I’ve spent the last few months using AI assistants for everything — writing code, debugging, optimizing SQL queries, even preparing for technical interviews. And I kept running into the same problem.
The prompts I used were generic. The results were mediocre.
So I built something better.
If you’ve searched for “ChatGPT prompts for developers” on Gumroad, Etsy, or Twitter, you’ve probably noticed a pattern:
The truth is, a prompt like “Write a Python function to sort a list” will give you a different answer every time, and most of those answers won’t fit your actual codebase.
After testing thousands of variations, I found that effective coding prompts share 5 elements:
I call this the CODES framework.
I created a comprehensive prompt pack with 1000+ coding prompts, organized into 10 categories:
| Category | Prompts | What It Covers |
|---|---|---|
| Code Generation | 100 | Functions, classes, APIs, algorithms |
| Code Optimization | 100 | Performance, refactoring, design patterns |
| Debugging | 100 | Error analysis, log interpretation, fixes |
| Documentation | 100 | README, API docs, inline comments |
| Test Generation | 100 | Unit tests, integration tests, edge cases |
| SQL & Database | 100 | Queries, table design, optimization |
| DevOps | 100 | Docker, Git, CI/CD, Kubernetes |
| Frontend | 100 | React, Vue, responsive design |
| Data Processing | 100 | Pandas, visualization, ETL |
| Interview Prep | 100 | Algorithms, system design, behavioral |
Each prompt includes enough context that you can copy-paste it directly into ChatGPT or Claude and get production-ready output.
Beyond the 1000 prompts, the pack includes:
Here’s a sample prompt from the Debugging category:
I'm getting a TypeError in my Python Flask application:
Error: TypeError: 'NoneType' object is not subscriptable
File: app.py, Line: 45
Code: user_data = get_user(session['user_id'])
The function get_user() returns None when the user_id doesn't exist in the database.
I need you to:
1. Explain why this error occurs
2. Provide a fix that handles the None case gracefully
3. Add proper logging so I can debug similar issues in the future
This prompt works because it provides the exact error, the file and line number, the code that caused it, and clear instructions for what the fix should include.
If you’re tired of writing vague prompts and getting mediocre code, this pack will save you hours of trial and error.
👉 Get 1000+ AI Prompts for Programmers
Also available on Gumroad.
Have questions? Feel free to reach out. I’m always happy to help fellow developers work smarter.