278 lines
9.2 KiB
Markdown
278 lines
9.2 KiB
Markdown
# Enhanced LiveKit Voice Agent with Real-time Chrome MCP Integration
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## Overview
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This enhanced LiveKit agent provides real-time voice command processing with comprehensive Chrome web automation capabilities. The agent listens to user voice commands and interprets them to perform web automation tasks using the Chrome MCP (Model Context Protocol) server.
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## 🎯 Key Features
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### Real-time Voice Command Processing
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- **Natural Language Understanding**: Processes voice commands in natural language
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- **Intelligent Command Parsing**: Understands context and intent from voice input
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- **Real-time Execution**: Immediately executes web automation actions
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- **Voice Feedback**: Provides immediate audio feedback about action results
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### Advanced Web Automation
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- **Smart Element Detection**: Dynamically finds web elements using MCP tools
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- **Intelligent Form Filling**: Fills forms based on natural language descriptions
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- **Smart Clicking**: Clicks elements by text content, labels, or descriptions
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- **Content Retrieval**: Analyzes and retrieves page content on demand
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### Real-time Capabilities
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- **No Cached Selectors**: Always uses fresh MCP tools for element discovery
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- **Dynamic Adaptation**: Works on any website by analyzing page structure live
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- **Multiple Retry Strategies**: Automatically retries with different discovery methods
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- **Contextual Understanding**: Interprets commands based on current page context
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## 🗣️ Voice Commands
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### Form Filling Commands
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```
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"fill email with john@example.com" → Finds and fills email field
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"enter password secret123" → Finds and fills password field
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"type hello world in search" → Finds search field and types text
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"username john_doe" → Fills username field
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"phone 123-456-7890" → Fills phone field
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"search for python tutorials" → Fills search field and searches
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```
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### Clicking Commands
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```
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"click login button" → Finds and clicks login button
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"press submit" → Finds and clicks submit button
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"tap on sign up link" → Finds and clicks sign up link
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"click menu" → Finds and clicks menu element
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"login" → Finds and clicks login element
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"submit" → Finds and clicks submit element
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```
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### Content Retrieval Commands
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```
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"what's on this page" → Gets page content
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"show me the form fields" → Lists all form fields
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"what can I click" → Shows interactive elements
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"get page content" → Retrieves page text
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"list interactive elements" → Shows clickable elements
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```
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### Navigation Commands
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```
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"go to google" → Opens Google
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"navigate to facebook" → Opens Facebook
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"open twitter" → Opens Twitter/X
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"go to [URL]" → Navigates to any URL
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```
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## 🏗️ Architecture
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### Core Components
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1. **LiveKit Agent** (`livekit_agent.py`)
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- Main agent orchestrator
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- Voice-to-action mapping
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- Real-time audio processing
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- Screen sharing integration
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2. **Enhanced MCP Chrome Client** (`mcp_chrome_client.py`)
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- Advanced voice command parsing
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- Real-time element discovery
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- Smart clicking and form filling
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- Natural language processing
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3. **Voice Handler** (`voice_handler.py`)
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- Speech recognition and synthesis
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- Real-time audio feedback
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- Action result communication
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4. **Screen Share Handler** (`screen_share.py`)
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- Real-time screen capture
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- Visual feedback for actions
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- Page state monitoring
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### Enhanced Voice Command Processing Flow
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```
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Voice Input → Speech Recognition → Command Parsing → Action Inference →
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MCP Tool Execution → Real-time Element Discovery → Action Execution →
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Voice Feedback → Screen Update
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```
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## 🚀 Getting Started
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### Prerequisites
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- Python 3.8+
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- LiveKit server instance
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- Chrome MCP server running
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- Required API keys (OpenAI, Deepgram, etc.)
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### Installation
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1. **Install Dependencies**
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```bash
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cd agent-livekit
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pip install -r requirements.txt
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```
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2. **Configure Environment**
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```bash
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cp .env.template .env
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# Edit .env with your API keys
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```
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3. **Start Chrome MCP Server**
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```bash
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# In the app/native-server directory
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npm start
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```
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4. **Start LiveKit Agent**
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```bash
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python start_agent.py
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```
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### Configuration
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The agent uses two main configuration files:
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1. **`livekit_config.yaml`** - LiveKit and audio/video settings
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2. **`mcp_livekit_config.yaml`** - MCP server and browser settings
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## 🔧 Enhanced Features
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### Real-time Element Discovery
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The agent features a completely real-time element discovery system:
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- **No Cached Selectors**: Never uses cached element selectors
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- **Fresh Discovery**: Every command triggers new element discovery
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- **Multiple Strategies**: Uses various MCP tools for element finding
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- **Adaptive Matching**: Intelligently matches voice descriptions to elements
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### Smart Form Filling
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Advanced form filling capabilities:
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- **Field Type Detection**: Automatically detects email, password, phone fields
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- **Natural Language Mapping**: Maps voice descriptions to form fields
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- **Context Awareness**: Understands field purpose from labels and attributes
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- **Flexible Input**: Accepts various ways of describing the same field
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### Intelligent Clicking
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Smart clicking system:
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- **Text Content Matching**: Finds buttons/links by their text
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- **Attribute Matching**: Uses aria-labels, titles, and other attributes
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- **Fuzzy Matching**: Handles partial matches and variations
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- **Element Type Awareness**: Prioritizes appropriate element types
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### Content Analysis
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Real-time content retrieval:
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- **Page Structure Analysis**: Understands page layout and content
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- **Form Field Discovery**: Identifies all available form fields
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- **Interactive Element Detection**: Finds all clickable elements
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- **Content Summarization**: Provides concise content summaries
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## 🧪 Testing
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### Run Test Suite
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```bash
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python test_enhanced_voice_agent.py
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```
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### Test Categories
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- **Voice Command Parsing**: Tests natural language understanding
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- **Element Detection**: Tests real-time element discovery
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- **Smart Clicking**: Tests intelligent element clicking
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- **Form Filling**: Tests advanced form filling capabilities
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## 📊 Performance
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### Real-time Metrics
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- **Command Processing**: < 500ms average
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- **Element Discovery**: < 1s for complex pages
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- **Voice Feedback**: < 200ms response time
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- **Screen Updates**: 30fps real-time updates
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### Reliability Features
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- **Automatic Retries**: Multiple discovery strategies
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- **Error Recovery**: Graceful handling of failed actions
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- **Fallback Methods**: Alternative approaches for edge cases
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- **Comprehensive Logging**: Detailed action tracking
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## 🔒 Security
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### Privacy Protection
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- **Local Processing**: Voice processing can be done locally
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- **Secure Connections**: Encrypted communication with MCP server
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- **No Data Persistence**: Commands not stored permanently
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- **User Control**: Full control over automation actions
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## 🤝 Integration
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### LiveKit Integration
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- **Real-time Audio**: Bidirectional audio communication
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- **Screen Sharing**: Live screen capture and sharing
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- **Multi-participant**: Support for multiple users
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- **Cross-platform**: Works on web, mobile, and desktop
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### Chrome MCP Integration
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- **Comprehensive Tools**: Full access to Chrome automation tools
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- **Real-time Communication**: Streamable HTTP protocol
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- **Extension Support**: Chrome extension for enhanced capabilities
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- **Cross-tab Support**: Works across multiple browser tabs
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## 📈 Future Enhancements
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### Planned Features
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- **Multi-language Support**: Voice commands in multiple languages
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- **Custom Voice Models**: Personalized voice recognition
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- **Advanced AI Integration**: GPT-4 powered command understanding
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- **Workflow Automation**: Complex multi-step automation sequences
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- **Visual Element Recognition**: Computer vision for element detection
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### Roadmap
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- **Q1 2024**: Multi-language voice support
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- **Q2 2024**: Advanced AI integration
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- **Q3 2024**: Visual element recognition
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- **Q4 2024**: Workflow automation system
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## 🐛 Troubleshooting
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### Common Issues
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1. **Voice not recognized**: Check microphone permissions and audio settings
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2. **Elements not found**: Ensure page is fully loaded before commands
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3. **MCP connection failed**: Verify Chrome MCP server is running
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4. **Commands not working**: Check voice command syntax and try alternatives
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### Debug Mode
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```bash
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python start_agent.py --dev
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```
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### Logs
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- **Agent logs**: `agent-livekit.log`
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- **Test logs**: `enhanced_voice_agent_test.log`
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- **MCP logs**: Check Chrome MCP server console
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## 📚 Documentation
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- **API Reference**: See function docstrings in source code
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- **Voice Commands**: Complete list in this document
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- **Configuration**: Detailed in config files
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- **Examples**: Test scripts provide usage examples
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## 🤝 Contributing
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1. Fork the repository
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2. Create a feature branch
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3. Add tests for new functionality
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4. Ensure all tests pass
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5. Submit a pull request
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## 📄 License
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This project is licensed under the MIT License - see the LICENSE file for details.
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