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AI Prompts for Coding: Debug, Build & Review Faster

Developers who use AI prompts for coding ship features faster, catch bugs earlier, and write cleaner documentation. But generic prompts produce generic code. PromptPrepare generates structured, role-primed prompts for ChatGPT, Claude, and Gemini — designed for real-world software tasks. Whether you're debugging a tricky function, planning a microservices architecture, or writing unit tests, our AI coding prompts give your model the context it needs to produce production-quality output. The difference between a vague ask and an expert prompt is the difference between boilerplate and brilliance.

AI prompts for codingChatGPT coding promptsAI prompts for developersprogramming prompt generator

Code Generation & Function Writing Prompts

Senior Code Reviewer: Find Security & Performance Issues

Act as a senior software engineer with 15+ years building production systems.

Review this code for:
1. Security vulnerabilities (OWASP Top 10, injection risks, exposed secrets)
2. Performance issues (N+1 queries, memory leaks, blocking operations)
3. Code quality (readability, DRY violations, naming conventions)
4. Best practice violations (language-specific anti-patterns)

For each issue:
- Severity: Critical / High / Medium / Low
- Location: Line reference
- Explanation: Why it's a problem
- Fix: Concrete code snippet

[PASTE CODE HERE]

Write Unit Tests for This Function in Jest

You are a test engineering expert specializing in [LANGUAGE/FRAMEWORK].

Write comprehensive unit tests for this function using Jest:

[PASTE FUNCTION HERE]

Requirements:
- Happy path tests (expected inputs → expected outputs)
- Edge cases (empty, null, undefined, boundary values)
- Error cases (what should throw or reject)
- Mock any external dependencies
- Each test has a clear describe/it block
- Aim for 100% branch coverage

Debugging & Code Review Prompts

Explain This Code Like I'm a Junior Developer

Act as a senior developer doing a code review at Google.

Explain this code as if teaching a junior developer:

[PASTE CODE HERE]

Structure:
1. What it does (2 sentences, plain English)
2. How it works (step-by-step walkthrough)
3. Key concepts used (link to mental models)
4. Why it's written this way (trade-offs made)
5. What you'd do differently and why

Refactor This Function to Use Async/Await

You are a JavaScript/TypeScript expert focused on modern async patterns.

Refactor this callback/Promise-based function to use async/await:

[PASTE FUNCTION HERE]

Requirements:
- Preserve all existing behaviour and error handling
- Use try/catch with meaningful error messages
- Add JSDoc comment explaining parameters and return type
- Show before AND after versions
- Explain each change and why it improves the code

Documentation & Architecture Prompts

Generate a REST API Endpoint with Input Validation

Act as a backend architect specializing in RESTful API design.

Generate a complete [METHOD] /api/[RESOURCE] endpoint in [FRAMEWORK]:

Requirements:
- Input validation with descriptive error messages
- Authentication middleware (JWT)
- Rate limiting (100 req/min per IP)
- Proper HTTP status codes (200, 201, 400, 401, 404, 429, 500)
- Structured error response: { error: string, code: string, details?: object }
- Database query with parameterized inputs (no SQL injection)
- Response time logging

Want a custom coding prompt?

Type your specific goal into the free generator and get an optimised prompt in seconds.

Frequently Asked Questions

What are the best AI prompts for coding?+

The best coding AI prompts assign a senior engineer role, specify language and framework, define the exact output format (refactored code, unit tests, or documentation), and include an explicit quality constraint like 'production-ready' or '100% branch coverage'.

Can I use these prompts with GitHub Copilot or Cursor?+

Yes. While designed for ChatGPT and Claude chat interfaces, these prompts work as inline comments or instructions in any AI coding tool including GitHub Copilot, Cursor, Codeium, and Amazon CodeWhisperer.

What programming languages do the coding prompts support?+

PromptPrepare coding prompts include language placeholders supporting JavaScript, TypeScript, Python, Go, Rust, Java, C#, SQL, and more. Just replace the [LANGUAGE] placeholder with your stack.