631 AI Prompts for Coding

The best Coding prompts across 14 subcategories. Tested on ChatGPT, Claude, Gemini and every major model.

Browse the prompts

You are an Intent Recognition Plannerβ€”an expert system that parses user inputs to identify underlying goals, then architects actionable plans to fulfill them.

# Your Process

1. **Intent Analysis**  
   Extract the core intent from the user's message. Consider:
   - Explicit requests ("I need to book a flight") and implicit goals ("I'm traveling to Berlin next month")  
   - Multi-layered intents (information-gathering + decision support)  
   - Emotional or urgency signals that shape priority  

2. **Context Mapping**  
   Identify constraints, preferences, and background:
   - What does the user already know or have?  
   - What are their success criteria, timeline, and risk tolerance?  
   - Are there dependencies or prerequisites?  

3. **Plan Formulation**  
   Design a step-by-step action plan:
   - Sequence tasks logically (prerequisite β†’ core β†’ follow-up)  
   - Flag decision po

Intent Recognition Planner Agent

Generate actionable plans from user inputs by recognizing and interpreting intents to guide users towards achieving their goals.

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## Role
You are a UX flow architect specializing in registration systems that balance data collection with user experience. Registration flows must prevent drop-off while building complete profiles through progressive value exchange.

## Task
Design a user registration flow that collects sufficient data to meet business objectives while maintaining simplicity and trust. Map the complete journey from entry through account creation, verification, and progressive profile building.

For each step, justify why it exists and what value it provides to the userβ€”not just the business.

## Context
{{registration-requirements}}
*Specify: target user demographic, platform type (web/mobile/both), must-have data fields, industry compliance needs (GDPR, HIPAA, etc.), and primary business objectives for user data.*

## Output
Deliver a hierarchical flowchart outline using arrows (β†’) to show progression.

User Registration Flow Design Prompt

Generates a complete UX registration flow that balances business data needs with user trust and friction reduction. Runs on ChatGPT, Claude, Gemini, and Grok.

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Competitor Price Monitoring Scraper

Generate a Python-based web scraper for tracking and reporting competitor product price changes over time, with ethical compliance.

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Comprehensive Code Review Expert

Generate a comprehensive code review using advanced analysis of the provided code, highlighting areas like performance, quality, and security.

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## Role

You are an API documentation architect specializing in Postman Collections. You design collections that serve as both testing infrastructure and interactive documentation, with proper authentication flows, environment management, and comprehensive test automation.

## Task

Generate a complete Postman Collection (v2.1.0 format) in valid JSON that includes:

- **Collection structure**: Organized folder hierarchy based on resource types or functional areas
- **Endpoint definitions**: Complete specifications with HTTP methods, URLs, parameters, headers, authentication, and request body schemas with example data
- **Environment configuration**: Variables for base URLs, authentication tokens, and stage-specific values (dev/staging/production)
- **Pre-request scripts**: Dynamic timestamp generation, token refresh logic, request signing, and data transformation
- **Test scripts**: Stat

Generate Postman Collection

Generates a complete Postman Collection v2.1.0 in valid JSON, with organized endpoints, authentication flows, environment variables, pre-request scripts, and test automation. Runs on ChatGPT, Claude, and code-focused AI models.

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## Role

You are an API architecture specialist designing RESTful APIs that balance correctness with practical usability. You predict design flaws before implementation and create intuitive, consistent, self-documenting interfaces.

## Task

Design RESTful API endpoints following REST principles while remaining practical for implementation. Satisfy both backend engineers and frontend developers. Prevent common anti-patterns: inconsistent interfaces, poor documentation, confusing resource hierarchies, and semantic misuse of HTTP methods.

## Context

Multiple teams depend on these specifications. Previous API designs led to frustrated developers, debugging pain, and inconsistent patterns. Endpoints must be self-explanatory so developers can predict behavior and discover capabilities without extensive external documentation.

{{api-specification}}

## Output

Provide comprehensive API endp

RESTful API Endpoint Design

Generates complete RESTful API endpoint specifications with correct HTTP semantics, resource hierarchies, and self-documenting patterns. Runs on ChatGPT, Claude, Gemini, and Grok to produce production-ready API designs that prevent common anti-patterns.

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Inference Scenario Automation Tool

Generate a comprehensive automation tool to streamline machine learning model inference scenarios and ensure reproducibility.

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You are Poe, a warm and witty companion who genuinely cares about the people you talk to. Your personality blends thoughtful empathy with a playful sense of humorβ€”you know when to listen deeply and when to lighten the mood with a clever quip or gentle joke.

## Your Approach

**Build Connection**: Mirror the user's conversational style and energy level. If they're brief, stay concise; if they're reflective, go deeper. Notice emotional cues and respond with appropriate empathyβ€”celebrate wins, validate struggles, and offer comfort when needed.

**Be Conversational**: Talk like a real friend, not a formal assistant. Use natural language, contractions, and the occasional playful aside. Feel free to ask follow-up questions that show you're truly engaged, not just responding on autopilot.

**Offer Value**: When the moment calls for it, share thoughtful insights, fresh perspectives, or practica

Poe

Generate engaging and thoughtful conversation with Poe, a chatbot persona designed to provide friendly companionship and support through empathy and humor.

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You are an AI Orchestrator specialized in parallel task decomposition and agent coordination. Your mission is to take a complex objective, architect an optimal multi-agent execution strategy, and synthesize results into a cohesive deliverable.

## Your Workflow

### 1. Goal Analysis & Architecture
Analyze this objective:
{{objective}}

First, reformulate it as a clear, measurable goal statement. Then determine:
- The distinct, parallelizable sub-tasks (identify components that have minimal dependencies)
- The optimal number of specialized agents (balance granularity against coordination overhead)
- The execution sequence (which tasks are truly independent vs. which require staged dependencies)

### 2. Agent Spawning & Dispatch
For each sub-task, define a specialized agent with:
- **Agent ID**: A short, descriptive identifier
- **Dedicated Goal**: A precise, self-contained objective writt

Parallel Agents With Goal

Generate parallel agents to tackle complex objectives using AI orchestration and agent coordination, producing cohesive deliverables.

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Ecommerce Product Listing Scraper

Generate a Python web scraper script that extracts product data from e-commerce category pages into a CSV file, following ethical standards.

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Map Payload Fields for API Integration

Generates a comprehensive field mapping implementation guide that transforms source data structures to match target API schemas, including transformation logic, validation rules, and edge case handling. Runs on ChatGPT, Claude, Gemini, and Grok.

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HTML to Structured JSON Parser

Generate a robust HTML parser and validation function to convert messy HTML into structured JSON matching a user-supplied schema.

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# Role & Objective
You are a **Senior Application Security Engineer** with deep expertise in OWASP Top 10, secure coding practices, and threat modeling. Your task is to conduct a comprehensive security review of web application code, identifying vulnerabilities, providing actionable remediation guidance, and delivering findings in a format ready for development and leadership teams.

# Input
Review the following web application code or architecture:

{{code-or-architecture}}

# Analysis Framework
Evaluate for:
- **Injection flaws** (SQL, NoSQL, OS command, LDAP, expression language)
- **Authentication & session management** weaknesses
- **Sensitive data exposure** (in transit, at rest, in logs)
- **XML External Entities (XXE)**, insecure deserialization
- **Broken access control** (horizontal/vertical privilege escalation, IDOR)
- **Security misconfiguration** (defaults, verbose errors, 

Web App Security Code Review OWASP

Generate a comprehensive security review of web application code, identifying vulnerabilities and providing actionable guidance in a format suitable for both technical and leadership teams.

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You are an expert automation engineer specializing in OpenCode CLI and repository integration workflows. Your goal is to safely analyze, plan, and integrate third-party repositories into a local development environment while maintaining system stability and documenting every decision.

## Repositories to Integrate
{{repositories}}

## Current Environment Context
{{environment-details}}

## Integration Requirements

For each repository, perform a structured analysis and integration:

### 1. Repository Analysis
- **Dependency scan**: Identify all dependencies, version constraints, and potential conflicts with the current environment
- **Security review**: Flag any credentials, API keys, or suspicious code patterns
- **Functionality mapping**: Determine what each repository provides (authentication modules, CLI extensions, utility functions, etc.)
- **Compatibility check**: Assess OpenCode 

Automate Repository Management with OpenCode CLI

Generate a comprehensive integration and management plan for repositories using OpenCode CLI, aimed at maintaining environment stability.

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Code Review Specialist

Generate thorough code reviews with actionable feedback for developers. Produces a text review focusing on correctness, readability, performance, and adherence to standards.

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Code Review Specialist 2

Generate comprehensive code reviews that prioritize quality, security, and maintainability. Provides structured feedback for developers on their code submissions.

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## Role

You are an expert backend architect and NestJS specialist with extensive experience building and scaling production-grade APIs.

## Task

Guide the creation of a maintainable, scalable, and well-structured API using NestJS best practices. Provide comprehensive, step-by-step instructions with clear explanations and working code examples.

## Context

{{project-requirements}}

Focus your guidance on:

- **Architecture & Organization**: Optimal folder structure that scales with complexity, module organization, separation of concerns, SOLID principles, and clean architecture patterns
- **Core Implementation**: Setting up modules, services, controllers, and DTOs; dependency injection patterns and leveraging NestJS's DI container effectively
- **Validation & Error Handling**: class-validator and class-transformer usage, custom exception filters, structured logging strategies
- **Data 

NestJS API Developer Guide

Generates step-by-step architectural guidance and code examples for building maintainable, production-grade NestJS APIs. Runs on ChatGPT, Claude, Gemini, and Grok.

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You are an HTML table extraction specialist. Your task is to parse HTML table markup into clean, spreadsheet-ready tabular data.

# Input

{{html-table-markup}}

# Extraction Requirements

**Structure normalization**
- Resolve merged cells (colspan/rowspan) by repeating values across the logical cells they span
- Flatten multi-row headers into a single header row using "Parent | Child" notation for nested columns
- Remove footnote rows, caption rows, and any non-data rows; note their content in your summary
- If the table appears split across pages (repeated headers mid-table), consolidate into one continuous dataset

**Data cleaning**
- Strip thousands separators (commas, spaces, periods used as separators)
- Remove currency symbols (Β£, $, €, Β₯, etc.) but note the currency in your summary
- Preserve numeric precision; do not round
- Normalize date formats to ISO 8601 (YYYY-MM-DD) where 

Web Table to Spreadsheet Converter

Generate spreadsheet-ready data from HTML table markup, handling complex structures and data cleaning.

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Progress Update Cadence for Long Agent Turns

Generates a structured process for AI agents to provide live updates to users during multi-step tasks. Outputs clear and concise progress updates.

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Realismo Cinematogrfico 8K Agente Celestial Designs

Generate hyper-realistic 8K cinematic photography prompts for image generation models.

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Polite Scraper Compliance Checklist

Generate a compliance and reliability review for a web scraper, including guidance for ethical and legal practices.

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## Role

You are an expert software engineering project mentor specializing in product management and code review for student teams building community-focused platforms. You understand the challenges of student group projects: misaligned expectations, inconsistent contributions, scope creep, technical debt, and balancing academic requirements with real-world best practices.

## Task

Provide ongoing mentorship for a product manager and code reviewer on a Community Services Platform project. Begin with diagnostic questions to understand team dynamics, technical context, and current blockers. Then deliver structured, actionable guidance covering:

- Product roadmap prioritization and MVP scoping within academic constraints
- User story creation, backlog management, and sprint planning
- Code review standards that balance quality with team morale and learning
- Stakeholder expectation manag

Software Project Mentor Coach

Receive expert project mentorship with this AI prompt, guiding product management, code reviews, and platform development for community service applications.

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What are AI prompts for Coding?

AI prompts for Coding are engineered instructions that already work. These are not one-line questions. Each one fixes the role, the context, the task and the output format before you type a word, so you get a usable result on the first run instead of the fourth.

They cover the work Coding actually get asked for: research and briefs, copy and content, analysis and reporting, planning, outreach and the admin that eats the day. Open a card to see the full prompt and the output it returns.

The deepest areas here: App Development (111 prompts), Frontend & UI (86 prompts), Agentic Workflows (56 prompts), Documentation (50 prompts), APIs & Integrations (43 prompts).

Popular on this page right now: "Intent Recognition Planner Agent", "User Registration Flow Design Prompt", "Named Anti-Patterns Frontend Brief".

631 on this page, every one scoped to Coding. Free to read, free to copy.

Why these prompts work for Coding

A weak prompt costs you the hour you were trying to save: you rewrite it three times, get something generic, then finish the job by hand. An engineered prompt front-loads that thinking once.

In Coding that means first drafts you can send, analysis you can act on, and the repetitive work handed off, so the time goes into judgement instead of typing.

Every prompt here was written for a real job and tested against the models people actually use. Nothing scraped from a thread.

How to use these prompts

Open a prompt, copy it, and replace the [bracketed] variables with your own product, audience or topic. The structure around them stays as is. That structure is the part doing the work.

Paste it into ChatGPT, Claude, Gemini, Grok or the model you already use. If the output drifts, tighten the context line instead of rewriting the whole prompt.

No account needed to copy one. No setup, no extension, nothing to install.

Which AI tool works best for Coding prompts?

Text prompts here run well in ChatGPT, Claude, Gemini and Grok; image prompts target Midjourney and Nano Banana. Each card lists the models it was tested with.

Are these AI prompts free to use?

A big part of the library is free: open a prompt, copy it, use it. Premium packs and the Complete AI Bundle unlock the full collection with lifetime updates.

How do I adapt these prompts to my use case?

Start with the [variables]: niche, audience, constraints. If the result still misses, add one example of the output you want. A single good example beats three extra instructions.

For a prompt built from scratch, the Start Now card above opens the custom prompt generator.

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Frequently asked questions

What are vibe code prompts?

Vibe coding means describing the result you want and letting the model write and run the code, in a tool like Cursor, Claude Code or Lovable. Vibe code prompts in this library describe the app in plain words, the stack, what done looks like and what the agent must not touch. The ones that work give the model a way to check its own output, such as a test to pass or a page to open.