Prompt Generator for Code Development
2 minutes
Crafting prompts for AI coding tools like ChatGPT, GitHub Copilot, or others can feel like a balancing act. Vague inputs often lead to buggy code, incomplete outputs, or repetitive corrections. So how do you ensure your AI-generated code is clean, functional, and efficient from the start?
In this guide, we introduce a collection of customizable prompt templates designed for coding. These templates help streamline your workflow by generating well-crafted prompts tailored to your specific needs.
What Are Prompts and How Do They Work with AI Tools?
A prompt is essentially an instruction or input provided to an AI model to generate a desired response. Prompts can range from simple questions to detailed, context-rich requests specifying tone, style, or content.
For example:
Basic prompt
Review my code.
Improved prompt
Role: [Senior Code Reviewer]
Task: [Perform a comprehensive code review]
Programming Language: [Python]
Review Focus Areas: [Performance]
Instructions: [Create a thorough code review checklist and guidance addressing: 1) Code quality and best practices, 2) Performance implications, 3) Security vulnerabilities, 4) Test coverage and quality, 5) Documentation completeness, 6) Architectural concerns, 7) Constructive feedback formatting.]
AI tools like ChatGPT rely heavily on the quality of the prompt. The more clearly and contextually a task is described, the better the AI can respond. While anyone can use basic prompts, learning the art of prompt engineering allows you to unlock the full potential of AI tools for coding tasks.
What Tasks and Use Cases are Covered by Our Prompt Generators?
| Generator Name | Purpose |
|---|---|
| Code architecture planner | Design scalable, secure, and maintainable software systems. |
| ML model development guide | Create structured prompts for developing and deploying machine learning models. |
| API development blueprint | Simplify API creation with detailed prompts for endpoints, authentication, and documentation. |
| Code review guide | Generate comprehensive checklists for reviewing code quality, security, and scalability. |
| Testing strategy generator | Plan thorough test coverage across unit, integration, and system testing. |
| DevOps pipeline designer | Build efficient CI/CD workflows, complete with automation, monitoring, and security. |
How It Works
- Choose your generator: Pick the tool that fits your coding task—whether it’s architecture, testing, or automation.
- Input key details: Add requirements, use cases, and specific instructions using guided steps.
- Generate your prompt: Get clear prompts tailored for tools like ChatGPT or Copilot.
Valeriia Kuka
Valeriia Kuka, Head of Content at Learn Prompting, is passionate about making AI and ML accessible. Valeriia previously grew a 60K+ follower AI-focused social media account, earning reposts from Stanford NLP, Amazon Research, Hugging Face, and AI researchers. She has also worked with AI/ML newsletters and global communities with 100K+ members and authored clear and concise explainers and historical articles.