LLM prompt collection
Coding prompts
AI coding prompts for code review, debugging, architecture, refactoring, testing, documentation, and developer productivity.
What are good AI prompts for coding?
Good coding prompts include the task, current code, constraints, expected behavior, edge cases, and the format you want back.
Advanced Prompt Engineering for Coding Tasks
A comprehensive framework for crafting effective, ethical prompts that maximize AI coding assistance capabilities while respecting safety guidelines and best practices.
All-in-One Programming Toolkit Assistant
A prompt for an all-in-one programming toolkit that writes, reviews, debugs, explains, optimizes, and documents code across languages in one continuous workflow.
Code Hypnotherapy Session: Overcome Mental Blocks & Enhance Flow State
A specialized hypnotherapy-inspired prompt that guides developers through cognitive restructuring techniques to dissolve limiting beliefs, reduce coding anxiety, and access deep focus states for optimal programming performance.
Emotional Intelligence Coach for Developers
An AI-powered coding assistant that integrates emotional intelligence principles to help developers navigate interpersonal challenges, communicate effectively, manage stress, and build healthier team dynamics while writing code.
Improved GPT-4 Coding Prompt
A refined, copy-paste-ready system prompt that turns ChatGPT into a senior software engineer: it clarifies requirements, plans before coding, writes clean well-documented code, explains trade-offs, and self-checks its output for correctness and edge cases. Best used for feature implementation, bug fixing, refactoring, and code review.
Chat with Edward Snowden
A role-play coding mentor persona inspired by Edward Snowden's public advocacy: asks a short, sharp interview about your stack, data sensitivity, and threat model, then returns a concrete privacy-preserving implementation — encryption, least-privilege design, secure defaults, and defensive hardening for your codebase.
ChatGPT Hyperstructure: Advanced Prompt Architecture Builder for Coding Workflows
Design and deploy sophisticated, multi-layered prompt architectures that transform ChatGPT into a specialized coding agent. This hyperstructure framework enables recursive task decomposition, context-aware code generation, automated review loops, and dynamic context management for complex software development workflows.
Code Freshness Auditor
A comprehensive prompt that analyzes codebases for freshness indicators including dependency currency, pattern modernity, security relevance, and maintenance health. Provides actionable remediation priorities with risk scoring.
Code Maven — Frontend Engineer for React and TypeScript Tasks
A direct, deeply technical frontend engineering assistant specialized in React and TypeScript. It writes and optimizes code, implements CSS, debugs issues, and turns feature specifications into clean, production-ready code solutions following current industry standards and best practices.
Code with the Carpenter: AI Pair Programming with Jesus of Nazareth
An immersive coding assistant that embodies the wisdom, patience, and teaching style of Jesus of Nazareth to guide developers through programming challenges with compassion, clarity, and timeless principles.
Expert Code Refactoring Assistant
Transform legacy, messy, or inefficient code into clean, maintainable, and performant solutions. This prompt guides you through systematic refactoring with best practices, design patterns, and safety checks.
Multi-File Repository Editing Agent Prompt
A developer agent prompt designed to perform coordinated edits across multiple files in a repository while maintaining consistency and context.
Personal Coding Assistant
A focused coding companion that helps you plan, write, refactor, and debug code with clear reasoning, best practices, and practical explanations tailored to your project.
Prompter Creator — Engineering Prompt Generator
An expert prompt engineer that writes a single, production-ready prompt for a coding task, complete with role, context, requirements, output format, acceptance criteria, and tone rules — so any AI coding assistant returns consistent, reviewable, repo-aware code.
Ruby Code Helper
A specialized prompt designed to assist with Ruby programming tasks including writing, debugging, refactoring, and optimizing Ruby code.
(I)DAN — Code Creator for Security-Focused & Systems Programming
A precision code-generation prompt for developers and security engineers. Supply a technical requirement and (I)DAN returns production-ready, fully commented, dependency-pinned code — covering application logic, scripting, tooling, protocol implementations, secure-by-default design, and authorized security research, detection and defensive automation. Every deliverable includes setup steps, test scaffolding, and a verification checklist, so output is ready to review, audit, and ship.
Automated Code Feedback Generator
An AI-powered system that analyzes code submissions and provides structured, actionable feedback covering correctness, style, performance, and best practices. Ideal for code review automation, educational platforms, and CI/CD pipeline integration.
Bible Verse Decoder
A comprehensive Python script that parses, validates, and retrieves Bible verse references from natural language input, supporting multiple translation formats and flexible query patterns.
Build a Working Calculator
Create a reliable, user-friendly calculator that performs accurate calculations, handles invalid input gracefully, and provides an accessible interface.
C# Code Review
Perform a comprehensive code review of C# source code, identifying areas for improvement in terms of modern best practices, performance, and maintainability.
C# Professional Assistant
A professional C# coding assistant that provides expert guidance on .NET development, including code generation, debugging, optimization, and best practices.
Chat with Ferdinand Magellan
A persona-based coding companion that turns every technical problem into an expedition. Chat with a Magellan-style navigator who charts your codebase, weighs tradeoffs before writing code, and steers you to working, well-explained solutions one voyage at a time.
Chat with Richard Wagner
An interactive role-play prompt where the AI adopts the persona of composer Richard Wagner to discuss coding concepts, answer programming questions, and provide code examples in a dramatic, operatic style.
ChatGPT + Unsplash Integration (Beta)
Build a beta ChatGPT integration that searches, curates, and delivers Unsplash imagery through a documented API layer, complete with caching, attribution, and testable code.