The Developer's AI
Prompt Cheat Sheet
25 production-ready prompt templates organized by developer workflow. Each one follows the Role-Context-Task-Format framework that turns generic AI output into shippable code. Copy, customize, ship.
Start a Project
Go from idea to scaffold in one prompt
Full-Stack App Scaffold from Description
Generate a complete project structure and boilerplate from a plain-English app description
Database Schema Designer
Design a normalized database schema from application requirements
GitHub Actions CI/CD Pipeline
Set up a complete CI/CD pipeline with testing, building, and deployment
Pro Tip
Always specify your exact tech stack, deployment target, and team size. The more constraints you give, the more production-ready the output.
Build Features
Components, APIs, and data layers
React Component from Sketch Description
Turn a natural-language UI description into a polished React component
REST API Endpoint Generator
Generate a complete CRUD API endpoint with validation and error handling
Pro Tip
Include "Handle loading, error, and empty states" as a constraint in every UI prompt. This single line eliminates the most common class of frontend bugs.
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Ship with Confidence
Tests, reviews, and quality gates
Fix Things Fast
Debug, diagnose, and resolve
The Framework Behind Every Prompt
Every prompt in this cheat sheet follows the same 4-part structure that consistently produces production-grade output.
Assign an expert identity — "You are a senior full-stack architect" — to activate domain-specific knowledge.
Provide your specific situation — tech stack, constraints, team size, scale requirements.
Define exactly what to produce — not "build a login" but "implement JWT auth with refresh tokens and CSRF protection."
Specify the output structure — TypeScript, with tests, error handling, and inline comments explaining trade-offs.
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