UPDATE: readme

README.md

@@ -1,14 +1,18 @@
 # QueryStockAI
 
-A comprehensive financial analysis tool that provides real-time stock data and news analysis through an AI-powered chat interface.
+A comprehensive financial analysis tool that provides stock data, news analysis, and AI-powered insights through an interactive Streamlit web interface.
 
 ## Features
 
-- **Real-time Stock Data**: Fetch historical stock prices and performance metrics
-- **Latest News Analysis**: Get recent news headlines and sentiment analysis
-- **AI-Powered Insights**: Receive comprehensive analysis and investment recommendations
-- **Interactive Chat Interface**: Modern Streamlit-based web interface
-- **Multiple Stock Support**: Analyze AAPL, TSLA, MSFT, GOOG, and more
+- **Stock Data**: Fetch historical stock prices and performance metrics using Yahoo Finance
+- **Interactive Stock Charts**: Visualize stock performance with Plotly charts
+- **Latest News Analysis**: Get recent news headlines for selected stocks
+- **AI-Powered Chat Interface**: Chat with a financial agent powered by mistral via OpenRouter
+- **MCP Server Integration**: Modular architecture with separate MCP servers for stock data and news
+- **Prophet Forecasting**: Optional time series forecasting capabilities
+- **System Resource Monitoring**: Real-time monitoring of CPU, memory, disk, and network usage
+- **Stock Search & Discovery**: Search for custom tickers and browse popular stocks
+- **Caching & Performance**: Intelligent caching for charts and news to improve performance
 
 ## Setup
 
@@ -18,24 +22,38 @@ A comprehensive financial analysis tool that provides real-time stock data and n
    uv sync
    ```
 
+   Or using pip:
+
+   ```bash
+   pip install -r requirements.txt
+   ```
+
 2. **Create a `.env` file** with your API keys:
 
    ```
-   OPENROUTER_API_KEY=your_openrouter_api_key_here
-   MODEL=openai/gpt-4o-mini
+   OPENROUTER_API_KEY="your_openrouter_api_key_here"
+   MODEL="mistralai/mistral-small-3.2-24b-instruct:free"      # or any model of your choice
    ```
 
 3. **Run the Streamlit app**:
+
    ```bash
-   streamlit run streamlit_app.py
+   streamlit run Home.py
+   ```
+
+   or using uv:
+
+   ```bash
+   uv run streamlit run Home.py
    ```
 
 ## Usage
 
 1. Open the web interface in your browser
-2. Select a stock ticker from the dropdown in the sidebar
-3. Start chatting with the financial agent about the selected stock
-4. Ask questions like:
+2. Select a stock ticker from the dropdown in the sidebar or search for a custom ticker
+3. View the interactive stock price chart and latest news
+4. Start chatting with the financial agent about the selected stock
+5. Ask questions like:
    - "How is this stock performing?"
    - "What's the latest news about this company?"
    - "Should I invest in this stock?"
@@ -43,16 +61,39 @@ A comprehensive financial analysis tool that provides real-time stock data and n
 
 ## Architecture
 
-- **Frontend**: Streamlit web interface
-- **Backend**: Python with OpenAI/OpenRouter integration
+- **Frontend**: Streamlit web interface with interactive charts
+- **Backend**: Python with OpenRouter integration
 - **Data Sources**:
   - Stock data via `yfinance`
   - News data via `gnews`
-- **AI Model**: GPT-4o-mini via OpenRouter
+- **AI Model**: mistral-small-3.2-24b-instruct via OpenRouter
+- **MCP Servers**: Modular servers for stock data and news
+- **Monitoring**: Real-time system resource monitoring
 
 ## Files
 
-- `streamlit_app.py`: Main Streamlit web application
-- `agent_client.py`: Original terminal-based client
+- `Home.py`: Main Streamlit web application
 - `stock_data_server.py`: MCP server for stock data
 - `news_server.py`: MCP server for news data
+- `resource_monitor.py`: System resource monitoring
+- `pages/System_Monitor.py`: System monitoring dashboard
+- `requirements.txt`: Python dependencies
+- `pyproject.toml`: Project configuration
+
+## Dependencies
+
+- **Streamlit**: Web interface framework
+- **yfinance**: Stock data fetching
+- **gnews**: News data fetching
+- **plotly**: Interactive charts
+- **prophet**: Time series forecasting (optional)
+- **psutil**: System monitoring
+- **openai**: AI model integration
+- **fastmcp**: MCP server framework
+
+## System Requirements
+
+- Python 3.10 or higher
+- OpenRouter API key
+- Internet connection for real-time data
+- Optional: psutil for system monitoring features