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Best AI Coding Prompts: Write, Debug & Ship Faster

The best AI coding prompts don't just ask for code โ€” they specify the language, the constraints, the edge cases, and the expected output format. That's why developers using PromptPrepare ship features faster than those using vague AI requests. Our AI coding prompts are built for real development workflows: writing clean functions, reviewing PRs, generating test suites, fixing bugs with context, and planning system architecture. Compatible with ChatGPT, Claude, GitHub Copilot, and Gemini โ€” just pick your task, generate your prompt, and paste it in.

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AI Prompts for Writing & Refactoring Code

Write a Secure Authentication Function in [Language]

Act as a security-first senior engineer.

Write a secure user authentication function in [LANGUAGE/FRAMEWORK]:

Requirements:
- Password hashing: bcrypt, min 12 salt rounds
- Input validation: email regex + password strength (8 chars, 1 uppercase, 1 number, 1 special)
- Rate limiting: 5 failed attempts โ†’ 15-min lockout stored in Redis
- JWT: 15-min access token + 7-day refresh token (httpOnly cookie)
- Audit log: IP, user-agent, timestamp, success/failure
- Return: { success, accessToken?, error?, code? }

Debug This Error and Explain the Root Cause

You are an expert debugger.

Analyze this error and fix it:
Error message: [PASTE ERROR]
Stack trace: [PASTE STACK TRACE]
Relevant code: [PASTE CODE]

Respond with:
1. Root Cause โ€” exact reason in 1โ€“2 sentences
2. Trigger โ€” what condition caused this specific occurrence
3. Fix โ€” corrected code with inline comments
4. Prevention โ€” how to avoid this class of bug in future
5. Test case โ€” a unit test that would have caught this

AI Prompts for Debugging & Error Fixing

Generate a Full CRUD API with Error Handling in Express

Act as a Node.js / Express backend engineer.

Build a complete CRUD REST API for [RESOURCE]:
- GET /[resource] โ€” paginated (page, limit, sortBy, order)
- GET /[resource]/:id โ€” single item with 404 handling
- POST /[resource] โ€” create with Joi/Zod validation
- PUT /[resource]/:id โ€” full + partial update (PATCH behaviour)
- DELETE /[resource]/:id โ€” soft delete (deletedAt timestamp)

Each route: JWT auth middleware ยท parameterized DB queries ยท structured error { error, code, message } ยท correct HTTP codes (200, 201, 400, 401, 403, 404, 500).

Convert This Class Component to a React Functional Hook

You are a React & TypeScript expert.

Convert this class component to a functional component with hooks:
[PASTE CLASS COMPONENT HERE]

Rules:
- componentDidMount โ†’ useEffect with [] dependency
- componentDidUpdate โ†’ useEffect with specific deps
- this.state โ†’ useState (one hook per logical group)
- class methods โ†’ useCallback where passed as props
- Add full TypeScript types for props and state
- Show before AND after with a comment on each change

AI Prompts for Architecture & Documentation

Write Integration Tests for This API Endpoint

Act as a senior QA engineer specialising in API testing.

Write full integration tests for this endpoint using [Jest + Supertest / Pytest]:
Endpoint: [METHOD] [PATH]
[PASTE ENDPOINT CODE]

Cover:
1. Happy path โ€” 200/201 with expected body
2. Missing required fields โ€” 400 with field-level error
3. Invalid types โ€” 400
4. Unauthenticated request โ€” 401
5. Resource not found โ€” 404
6. Conflict/duplicate โ€” 409
7. Server error simulation โ€” 500

Include beforeAll/afterAll DB setup and teardown helpers.

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