The Developer AI Shortcut: 510 Prompts for Python, Web Scraping and DevOps

#promptengineering #ai #python #chatgpt

The Developer's AI Shortcut: 510 Prompts That Write Code, Scrape Sites, and Debug Faster Than You Can Google

5 min read | Tags: #ai #promptengineering #chatgpt #developertools #productivity

The Problem With AI Coding

You've tried ChatGPT for coding. You got back a hallucinated library that doesn't exist and a regex that matches everything.

The problem isn't AI — it's your prompts.

The difference between garbage output and production-ready code is one well-crafted prompt. After months of trial and error, I compiled 510 battle-tested prompts across 10 categories specifically for developers.

What's Inside: 10 Categories

Category	Count	What You'll Generate
🐍 Python Development	80	Code, debug, optimize scripts
🕷️ Web Scraping	60	Extract data from any site
📊 Data Analysis	50	Pandas, SQL, visualizations
🔌 API Development	50	FastAPI, auth, testing
🐳 DevOps & CI/CD	40	Docker, GitHub Actions
🤖 AI/ML Engineering	50	RAG, fine-tuning, LLMs
🎯 Prompt Engineering	50	Meta-prompts for better AI output
⚡ n8n Automation	50	Workflow automation
🐛 Debugging & Testing	40	Pytest, error diagnosis
💼 Freelancing	40	Proposals, pricing, client work

Works With ALL Major AI Models

ChatGPT, Claude, Gemini, DeepSeek — no platform lock-in. Every prompt is tested across multiple models.

Free Sample Prompt

Here's one from the Python section:

"You are a senior Python developer. Write a FastAPI endpoint that accepts JSON with 'name' and 'email' fields, validates both, stores in PostgreSQL using SQLAlchemy async, and returns the created user with a 201 status. Include error handling for duplicate emails and input validation. Use type hints throughout."

This single prompt generates a complete, working endpoint in seconds instead of 30 minutes of boilerplate writing.