25 Best ChatGPT Prompts for Coding 2026

TL;DR: 15 copy-paste prompts organized by category. Use them as starting templates and customize for your needs.

Code Generation

Write a [language] function that [description]. Include error handling, type hints, and inline comments.

Create a REST API endpoint in [framework] for [resource]. Include CRUD operations, validation, and error responses.

Generate a React component for [description]. Use TypeScript, functional components, and include props interface.

Write unit tests for this function using [testing framework]: [paste function]

Create a database schema for [application type] with [entities]. Include relationships and indexes.

Debugging

This code gives the error: [error message]. Here is the code: [paste code]. Explain the bug and provide a fix.

Review this code for potential bugs, security vulnerabilities, and performance issues: [paste code]

This function works but is slow. Optimize it for performance: [paste function]

Why does this test fail? Test: [paste test] Function: [paste function]

Explain this error stack trace and suggest the most likely fix: [paste stack trace]

Architecture

Design the architecture for a [type of application]. Include: tech stack, folder structure, and key design decisions.

How should I structure a [language] project with [requirements]? Show the folder structure and explain each component.

Compare microservices vs monolith for [application description]. Consider team size, complexity, and scaling needs.

Design a database schema for [use case] that handles [scale]. Include indexing strategy and query optimization tips.

What design patterns should I use for [problem description]? Explain the trade-offs of each approach.

How to Use These Prompts

  • Copy any prompt and paste it directly into ChatGPT, Claude, or your preferred AI tool
  • Replace the bracketed [placeholders] with your specific information
  • Iterate on the output — ask for refinements until it matches your needs
  • Save your best customized prompts as templates for future use

FAQ

Do these prompts work with all AI tools?

Yes, these prompts work with ChatGPT, Claude, Gemini, and most other AI chatbots. Some Midjourney-specific prompts use parameters that only work in Midjourney.

Can I modify these prompts?

Absolutely. These are starting templates. The more you customize them with your specific context, the better the results.

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