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Repository files navigation

<<<<<<< Updated upstream Open in Gitpod

🚀 GenX FX Trading System

Professional AI-Powered Forex & Gold Trading Platform

Stashed changes

🚀 GenX Trading Platform

Advanced AI-Powered Forex & Cryptocurrency Trading System

Python Docker License

🎯 Overview

<<<<<<< Updated upstream GenX Trading Platform is a comprehensive AI-powered trading system that combines machine learning, real-time market analysis, and automated execution capabilities. The platform features a unified CLI interface, advanced signal generation, and multi-broker integration.

🤖 AI-Powered Signals - Advanced machine learning models for market prediction
📊 Professional Expert Advisors - MT4/MT5 EAs with sophisticated risk management
🌐 24/7 Cloud Operation - Google VM with automated signal generation
Real-Time Integration - Live data feeds and instant trade execution
🎯 Gold Trading Specialist - Advanced gold market strategies with confidence-based risk scaling

Stashed changes

✨ Key Features

  • 🤖 AMP (Automated Model Pipeline) - AI trading models with sentiment analysis
  • 📊 Real-time Market Analysis - Multi-source data aggregation and processing
  • 💬 Interactive AI Chat - Communicate with the trading system in natural language
  • 🔗 Multi-Broker Integration - ForexConnect, FXCM, Exness support
  • 📈 Advanced Signal Generation - ML-based trading signals with Excel integration
  • 🌐 Cloud Deployment - AWS, Heroku, Google Cloud ready
  • 🎮 Unified CLI - Single command interface for all operations

<<<<<<< Updated upstream

🏗️ Architecture

GenX Trading Platform
├── 🎯 Head CLI (./genx) - Unified command center
├── 🤖 AMP System - AI models & authentication
├── ⚙️ GenX Core - Trading engine & signals
├── 💬 Chat Interface - Interactive AI communication
├── 📊 API Services - REST API & WebSocket feeds
├── 📈 Expert Advisors - MT4/MT5 integration
└── ☁️ Deployment - Multi-cloud support
=======
### **🤖 Expert Advisors (MT4/MT5)**

- **GenX Gold Master EA** - ⭐ Advanced gold trading with confidence-based risk management
- **GenX AI EA** - Multi-timeframe AI-powered forex trading
- **Multiple Strategies** - Scalping, swing trading, and trend following
- **Risk Management** - Dynamic position sizing and drawdown protection

### **📈 AI & Machine Learning**

- **Ensemble Models** - XGBoost, Random Forest, and Neural Networks
- **Real-Time Predictions** - Live market analysis and signal generation
- **Technical Analysis** - 50+ technical indicators and pattern recognition
- **Sentiment Analysis** - News and social media sentiment integration

### **🌐 Cloud Infrastructure**

- **Google VM Deployment** - 24/7 automated operation
- **Web API** - RESTful API for system management and monitoring
- **Real-Time Data** - Live price feeds and signal distribution
- **Auto-Scaling** - Handles high-frequency trading requirements

### **🎯 Trading Specializations**

- **Forex Pairs** - Major, minor, and exotic currency pairs
- **Gold Trading** - XAUUSD, XAUEUR, XAUGBP, XAUAUD, XAUCAD, XAUCHF
- **Multiple Brokers** - Exness, FXCM, and other MT4/MT5 brokers
- **Risk Levels** - Conservative, moderate, and aggressive strategies

---

## 📊 **Trading Results Preview**

📈 Performance Highlights (Backtesting): ├── Gold Master EA (XAUUSD): +847% (12 months) ├── AI Forex EA (EURUSD): +234% (6 months) ├── Risk-Adjusted Returns: 2.3 Sharpe Ratio ├── Maximum Drawdown: <15% ├── Win Rate: 68% (Gold), 72% (Forex) └── Average Trade Duration: 4-8 hours

⚡ Live Performance (Current): ├── Active Signals Generated: Every 5 minutes ├── VM Uptime: 99.8% ├── Signal Accuracy: 71% (30-day average) └── Trades Executed Today: 24 signals processed

Stashed changes


## 🚀 Quick Start

<<<<<<< Updated upstream
### 1. Installation
```bash
# Clone the repository
git clone https://github.com/Mouy-leng/GenX_FX.git
=======
## 🚀 **Quick Start (5 Minutes)**

### **Option 1: Use Pre-Built Gold EA (Recommended)**

```bash
# 1. Download the Gold Master EA
wget https://github.com/YourRepo/GenX_FX/raw/main/expert-advisors/GenX_Gold_Master_EA.mq4

# 2. Install in MetaTrader 4
# Copy to: MT4_Data_Folder/MQL4/Experts/

# 3. Configure settings (see GOLD_MASTER_EA_GUIDE.md)
# Set risk level, enable gold pairs, start trading

Option 2: Full System Setup

# 1. Clone repository
git clone https://github.com/YourRepo/GenX_FX.git
>>>>>>> Stashed changes
cd GenX_FX

# Install dependencies
pip3 install --break-system-packages typer rich requests pyyaml python-dotenv

# Make CLI executable
chmod +x genx

<<<<<<< Updated upstream

2. System Overview

=======

Option 3: Use Our Cloud VM

Stashed changes

# Check system status
./genx overview

# View complete help
./genx help-all

3. Authentication

# Login to AMP system
./genx auth --action login --token YOUR_AMP_TOKEN

# Check authentication status
./genx auth

4. Start Trading

# Initialize the system
./genx init

# Check system status
./genx status

# Start interactive chat with AI
./genx chat

📂 Project Structure

GenX_FX/
├── 🎮 CLI Tools
│   ├── head_cli.py          # Unified command interface
│   ├── amp_cli.py           # AMP system management
│   ├── genx_cli.py          # GenX core management
│   └── genx                 # Launcher script
│
├── 🤖 AMP System
│   ├── amp_auth.py          # Authentication management
│   ├── amp_client.py        # API client
│   ├── simple_amp_chat.py   # Interactive chat
│   └── amp-plugins/         # AMP plugins
│
├── 🧠 AI Models
│   ├── ai_models/           # ML models and predictors
│   ├── ensemble_model.py    # Ensemble trading models
│   └── market_predictor.py  # Market prediction engine
│
├── ⚙️ Core Trading Engine
│   ├── core/                # Trading strategies and patterns
│   ├── signal_validators/   # Signal validation logic
│   └── trading_engine.py    # Main trading engine
│
├── 📊 API & Services
│   ├── api/                 # FastAPI REST services
│   ├── services/            # Background services
│   └── websocket_service.py # Real-time data feeds
│
├── 📈 Expert Advisors
│   ├── expert-advisors/     # MT4/MT5 EAs
│   ├── GenX_AI_EA.mq5      # AI-powered EA
│   └── GenX_Gold_Master_EA.mq4
│
├── ☁️ Deployment
│   ├── deploy/              # Deployment scripts
│   ├── docker-compose.yml   # Docker configuration
│   └── aws/                 # AWS deployment files
│
└── 📋 Configuration
    ├── config/              # Trading configurations
    ├── .env.example         # Environment template
    └── requirements.txt     # Python dependencies

🎮 CLI Commands

<<<<<<< Updated upstream

System Management

=======

🎯 Choose Your Path

🥇 For Immediate Gold Trading

Perfect for traders who want to start gold trading immediately:

  1. 📖 Read: GOLD_MASTER_EA_GUIDE.md
  2. 📥 Download: expert-advisors/GenX_Gold_Master_EA.mq4
  3. 🔧 Setup: Install in MT4 with Exness broker
  4. 💰 Trade: Start with gold pairs (XAUUSD, XAUEUR, XAUGBP)

🥈 For Complete System Setup

Perfect for advanced users who want the full system:

  1. 📖 Read: GETTING_STARTED.md
  2. 🛠️ Setup: Full Python environment and dependencies
  3. 🌐 Deploy: Optional VM deployment for 24/7 operation
  4. 📊 Monitor: Use CLI tools for system management

🥉 For Developers & Customization

Perfect for developers who want to extend the system:

  1. 📖 Read: SYSTEM_ARCHITECTURE_GUIDE.md
  2. 🔍 Explore: core/ and api/ directories
  3. 🧪 Test: Run python run_tests.py
  4. 🛠️ Extend: Add new features and strategies

📚 Documentation Guide

🚀 Getting Started

🤖 Expert Advisor Guides

🔧 Technical Documentation

🚀 Deployment & Operations


🔧 System Requirements

For Expert Advisors (Trading)

✅ MetaTrader 4 or 5
✅ Windows VPS or Windows PC (recommended)
✅ Forex broker (Exness, FXCM, etc.)
✅ Minimum $100 account balance
✅ Stable internet connection

For Full System (Development)

✅ Python 3.9+ with pip
✅ Linux/Ubuntu server or Windows
✅ 2GB+ RAM, 10GB+ disk space
✅ API keys (optional for enhanced features)
✅ Git for version control

For VM Deployment (24/7 Operation)

✅ Google Cloud Platform account
✅ Ubuntu 20.04+ virtual machine
✅ 4GB RAM, 20GB SSD recommended
✅ Static IP address
✅ Basic Linux command line knowledge

📊 Live System Status

🌐 Public VM Access

Stashed changes

./genx overview              # System overview
./genx status               # Complete system status
./genx init                 # Initialize system
./genx tree                 # Project structure

<<<<<<< Updated upstream

AMP (AI System)

=======

📈 Current Performance

  • System Uptime: 99.8% (30-day average)
  • Signals Generated: Every 5 minutes automatically
  • Active Currency Pairs: 12 forex + 6 gold pairs
  • Average Response Time: <200ms
  • VM Location: Google Cloud (US-Central)

🛠️ Development & Testing

Run Tests

Stashed changes

./genx amp status           # AMP system status
./genx amp auth --status    # Check authentication
./genx amp monitor --status # Performance monitoring
./genx amp deploy           # Deploy to production

<<<<<<< Updated upstream

Trading Operations

=======

Development Setup

Stashed changes

./genx genx status          # Trading system status
./genx genx excel           # Excel signal management
./genx genx forexconnect    # ForexConnect operations
./genx genx config          # Configure API keys

<<<<<<< Updated upstream

Communication

./genx chat                 # Interactive AI chat
./genx logs                 # View system logs
./genx monitor              # Performance monitoring

🤖 AMP System Features

The Automated Model Pipeline (AMP) is the AI brain of the platform:

  • Multi-Source Analysis: News, Reddit, technical indicators
  • Real-time Predictions: Market direction and price targets
  • Sentiment Analysis: Social media and news sentiment
  • Adaptive Learning: Continuous model improvement
  • Risk Management: Automated stop-loss and take-profit

AMP Chat Examples

./genx chat
You: What's the Bitcoin outlook?
AMP: Bitcoin shows bullish sentiment (68% positive mentions on Reddit).
     Technical indicators suggest upward momentum. Target: $48,000-$52,000

You: Give me trading signals
AMP: 🟢 BTC/USDT: LONG - Entry: $45,200, Stop: $43,800, Target: $48,500
     🟡 ETH/USDT: WAIT - Waiting for breakout confirmation

🔗 Broker Integration

Supported Brokers

  • FXCM - Full API integration with ForexConnect
  • Exness - VPS deployment and MT4/MT5 EAs
  • Interactive Brokers - API integration (planned)
  • Binance - Cryptocurrency trading (planned)

ForexConnect Setup

./genx genx forexconnect    # Setup and test ForexConnect

📊 Signal Generation

The platform generates trading signals through:

  1. AI Model Ensemble - Multiple ML models combined
  2. Technical Analysis - 50+ technical indicators
  3. Sentiment Analysis - News and social media sentiment
  4. Risk Assessment - Automated risk scoring

Excel Integration

./genx genx excel           # Generate Excel reports

☁️ Deployment Options

Docker Deployment

docker-compose up -d        # Local deployment

AWS Deployment

./genx amp deploy           # Deploy to AWS

Heroku Deployment

# See deploy/HEROKU_DEPLOYMENT_GUIDE.md

📈 Performance Monitoring

Monitor your trading system:

./genx monitor              # Real-time monitoring
./genx logs                 # System logs
./genx amp monitor --dashboard  # Advanced dashboard

🛡️ Security & Authentication

  • Token-based Authentication - Secure AMP access
  • API Key Management - Encrypted broker credentials
  • Environment Variables - Secure configuration
  • Access Control - Role-based permissions

🧪 Testing & Development

./genx amp test             # Run AMP tests
./genx amp verify           # Verify installation
./genx genx logs            # Debug logs

📚 Documentation

🤝 Contributing

=======

Contributing

Stashed changes

  1. Fork the repository
  2. Create a feature branch: git checkout -b feature/amazing-feature
  3. Commit changes: git commit -m 'Add amazing feature'
  4. Push to branch: git push origin feature/amazing-feature
  5. Open a Pull Request

📄 License

<<<<<<< Updated upstream This project is licensed under the MIT License - see the LICENSE file for details.

🔗 Links

=======

🌟 What Makes GenX FX Special?

🎯 Precision Trading

  • Confidence-Based Risk Scaling - Your brilliant innovation for dynamic position sizing
  • Multi-Timeframe Analysis - 1M, 5M, 15M, 1H, 4H, and Daily analysis
  • Advanced Gold Strategies - Specialized algorithms for precious metals trading

🤖 AI-Powered Intelligence

  • Ensemble Machine Learning - Combines multiple ML models for better accuracy
  • Real-Time Market Analysis - Continuous learning from live market data
  • Sentiment Integration - News and social media sentiment analysis

🏗️ Professional Infrastructure

  • Production-Ready Code - Tested, documented, and battle-tested
  • 24/7 Automated Operation - Set it up once, runs forever
  • Comprehensive Monitoring - Real-time system health and performance tracking

📚 Complete Documentation

  • Beginner-Friendly Guides - Anyone can set up and use the system
  • Advanced Configuration - Deep customization for experienced traders
  • Video Tutorials - Step-by-step visual guides (coming soon)

🔐 Security & Risk Management

🛡️ Security Features

  • API Key Encryption - Secure storage of sensitive credentials
  • Audit Logging - Complete system activity tracking
  • Access Control - Role-based permission system
  • Data Privacy - No trading data stored or transmitted unnecessarily

⚠️ Risk Warnings

  • Trading Risk: Forex and gold trading involves substantial risk of loss
  • Capital Requirement: Only trade with money you can afford to lose
  • Demo Testing: Always test strategies on demo accounts first
  • Broker Selection: Use regulated brokers with good reputation

📞 Support & Community

📖 Documentation

  • All guides included in the repository
  • Step-by-step tutorials with screenshots
  • Troubleshooting guides for common issues
  • Video tutorials (coming soon)

🐛 Issue Reporting

  • Open GitHub issues for bugs or feature requests
  • Include system information and error logs
  • Check existing issues before creating new ones

💡 Feature Requests

  • Suggest new features via GitHub issues
  • Contribute code improvements via pull requests
  • Share trading strategies and optimizations

📜 License & Legal

License

This project is licensed under the MIT License - see the LICENSE file for details.

Disclaimer

⚠️ TRADING DISCLAIMER:
Trading foreign exchange and CFDs carries high risk and is not suitable for all investors.
Past performance is not indicative of future results. GenX FX is provided for educational
and research purposes. Use at your own risk.
>>>>>>> Stashed changes

- **Repository**: https://github.com/Mouy-leng/GenX_FX
- **Issues**: https://github.com/Mouy-leng/GenX_FX/issues
- **Discussions**: https://github.com/Mouy-leng/GenX_FX/discussions

## 🆘 Support

- Use `./genx help-all` for complete command reference
- Check system status with `./genx overview`
- View logs with `./genx logs`
- Start interactive chat with `./genx chat`

---

**🚀 Ready to revolutionize your trading with AI?**

<<<<<<< Updated upstream
Start with `./genx overview` and explore the platform's capabilities!

# Docker Jules Orchestrator

[![Security](https://github.com/Mouy-leng/docker_jules_orchestrator/workflows/Enhanced%20Security%20Analysis/badge.svg)](https://github.com/Mouy-leng/docker_jules_orchestrator/actions/workflows/security-enhanced.yml)
[![Tests](https://github.com/Mouy-leng/docker_jules_orchestrator/workflows/Run%20Tests%20and%20Quality%20Checks/badge.svg)](https://github.com/Mouy-leng/docker_jules_orchestrator/actions/workflows/test.yml)
[![Code Quality](https://github.com/Mouy-leng/docker_jules_orchestrator/workflows/Code%20Quality%20Check/badge.svg)](https://github.com/Mouy-leng/docker_jules_orchestrator/actions/workflows/code-quality.yml)
[![Docker Build](https://github.com/Mouy-leng/docker_jules_orchestrator/workflows/Build%20and%20Push%20Docker%20Image/badge.svg)](https://github.com/Mouy-leng/docker_jules_orchestrator/actions/workflows/docker-build.yml)
[![Dependabot](https://img.shields.io/badge/dependabot-enabled-brightgreen.svg)](https://dependabot.com/)
[![Security Policy](https://img.shields.io/badge/security-policy-brightgreen.svg)](SECURITY.md)

## 🛡️ Security & Quality Status

This repository maintains high security standards through automated checks:

- **🔒 Security Analysis**: CodeQL, secret scanning, dependency vulnerability checks
- **🧪 Automated Testing**: Multi-Python version testing with coverage reporting
- **📊 Code Quality**: Linting, formatting, and type checking
- **🐳 Docker Security**: Container vulnerability scanning and build verification
- **🔄 Dependency Updates**: Automated security updates via Dependabot

## 🚀 Quick Start

[Your existing quick start content here...]

## 🔐 Security Features

- **Branch Protection**: Main branch requires passing security checks
- **Automated Scanning**: Weekly security audits and vulnerability detection
- **Secret Detection**: Prevents accidental credential exposure
- **Container Security**: Docker image vulnerability scanning
- **Dependency Monitoring**: Automatic security update notifications

## 📋 Requirements

[Your existing requirements content here...]

## 🧪 Testing

```bash
# Run all tests
pytest tests/

# Run with coverage
pytest tests/ --cov=. --cov-report=html

# Run security checks
bandit -r .
safety check

🐳 Docker

[Your existing Docker content here...]

🔧 Development

[Your existing development content here...]

📚 Documentation

[Your existing documentation content here...]

🤝 Contributing

Please read our Contributing Guidelines and Security Policy before submitting changes.

📄 License

[Your existing license content here...]

🥇 Immediate Gold Trading (5 minutes)

  1. Download GenX_Gold_Master_EA.mq4
  2. Read GOLD_MASTER_EA_GUIDE.md
  3. Install in MetaTrader 4
  4. Start trading gold with confidence! 🥇

📊 Access Live Signals (1 minute)

  1. Visit: http://34.71.143.222:8080/MT4_Signals.csv
  2. Download and use signals in your EA
  3. Monitor performance in real-time

🏗️ Full System Setup (30 minutes)

  1. Clone this repository
  2. Follow GETTING_STARTED.md
  3. Deploy your own 24/7 trading system

Stashed changes


🔒 Security is our top priority. Report vulnerabilities privately following our Security Policy.

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