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Stock Market Real-Time Analyzer

An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.

Updated
Feb 19, 2026

📈 Stock Market Real-Time Analyzer

A comprehensive Python tool for fetching and analyzing real-time stock market data from multiple public APIs. Features include a command-line interface, web dashboards, and an MCP (Model Context Protocol) server for AI assistant integration.

✨ Features

  • Multi-Source Data Fetching: Get stock data from Yahoo Finance, Alpha Vantage, and Finnhub
  • Real-Time Analysis: Compare prices across different sources
  • Multiple Interfaces:
    • Command-line tool
    • Web dashboard (Flask)
    • Standalone HTML dashboard
    • Streamlit dashboard
    • MCP server for AI assistants (Claude, Kiro)
  • Comprehensive Data: Price, change, volume, market cap, day high/low, and more
  • Easy Integration: Works with Claude Desktop and other MCP-compatible clients

🚀 Quick Start

Installation

# Clone the repository
git clone https://github.com/YOUR_USERNAME/stock-market-analyzer.git
cd stock-market-analyzer

# Install dependencies
pip install -r requirements.txt

Basic Usage

Command Line:

python main.py AAPL GOOGL MSFT

Standalone Dashboard:

open standalone_dashboard.html

Web Dashboard:

python web_dashboard.py
# Open http://127.0.0.1:8080

🔑 API Keys (Optional)

Yahoo Finance works without API keys. For additional sources:

  1. Copy .env.example to .env
  2. Add your API keys:
cp .env.example .env
# Edit .env and add your keys

🤖 MCP Server Integration

Use this tool with AI assistants like Claude Desktop or Kiro.

Setup for Claude Desktop

  1. Run the setup script:
./setup_claude_desktop.sh
  1. Restart Claude Desktop

  2. Ask Claude: "Get the stock price for AAPL"

See CLAUDE_DESKTOP_SETUP.md for detailed instructions.

Setup for Kiro

The MCP server is pre-configured in .kiro/settings/mcp.json. Just restart Kiro and ask:

  • "Get the stock price for AAPL"
  • "Compare TSLA across all sources"

📊 Available Tools

Command Line

# Single stock
python main.py AAPL

# Multiple stocks
python main.py AAPL GOOGL MSFT TSLA

# Interactive mode
python main.py

MCP Server Tools

When integrated with AI assistants, you get access to:

  1. get_stock_quote - Get quote from specific sources
  2. compare_stock_sources - Compare data across all sources
  3. get_best_quote - Get most reliable quote
  4. get_multiple_quotes - Get quotes for multiple symbols

🏗️ Project Structure

.
├── analyzer.py              # Core analysis logic
├── data_sources.py          # API integrations
├── config.py                # Configuration management
├── main.py                  # CLI interface
├── mcp_server.py            # MCP server for AI integration
├── web_dashboard.py         # Flask web server
├── dashboard.py             # Streamlit dashboard
├── standalone_dashboard.html # Browser-only version
├── templates/
│   └── index.html           # Web dashboard UI
├── .kiro/settings/
│   └── mcp.json             # Kiro MCP configuration
└── requirements.txt         # Python dependencies

📖 Documentation

🔧 Requirements

  • Python 3.9+
  • Internet connection for API access
  • Optional: API keys for Alpha Vantage and Finnhub

📦 Dependencies

  • requests - HTTP requests
  • pandas - Data manipulation
  • yfinance - Yahoo Finance API
  • python-dotenv - Environment variables
  • flask - Web dashboard (optional)
  • streamlit - Streamlit dashboard (optional)
  • mcp - Model Context Protocol server

🎯 Use Cases

  • Real-time stock monitoring - Track multiple stocks simultaneously
  • Price comparison - Verify prices across different data sources
  • AI assistant integration - Ask AI for stock data in natural language
  • Data analysis - Export data for further analysis
  • Portfolio tracking - Monitor your investments

🤝 Contributing

Contributions are welcome! Feel free to:

  • Report bugs
  • Suggest new features
  • Submit pull requests
  • Improve documentation

📝 License

MIT License - feel free to use this project for personal or commercial purposes.

🙏 Acknowledgments

📧 Contact

For questions or support, please open an issue on GitHub.

⚠️ Disclaimer

This tool is for informational purposes only. Stock market data may be delayed. Always verify information before making investment decisions. Not financial advice.


Made with ❤️ for stock market enthusiasts and AI developers

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