README.md

🤖 AlphaCrew - Multi-Agent Hedge Fund Platform

🤖 🏦 📊

Intelligent Multi-Agent Hedge Fund Platform

🔄 Data Pipeline | 🧠 AI Agents | 📈 Trading | 🎯 Portfolio Management | 🔍 Analytics

📈 Production-grade AI-powered hedge fund platform built on CrewAI Enterprise

AlphaCrew orchestrates specialized AI agents to perform market research, layered analysis, and strategic decision-making while integrating live trade execution via Alpaca. With real-time human oversight through Slack and comprehensive monitoring via Prometheus and Grafana, AlphaCrew empowers Portfolio Managers to guide, refine, and authorize investment strategies in a live trading environment.

🌟 Key Features

Advanced Agent Architecture

• Research & Data Agents: Market data collection, financial news analysis, regulatory filing processing, alternative data gathering
• Analysis Agents: Fundamental analysis, technical analysis, quantitative/relative valuation, macro-economic analysis, risk management
• Asset Management Agents: Portfolio performance monitoring, investment thesis validation, market condition tracking, risk exposure assessment, rebalancing recommendations, exit strategy evaluation
• Hedge Fund Manager Agents: Strategic decision-making, multi-agent insight synthesis, investment thesis refinement, portfolio strategy optimization
• Committee & Oversight Agents: Investment committee simulation, report aggregation and generation, compliance monitoring, risk oversight
• Execution Agents: Trade recommendation compilation, market condition validation, order execution management, post-trade analysis

Integrated Tech Stack

• 🧠 CrewAI Enterprise: Sophisticated multi-agent orchestration
• 📊 Alpaca: Live market execution and real-time data
• 🔍 LlamaIndex & Pinecone: Advanced data processing and vector storage
• 🔄 Apache Airflow: Reliable workflow orchestration
• 🚀 Fireworks: Fine-tuned model deployment
• 📈 Prometheus & Grafana: Comprehensive system monitoring
• 💬 Slack: Real-time human oversight and notifications

Real-Time Monitoring

• Performance Metrics: Agent effectiveness, trading performance, portfolio analytics
• Risk Management: Exposure tracking, compliance monitoring, market impact analysis
• System Health: API performance, resource utilization, pipeline efficiency
• Custom Dashboards: Real-time visualization, alert management, performance reporting

Human Oversight

• Interactive Slack commands for trade authorization
• Real-time portfolio performance monitoring
• Custom report generation on demand
• Investment thesis validation
• Risk exposure alerts
• Strategy refinement tools

🛠 Setup & Configuration

Prerequisites

• Python 3.9+
• API Keys:
  • CrewAI Enterprise License
  • Alpaca API Credentials
  • Pinecone API Key
  • Fireworks API Key
  • Slack Bot Token

Quick Start

1. Clone the repository
2. Install dependencies
3. Configure API keys
4. Initialize the platform
5. Access monitoring dashboards

📚 Documentation

• Product Blueprint
• API Documentation
• Agent Architecture
• Deployment Guide
• Monitoring Setup

🤝 Contributing

Please read our Contributing Guidelines for details on our code of conduct and the process for submitting pull requests.

📄 License

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

💬 Support

• 📚 Documentation
• 💡 Issue Tracker
• 🤝 Slack Community
• 📧 Email Support

🙏 Acknowledgments

• CrewAI Enterprise team for the robust agent framework
• Alpaca team for the trading infrastructure
• Apache Airflow community for workflow management
• Pinecone team for vector search capabilities
• Prometheus and Grafana teams for comprehensive monitoring solutions
• Slack team for communication tools
• LlamaIndex team for data processing capabilities
• Fireworks team for model serving infrastructure

📊 Project Status

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Built with ❤️ by the AlphaCrew Team