LeakHub is an open-source platform where the community can submit, verify, and browse leaked AI system prompts. The platform uses a consensus-based verification system to ensure authenticity and rewards contributors with a points-based leaderboard.

✨ Features

🔍 System Prompt Library - Browse verified AI system prompts organized by provider
📝 Submit Leaks - Contribute system prompts for AI models, apps, tools, agents, and plugins
✅ Community Verification - Leaks require 2 unique users to verify before becoming "verified"
🏆 Leaderboard & Points System - Earn points for contributions and climb the rankings
🎯 Requests System - Request specific AI system prompts from the community
🔐 GitHub OAuth - Secure authentication via GitHub
⚡ Real-time Updates - Instant updates powered by Convex

Points System

Action	Points
Submit a leak that gets verified (first submitter)	+100
Verify someone else's leak	+50
Create a request that gets verified	+20

🛠️ Tech Stack

Frontend

React 19 - UI library
Vite - Build tool and dev server
React Router v7 - Client-side routing
Tailwind CSS v4 - Utility-first CSS framework
Radix UI - Accessible component primitives
Lucide React - Icon library

Backend

Convex - Real-time backend (database, server functions, file storage)
Convex Auth - Authentication with GitHub OAuth

Deployment

Cloudflare Pages - Edge deployment via Wrangler

📁 Project Structure

leakhub/
├── convex/                    # Convex backend
│   ├── _generated/            # Auto-generated types and API
│   ├── auth.config.ts         # Auth configuration
│   ├── auth.ts                # Auth handlers
│   ├── github.ts              # GitHub API integration
│   ├── http.ts                # HTTP endpoints
│   ├── leaderboard.ts         # Leaderboard queries
│   ├── leaks.ts               # Leak mutations and queries
│   ├── requests.ts            # Request mutations and queries
│   ├── schema.ts              # Database schema
│   └── users.ts               # User mutations and queries
├── src/                       # React frontend
│   ├── components/            # Reusable UI components
│   │   ├── ui/                # Shadcn/Radix UI components
│   │   ├── leakLibrary.tsx    # Leak browser component
│   │   ├── navbar.tsx         # Navigation bar
│   │   └── submitLeakForm.tsx # Leak submission form
│   ├── pages/                 # Page components
│   │   ├── Dashboard.tsx      # User dashboard
│   │   ├── Leaderboard.tsx    # Points leaderboard
│   │   └── Requests.tsx       # Leak requests page
│   ├── lib/                   # Utility functions
│   ├── App.tsx                # Main app component
│   ├── main.tsx               # Entry point
│   └── index.css              # Global styles
├── public/                    # Static assets
├── dist/                      # Production build output
├── package.json               # Dependencies and scripts
├── vite.config.ts             # Vite configuration
├── tsconfig.json              # TypeScript configuration
└── wrangler.jsonc             # Cloudflare deployment config

🚀 Getting Started

Prerequisites

Node.js (v18 or higher)
npm
A Convex account

Installation

Clone the repository

git clone https://github.com/yourusername/leakhub.git
cd leakhub

Install dependencies
```
npm install
```
Set up Convex
```
npx convex dev
```
This will prompt you to log in and create a new Convex project.
Configure GitHub OAuth

Set up GitHub OAuth credentials in your Convex dashboard and configure the environment variables.
Start the development server
```
npm run dev
```
This runs both the Vite frontend and Convex backend concurrently.

Available Scripts

Script	Description
`npm run dev`	Start frontend and backend in development mode
`npm run dev:frontend`	Start only the Vite dev server
`npm run dev:backend`	Start only the Convex dev server
`npm run build`	Build for production
`npm run preview`	Preview production build locally
`npm run deploy`	Build and deploy to Cloudflare Pages
`npm run lint`	Run TypeScript and ESLint checks

🗄️ Database Schema

Tables

`leaks`

Stores system prompt leaks with verification status.

Field	Type	Description
`targetName`	`string`	Name of the AI system
`provider`	`string`	Provider/company name
`targetType`	`enum`	Type: model, app, tool, agent, plugin, custom
`leakText`	`string`	The actual system prompt
`leakContext`	`string?`	Additional context
`url`	`string?`	Source URL
`isFullyVerified`	`boolean`	Verification status
`submittedBy`	`Id<users>?`	Submitter reference
`verifiedBy`	`Id<users>[]?`	Verifiers references
`requiresLogin`	`boolean?`	Access requirements
`isPaid`	`boolean?`	Paid service flag
`hasToolPrompts`	`boolean?`	Has tool/function prompts

`requests`

Stores community requests for specific system prompts.

Field	Type	Description
`targetName`	`string`	Requested AI system name
`provider`	`string`	Provider/company name
`targetType`	`enum`	Type: model, app, tool, agent, plugin, custom
`targetUrl`	`string`	URL to the target
`closed`	`boolean`	Whether request is fulfilled
`leaks`	`Id<leaks>[]`	Associated leak submissions
`submittedBy`	`Id<users>`	Requester reference

`users`

User profiles with points tracking.

Field	Type	Description
`name`	`string`	Display name
`image`	`string`	Profile picture URL
`email`	`string`	Email address
`points`	`number`	Accumulated points
`leaks`	`Id<leaks>[]?`	Submitted leaks
`requests`	`Id<requests>[]?`	Created requests

🔒 Verification Algorithm

LeakHub uses a consensus-based verification system:

Submission - Users submit leaks linked to requests
Similarity Detection - Text similarity is calculated using:
- Shingle-based cosine similarity (fast filter)
- Levenshtein distance (precise matching)
Consensus - When 2+ unique users submit similar content (≥85% similarity), the leak is verified
Rewards - Points are distributed to submitter, verifiers, and request creator

🤝 Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

Fork the repository
Create your feature branch (git checkout -b feature/amazing-feature)
Commit your changes (git commit -m 'Add some amazing feature')
Push to the branch (git push origin feature/amazing-feature)
Open a Pull Request

📄 License

This project is licensed under the Apache License 2.0 - see the LICENSE.txt file for details.

🙏 Acknowledgments

Built with Convex - The fullstack TypeScript development platform
UI components from shadcn/ui
Icons from Lucide