LEAKHUB/README.md

# 🚀 LeakHub - AI System Prompt Discovery Platform

**The community hub for crowd-sourced system prompt leak verification. CL4R1T4S!**

## 🌟 What is LeakHub?

LeakHub is a revolutionary web platform that enables the community to discover, submit, verify, and analyze AI system prompt leaks. It's designed to promote transparency in AI systems through crowdsourced verification and community-driven discovery.

## ✨ Features

### 🔍 **Core Functionality**
- **Submit Leaks**: Submit suspected AI system prompt leaks with detailed metadata
- **Compare & Verify**: Advanced comparison algorithms to verify authenticity
- **Community Library**: Browse and search through all submitted leaks
- **Confidence Scoring**: Automatic confidence assessment based on content analysis

### 🎯 **Target Types Supported**
- 🤖 **AI Models** (GPT-4, Claude, Gemini, etc.)
- 📱 **Apps/Interfaces** (Cursor, GitHub Copilot, etc.)
- 🔧 **Tools/Functions** (Code Interpreter, WebPilot, etc.)
- 🤝 **AI Agents** (AutoGPT, BabyAGI, etc.)
- 🔌 **Plugins/Extensions** (Browser extensions, IDE plugins, etc.)
- 🛠️ **Custom GPTs/Bots** (Custom implementations)

### 🏆 **Gamification & Community**
- **Leaderboard**: Track top contributors and achievements
- **Daily Challenges**: Compete in daily leak hunting challenges
- **Achievement System**: Unlock badges for notable contributions
- **Points System**: Earn points for submissions, verifications, and discoveries

### 🎯 **Requests & Bounties**
- **Community Requests**: Request specific targets for leak hunting
- **Voting System**: Vote on which targets to prioritize
- **Bounty System**: Offer points for high-priority discoveries
- **Trending Requests**: See what the community wants most

### 📊 **Advanced Analytics**
- **Similarity Metrics**: Character match, word match, structure match, core similarity
- **Consensus View**: Identify common elements across multiple submissions
- **Verification Tracking**: Track verification status and confidence levels
- **Statistics Dashboard**: Real-time platform statistics

## 🚀 Getting Started

### Prerequisites
- **For Development**: Node.js 18+ and npm
- **For Production**: Modern web browser (Chrome, Firefox, Safari, Edge)
- **For Backend**: Optional - MongoDB, Supabase, or Firebase

### Quick Start (Development)
```bash
# Clone the repository
git clone https://github.com/elder-plinius/LEAKHUB.git
cd LEAKHUB

# Install dependencies
npm install

# Start development server
npm run dev

# Open http://localhost:3000
```

### Quick Start (Production)
1. **GitHub Pages**: Push to main branch - auto-deploys!
2. **Vercel**: `npm i -g vercel && vercel`
3. **Netlify**: `npm install -g netlify-cli && netlify deploy`

### Local Testing
```bash
# Build for production
npm run build

# Preview production build
npm run preview

# Serve static files
npm run serve
```

### Quick Start Guide

#### 1. **Submit Your First Leak**
1. Fill in your identifier (username)
2. Select the target type (AI Model, App, Tool, etc.)
3. Enter the target name and URL
4. Paste the suspected system prompt
5. Add context and access requirements
6. Submit and earn points!

#### 2. **Compare Submissions**
1. Select two different submissions from the dropdowns
2. Click "Compare" to analyze similarity
3. Review the detailed metrics and consensus view
4. High similarity automatically boosts confidence scores

#### 3. **Join the Community**
1. Click "View Leaderboard" to see top contributors
2. Check out "Requests & Challenges" for daily missions
3. Vote on community requests
4. Track your achievements and progress

## 🎮 How It Works

### **Submission Process**
1. **Content Analysis**: Automatic confidence scoring based on prompt patterns
2. **First Discovery Detection**: Identifies if this is the first submission for a target
3. **Point Allocation**: Awards points for submissions, discoveries, and verifications
4. **Metadata Tracking**: Stores access requirements, context, and tool information

### **Verification System**
1. **Multi-Metric Comparison**: Uses character, word, structure, and core similarity
2. **Consensus Building**: Identifies common elements across submissions
3. **Confidence Boosting**: High similarity automatically increases confidence scores
4. **Verification Milestones**: Tracks when leaks reach verified status

### **Gamification Mechanics**
- **Base Points**: 10 points per submission
- **First Discovery**: 100 points + 50 bonus for non-model targets
- **Tool Prompts**: 30 bonus points for comprehensive submissions
- **Verification**: 20 points per verification + 50 bonus for reaching verified status
- **Daily Challenges**: 400-700 points for completing daily missions

## 🎨 Design Features

### **Modern UI/UX**
- **Cyberpunk Aesthetic**: Dark theme with neon accents and gradients
- **Responsive Design**: Works perfectly on desktop, tablet, and mobile
- **Smooth Animations**: Floating grid background and interactive elements
- **Intuitive Navigation**: Clear sections and easy-to-use interface

### **Visual Elements**
- **Status Indicators**: Real-time statistics and progress tracking
- **Badge System**: Visual indicators for access requirements and features
- **Color Coding**: Different colors for different target types and confidence levels
- **Interactive Elements**: Hover effects, transitions, and feedback

## 🔧 Technical Details

### **Frontend Technologies**
- **HTML5**: Semantic markup and modern structure
- **CSS3**: Advanced styling with animations and responsive design
- **JavaScript (ES6+)**: Full application logic and data management
- **Vite**: Fast build tool and development server
- **LocalStorage**: Client-side data persistence with backend fallback

### **Backend & Deployment**
- **GitHub Actions**: Automated CI/CD pipeline
- **Vercel/Netlify**: Serverless deployment with functions
- **Database Abstraction**: Support for localStorage, MongoDB, Supabase, Firebase
- **API Layer**: RESTful endpoints with CORS support

### **Key Algorithms**
- **Text Normalization**: Standardized text processing for comparison
- **Similarity Metrics**: Multiple algorithms for comprehensive analysis
- **Levenshtein Distance**: String similarity calculation
- **Phrase Matching**: Sliding window approach for common phrase detection

### **Data Management**
- **Hybrid Storage**: localStorage with optional backend persistence
- **JSON Serialization**: Efficient data storage and retrieval
- **Real-time Updates**: Instant UI updates and statistics
- **Data Validation**: Input validation and error handling
- **Export/Import**: Full data backup and restore functionality

## 🎯 Use Cases

### **For Researchers**
- Document and verify AI system prompts
- Compare different implementations
- Track prompt evolution over time
- Build comprehensive prompt databases

### **For Developers**
- Understand AI system behaviors
- Debug prompt-related issues
- Learn from existing implementations
- Contribute to AI transparency

### **For Community**
- Participate in AI transparency efforts
- Compete in daily challenges
- Build reputation and achievements
- Help verify and validate discoveries

## 🤝 Contributing

### **How to Contribute**
1. **Submit Leaks**: Share discovered system prompts
2. **Verify Submissions**: Compare and verify existing leaks
3. **Request Targets**: Suggest new targets for the community
4. **Vote on Requests**: Help prioritize community goals
5. **Report Issues**: Help improve the platform

### **Best Practices**
- **Be Accurate**: Only submit genuine system prompts
- **Provide Context**: Include how you obtained the prompt
- **Add Metadata**: Include access requirements and URLs
- **Verify Others**: Help verify community submissions
- **Respect Privacy**: Don't submit private or sensitive information

## 🔮 Future Enhancements

### **Planned Features**
- **Advanced Analytics**: Machine learning-based similarity detection
- **Mobile App**: Native mobile application
- **Real-time Collaboration**: Live collaboration features
- **Advanced Export**: Data export in various formats (CSV, JSON, API)
- **User Authentication**: Secure user accounts and profiles
- **Social Features**: Comments, discussions, and community forums

### **Backend Integration**
- **Database Support**: MongoDB, PostgreSQL, Firebase integration
- **API Access**: RESTful API for programmatic access
- **Real-time Updates**: WebSocket support for live updates
- **Email Notifications**: Automated notifications and alerts
- **Advanced Security**: JWT authentication and rate limiting

### **Community Features**
- **User Profiles**: Detailed user profiles and statistics
- **Discussion Forums**: Community discussions and analysis
- **Expert Verification**: Expert review system
- **Bounty Marketplace**: Advanced bounty and reward system
- **Achievement System**: Expanded badges and rewards

## 📄 License

This project is open source and available under the MIT License. See the LICENSE file for details.

## 🙏 Acknowledgments

- **AI Research Community**: For inspiration and feedback
- **Open Source Contributors**: For tools and libraries used
- **Early Testers**: For valuable feedback and suggestions
- **CL4R1T4S Community**: For the vision of AI transparency

## 📞 Support

- **Issues**: Report bugs and feature requests via GitHub issues
- **Discussions**: Join community discussions
- **Documentation**: Check the inline documentation and comments

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**Ready to start hunting for AI system prompts? Open `index.html` and join the LeakHub community! 🚀**