Free AI Prompt Library - ChatGPT, Claude, Gemini

GitHub Copilot Prompt for Creating a Prototype

GitHub Copilot has become an indispensable ally for developers who want to quickly turn an idea into a functional prototype. Rather than starting from scratch and writing every line of code manually, Copilot can significantly accelerate the prototyping phase by generating complete code structures, UI components, and business logic from natural language descriptions. Whether you are building a web application, a REST API, or an interactive user interface, a well-crafted prompt allows Copilot to produce a functional skeleton in minutes rather than hours. The main challenge lies in the precision of your prompt: the more clearly you describe the desired architecture, the technology stack, and the key features, the more usable the generated prototype will be and the closer it will be to your vision. This page guides you with optimized prompts to get the most out of GitHub Copilot in your prototyping process, from simple MVPs to multi-component applications.

Sora Prompt for Debugging Code

Sora, OpenAI's video generation model, may seem like a surprising choice for debugging code. Yet its ability to produce dynamic visualizations opens up unique perspectives for understanding and resolving complex bugs. By generating visual representations of execution flow, data structures, or interactions between components, Sora allows developers to literally see their code's behavior. This visual approach is particularly effective for bugs related to user interfaces, animations, state transitions, or rendering issues. Instead of sifting through endless logs, you can ask Sora to create a video illustrating expected versus observed behavior, making problem identification easier. The prompts on this page guide you in using Sora for debugging, turning textual bug descriptions into clear visualizations that accelerate resolution. Whether you're working on front-end, visual algorithms, or complex data flows, these techniques help you adopt a visual debugging approach.

Sora Prompt for Documenting Code

Code documentation is often neglected by developers due to lack of time or motivation. Yet visual and dynamic documentation can transform project understanding. Sora, OpenAI's video generation model, opens unprecedented possibilities for creating explanatory videos that accompany your code. Rather than writing pages of text that no one will read, imagine visual clips showing data flow in your application, your microservices architecture, or the user journey through your interface. With the right prompts, Sora can generate clear animations illustrating complex technical concepts: animated sequence diagrams, data structure visualizations, or step-by-step API demonstrations. This approach is particularly effective for onboarding new developers, internal tech presentations, and public documentation of open source projects. The challenge lies in precise prompt formulation so Sora produces technically coherent and pedagogically useful videos. This guide provides optimized prompts to transform your code documentation into engaging, professional visual content.

Prompt Claude for Generating Python Code

Claude, developed by Anthropic, is one of the most powerful AI assistants for generating Python code. With its deep understanding of programming paradigms, best practices, and popular libraries, Claude can produce clean, documented, and functional code in seconds. Whether you are a beginner developer looking to learn by example, or a professional wanting to speed up your workflow, knowing how to formulate an effective prompt makes all the difference between a generic snippet and production-ready code. The challenge is not simply to ask "write Python code", but to provide enough context — objective, constraints, style, error handling — so that Claude generates exactly what you need. A well-structured prompt yields code that follows PEP 8 conventions, includes type hints, handles edge cases, and integrates naturally into your existing project. In this guide, you will find an optimized main prompt as well as variants tailored to each expertise level to get the most out of Claude in your Python projects.

Sora Prompt for Generating Python Code

Sora, developed by OpenAI, is primarily known as a text-to-video generation model. However, within the OpenAI ecosystem, prompt engineering techniques applied to Sora can be adapted to structure clear and precise requests, including for generating Python code through associated conversational interfaces. Mastering the art of prompting with OpenAI tools allows obtaining functional, well-structured, and documented Python code. The main challenge lies in formulating detailed enough instructions so that the model understands the technical context, project constraints, and expected complexity level. A well-crafted prompt for generating Python code should include the target language, desired programming paradigm, libraries to use, and expected output format. In this guide, we offer optimized and tested prompts to get professional-quality Python code, whether you are a beginner looking to learn or an experienced developer wanting to speed up your development workflow.

Create a Robust and Secure Webhooks API

A complete prompt to generate a production-ready webhooks API with subscription management, cryptographic signatures, intelligent retries and observability.

Generate Complete Storybooks for Your UI Components

Automatically generates complete Storybook files with variants, interactive controls, interaction tests and MDX documentation for any UI component.

Prompt to Master SSR and Hydration with Next.js

A complete prompt to diagnose, implement and optimize Server-Side Rendering and hydration in a Next.js application, with common error handling.

Create a Structured Logging System for Your Applications

A complete prompt to generate a JSON structured logging system with level management, sensitive data masking, rotation and observability stack integration.

Create Custom React Hooks Like a Pro

A complete prompt to generate well-typed, tested and optimized custom React hooks, with usage examples and best practices.

Prompt to Automate Kubernetes Deployments Like a Pro

This prompt generates a complete, secure Kubernetes configuration, including YAML manifests, autoscaling and DevOps best practices tailored to your application.

Prompt to Create a Monorepo with Turborepo

A prompt to generate the complete architecture of a Turborepo monorepo with folder structure, pipelines, shared packages and CI/CD configuration.