable Bash script from a verified task, environment, inputs, and safety constraints, with validation, dry-run behavior, error handling, and rollback guidance.
XPath Generator Prompt
Generate a robust XPath locator from supplied HTML or XML, target requirements, namespace details, runtime constraints, and evidence that the result is unique.
cURL Command Generator Prompt
Turn verified API documentation and request requirements into a safe, copy-ready cURL command with placeholders, shell-aware quoting, and response checks.
Pull Request Description Prompt
Turn a verified diff, ticket, test evidence, risks, and rollout notes into a concise pull request description without inventing behavior or completed checks.
Gitignore Generator Prompt
Generate a minimal, auditable .gitignore from the actual stack, repository layout, generated files, local secrets, and files that must remain tracked.
Mermaid Diagram Generator Prompt
Turn verified systems, processes, or relationships into valid Mermaid syntax with the right diagram type, readable labels, explicit assumptions, and a render-check workflow.
JSON Schema Generator Prompt
Turn representative JSON and explicit business rules into a versioned JSON Schema with documented assumptions, reusable definitions, validation cases, and compatibility notes.
Linux Command Generator Prompt
Translate a plain-language task into a scoped Linux command with environment checks, safe quoting, a preview step, explanation, validation, and rollback guidance.
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.
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.
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.
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.
Code Conversion Prompt
Convert code from one programming language to another while preserving behavior, replacing dependencies deliberately, and verifying the result with tests.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Blue-Green Deployment Rollback Checklist Builder
Build a production checklist for blue-green deployments, traffic switching, validation, rollback triggers, data compatibility, and release communications.
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.
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.
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.
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.
Scheduled Job Observability Runbook Builder
Design observability, alerting, retries, ownership, and incident runbooks for cron jobs, scheduled tasks, and recurring background workflows.
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.
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.
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.
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.
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.
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.
Supabase RLS Policy Test Suite Builder
Design row-level security policies with an access matrix, abuse cases, and repeatable SQL tests for Supabase apps.
WebSocket Real-Time Collaboration Design Guide
Design real-time collaborative features with WebSockets, presence, conflict handling, offline recovery, scaling, observability, and security safeguards.
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.
Background Job Queue Design Guide
Design a reliable background job queue system with retries, idempotency, scheduling, observability, and failure handling.
Feature Flag Rollout and Rollback Plan Builder
Design a safe production rollout plan with feature flags, exposure stages, monitoring thresholds, and rollback triggers.
GraphQL Schema and API Design Guide
Design a well-structured, performant GraphQL schema with best practices for queries, mutations, subscriptions, and error handling.
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.
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 90 prompts in this category are free to copy, customize, and use. No signup required.