kaggie

🤖 Kaggie - AI-Powered Kaggle Competition Assistant

**Your intelligent companion for Kaggle competitions** [](https://chromewebstore.google.com/detail/kaggie/ndaeodljoghdfjainfdbnedoilfacmpa) [](#features) [](https://chromewebstore.google.com/detail/kaggie/ndaeodljoghdfjainfdbnedoilfacmpa)

✨ What is Kaggie?

Kaggie is your personal AI assistant for dominating Kaggle competitions. Get instant insights, winning strategies, and expert guidance right in your browser while exploring competitions on Kaggle.com.

🚀 Key Features

🎯 Smart Competition Detection

• Auto-Detection: Automatically recognizes which Kaggle competition you’re viewing
• Context-Aware: Provides competition-specific insights and recommendations
• Competition Library: Browse and organize your favorite competitions

🧠 AI-Powered Strategy Assistant

• GPT-4o Integration: Advanced conversational AI trained on competition strategies
• Expert Knowledge: Access to winning techniques from Kaggle grandmasters
• Real-time Search: Enhanced with web search for the latest ML innovations
• Memory: Remembers your conversation history across sessions

🏆 Winning Insights

• Community Wisdom: Search through competition discussions and winning solutions
• Advanced Techniques: Feature engineering, ensemble methods, and optimization strategies
• Performance Tips: Cross-validation strategies and leaderboard climbing tactics
• Competition Analysis: Understand evaluation metrics and winning approaches

⚡ Seamless Experience

• Chrome Side Panel: Clean, non-intrusive interface that doesn’t interrupt your workflow
• Instant Access: One-click activation from any Kaggle competition page
• Responsive Design: Works perfectly on all screen sizes
• Professional UI: Beautiful, modern interface with smooth animations

📥 Installation

Option 1: Chrome Web Store (Recommended)

🎉 Kaggie is now available on the Chrome Web Store! 🎉

📦 Install Kaggie from Chrome Web Store

Simply:

1. Click the link above or visit the Chrome Web Store
2. Search for “Kaggie”
3. Click “Add to Chrome”
4. Configure your API keys in the extension settings

Option 2: Manual Installation (For Developers)

Click to expand developer installation instructions

1. Download or clone this repository 2. Open Chrome and go to `chrome://extensions/` 3. Enable "Developer mode" (toggle in top right) 4. Click "Load unpacked" and select the `chrome-extension/dist` folder 5. Configure your API keys in the extension settings

⚙️ Setup & Configuration

Required API Keys

To use Kaggie, you’ll need to provide your own API keys:

🔑 OpenAI API Key (Required)

• Visit OpenAI Platform
• Create a new API key
• Enter it in Kaggie’s settings panel

🔍 Tavily API Key (Optional - for web search)

• Visit Tavily and sign up for free
• Get your API key from the dashboard
• Enter it in Kaggie’s settings for enhanced web search capabilities

🔧 Backend Configuration

The extension connects to a backend service for enhanced features:

• Default Backend: Pre-configured and ready to use
• Self-Hosting: Advanced users can deploy their own backend using the provided code

Getting Started

1. Install the extension from the Chrome Web Store
2. Configure your API keys in the extension settings
3. Navigate to any Kaggle competition page
4. Open Kaggie from the Chrome toolbar or side panel
5. Start chatting with your AI competition assistant!

   💡 How to Use Kaggie

Quick Start Guide

1. Visit any Kaggle competition (e.g., Spaceship Titanic)
2. Click the Kaggie icon in your Chrome toolbar
3. Ask questions like:
   • “What are the best strategies for this competition?”
   • “How should I approach feature engineering?”
   • “What evaluation metric optimization techniques work best here?”
   • “Show me winning approaches from similar competitions”

Example Conversations

You: “I’m new to this competition. What should I focus on first?”

Kaggie: “For the Spaceship Titanic competition, I’d recommend starting with exploratory data analysis to understand the passenger data patterns. Based on winning solutions from similar competitions, focus on feature engineering around the cabin information and passenger groups. The evaluation metric is classification accuracy, so consider ensemble methods for your final submission…”

Smart Features in Action

• Context Awareness: Kaggie knows which competition you’re viewing and tailors advice accordingly
• Memory: Continues conversations across browser sessions
• Expert Search: Finds relevant insights from competition discussions and winning solutions
• Real-time Updates: Searches for the latest techniques and innovations

🔧 Privacy & Security

Your Data is Safe

• Local Processing: All conversations are stored locally in your browser
• No Data Sharing: Your API keys and conversations never leave your device
• Secure Storage: Uses Chrome’s secure storage APIs
• Optional Backend: RAG search features use our secure backend, but no personal data is stored

API Key Security

• API keys are encrypted and stored securely in Chrome’s sync storage
• Keys are never logged or transmitted to our servers
• You maintain full control over your OpenAI and Tavily accounts

🏆 Perfect For

🎓 Learning Competitors

• Get expert guidance on competition strategies
• Learn advanced techniques from Kaggle grandmasters
• Understand evaluation metrics and optimization approaches

🚀 Experienced Kagglers

• Quick access to community wisdom and winning solutions
• Brainstorm innovative approaches for tough competitions
• Stay updated on latest ML techniques and trends

👥 Team Competitions

• Share insights and strategies with team members
• Research proven approaches for collaborative projects
• Access comprehensive competition analysis

🌟 What Makes Kaggie Special?

⚡ Instant Expert Access

No more scrolling through hundreds of forum posts. Get curated insights from top performers instantly.

🧠 Competition-Specific Intelligence

Unlike generic AI assistants, Kaggie understands Kaggle competitions and provides targeted, actionable advice.

🔄 Always Learning

Kaggie’s knowledge base includes the latest competition discussions, winning solutions, and ML innovations.

🎯 Results-Focused

Every recommendation is designed to improve your leaderboard position and competition performance.

📊 Technical Excellence

This extension represents a showcase of modern web development and AI integration:

🏗️ Architecture Highlights

• Chrome Extension Manifest V3: Future-proof and secure
• React + TypeScript: Type-safe, modern frontend
• AI Integration: GPT-4o with RAG and web search capabilities
• Real-time Processing: Streaming responses for better user experience
• Professional UI/UX: Smooth animations and responsive design

🔒 Security Standards

• No Hardcoded Secrets: All API keys user-provided
• Secure Storage: Chrome’s encrypted storage APIs
• Content Security Policy: Prevents XSS and injection attacks
• Minimal Permissions: Only requests necessary Chrome permissions

⚡ Performance Optimizations

• Code Splitting: Optimized bundle sizes
• Efficient Caching: Smart storage and memory management
• Responsive Design: Works on all screen sizes
• Error Handling: Graceful degradation and recovery

🚀 For Developers

Interested in the technical implementation? Kaggie showcases modern development practices:

🏗️ Technical Stack

• Frontend: React + TypeScript with Framer Motion animations
• Backend: FastAPI with LangChain AI framework
• AI Integration: OpenAI GPT-4o with RAG and web search
• Storage: Chrome APIs with persistent conversation memory
• Deployment: Cloud-hosted backend with automated scaling

🔧 Development Setup

Click to expand developer setup instructions

```bash # Clone the repository git clone https://github.com/arjein/kaggie.git cd kaggie # Install dependencies cd chrome-extension npm install # Set up environment variables cp .env.example .env # Add your API keys to .env # Build for development npm run build # Load in Chrome for testing # 1. Go to chrome://extensions/ # 2. Enable Developer mode # 3. Click "Load unpacked" # 4. Select chrome-extension/dist folder ``` ### 📊 **Architecture Overview** - **Chrome Extension**: Manifest V3 with service workers and content scripts - **React Components**: Modular, reusable UI components with TypeScript - **AI Services**: LangChain integration with tool calling and memory - **State Management**: Global configuration with Chrome storage sync - **Backend API**: FastAPI deployment with vector search capabilities

📈 Roadmap & Future Features

🔮 Coming Soon

• Competition Recommendations: AI-powered suggestions for competitions matching your skills
• Team Collaboration: Share insights and strategies with team members
• Performance Tracking: Monitor your competition progress and improvement
• Advanced Analytics: Deep dive into competition trends and winning patterns

💡 Potential Enhancements

• Notebook Integration: Direct assistance within Kaggle notebooks
• Model Comparison: Compare different ML approaches and architectures
• Submission Optimization: Automated testing and validation suggestions
• Community Features: Connect with other Kaggle competitors

🎯 Support & Feedback

📧 Get Help

• Issues: Report bugs or request features on GitHub
• Documentation: Comprehensive guides and API documentation
• Community: Join discussions with other users

🌟 Rate & Review

Love Kaggie? Help others discover it:

• Rate the extension on Chrome Web Store
• Share your success stories
• Recommend to fellow Kagglers

📜 License & Legal

📄 Open Source

Kaggie is open source under the MIT License. View the full license and contribute on GitHub.

🔒 Privacy Policy

• No personal data collection
• API keys stored locally and securely
• Optional analytics for improving the service
• Full transparency in data handling

⚖️ Terms of Service

• Use of OpenAI and Tavily APIs subject to their respective terms
• Kaggie provided “as-is” for educational and competition purposes
• Users responsible for their own API costs and usage

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🏆 Built with ❤️ for the Kaggle community 🏆



**Ready to dominate your next Kaggle competition?**
*Install Kaggie and unlock your competitive potential!*

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