iHackSubhodip_mcp-server-demo
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The iOS Automation MCP Server is a comprehensive Model Context Protocol server designed for automating iOS development tasks. It facilitates interaction with iOS simulators, performs accessibility testing, manages apps, and automates complex workflows.
iOS Automation MCP Server š
A comprehensive Model Context Protocol (MCP) server for iOS development automation. This Python implementation enables AI assistants to interact with iOS simulators, perform accessibility testing, manage apps, and automate complex iOS workflows.
šÆ System Architecture
graph TB
subgraph "Claude Desktop Environment"
CD[Claude Desktop]
CDConfig[claude_desktop_config.json<br/>User Configuration]
CDLogs[~/Library/Logs/Claude/]
end
subgraph "MCP Server Layer"
MCPServer[iOS MCP Server<br/>ios_mcp_server.py]
VEnv[Python Virtual Environment<br/>ios_mcp_env/]
MCPTools[13 iOS Automation Tools]
end
subgraph "iOS Simulator Layer"
Simulator[iOS Simulator<br/>Any iPhone/iPad Model]
TestApps[Test Applications<br/>User Apps & System Apps]
SimulatorTools[simctl Commands]
end
subgraph "macOS System Layer"
AppleScript[AppleScript<br/>UI Automation]
Accessibility[Accessibility Permissions<br/>Terminal.app]
Screenshots[Screenshot Storage<br/>/tmp/]
end
subgraph "Tool Categories"
SimMgmt[Simulator Management<br/>⢠list_simulators<br/>⢠boot_simulator<br/>⢠shutdown_simulator<br/>⢠get_simulator_state]
AppMgmt[App Management<br/>⢠launch_app<br/>⢠terminate_app<br/>⢠install_app<br/>⢠list_installed_apps]
UIAuto[UI Automation<br/>⢠tap_coordinate<br/>⢠tap_element<br/>⢠type_text<br/>⢠get_accessibility_tree]
Capture[Screen Capture<br/>⢠take_screenshot]
end
%% Connections
CD --> MCPServer
CDConfig -.-> CD
MCPServer --> VEnv
MCPServer --> MCPTools
MCPServer --> CDLogs
MCPTools --> SimMgmt
MCPTools --> AppMgmt
MCPTools --> UIAuto
MCPTools --> Capture
SimMgmt --> SimulatorTools
AppMgmt --> SimulatorTools
UIAuto --> AppleScript
Capture --> SimulatorTools
SimulatorTools --> Simulator
AppleScript --> Accessibility
AppleScript --> Simulator
Simulator --> TestApps
Capture --> Screenshots
Data Flow:
- Claude Desktop ā MCP Server (JSON-RPC over stdio)
- MCP Server ā simctl/AppleScript (Command execution)
- System Tools ā iOS Simulator (Direct automation)
- Results/Screenshots ā Claude Desktop (Response data)
šļø High-Level Architecture
Design Principles
The iOS MCP Server follows a layered architecture designed for:
- Reliability: Robust error handling and graceful failure recovery
- Extensibility: Modular tool design for easy feature additions
- Performance: Asynchronous operations and efficient resource usage
- Security: Sandboxed execution with controlled system access
Core Components
1. MCP Protocol Layer
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā Claude Desktop ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā AI Assistant ā ā
ā ā ⢠Natural language processing ā ā
ā ā ⢠Intent recognition ā ā
ā ā ⢠Context management ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā
JSON-RPC over stdio
ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā MCP Server ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā Protocol Handler ā ā
ā ā ⢠JSON-RPC message parsing ā ā
ā ā ⢠Tool discovery & registration ā ā
ā ā ⢠Resource management ā ā
ā ā ⢠Error handling & logging ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
2. Tool Orchestration Layer
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā Tool Manager ā
ā ā
ā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā ā
ā ā Simulator ā ā App ā ā UI ā ā
ā ā Management ā ā Management ā ā Automation ā ā
ā ā Tools ā ā Tools ā ā Tools ā ā
ā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā ā
ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā Screen Capture Tools ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
3. System Integration Layer
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā System Adapters ā
ā ā
ā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā ā
ā ā simctl ā ā AppleScript ā ā File System ā ā
ā ā Command ā ā Automation ā ā Operations ā ā
ā ā Executor ā ā Engine ā ā ā ā
ā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā āāāāāāāāāāāāāāā ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā
Native macOS APIs
ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā iOS Simulator ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā Target Applications ā ā
ā ā ⢠User apps under test ā ā
ā ā ⢠System apps and services ā ā
ā ā ⢠UI accessibility hierarchy ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
Architectural Patterns
Command Pattern Implementation
Each tool implements the command pattern for:
- Encapsulation: Tool logic is self-contained
- Undo/Redo: Future support for operation reversal
- Logging: Comprehensive audit trail
- Error Recovery: Graceful handling of failures
Adapter Pattern for System Integration
# Abstract interface for all system operations
class SystemAdapter:
async def execute_command(self, command: str) -> Result
# Concrete implementations
class SimctlAdapter(SystemAdapter):
# Handles iOS Simulator operations
class AppleScriptAdapter(SystemAdapter):
# Handles UI automation via AppleScript
Factory Pattern for Tool Creation
class ToolFactory:
def create_tool(self, tool_type: str) -> Tool:
# Dynamic tool instantiation based on type
Cross-Cutting Concerns
Error Handling Strategy
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā Error Handling ā
ā ā
ā Client Error ā Server Error ā System Error ā
ā āāāāāāāāāāāāāāā ā āāāāāāāāāāāāāāā ā āāāāāāāāāāāāāāā ā
ā ā Validation ā ā ā Internal ā ā ā macOS ā ā
ā ā Errors ā ā ā Processing ā ā ā System API ā ā
ā ā ā ā ā Errors ā ā ā Errors ā ā
ā āāāāāāāāāāāāāāā ā āāāāāāāāāāāāāāā ā āāāāāāāāāāāāāāā ā
ā ā ā ā ā ā ā
ā āāāāāāāāāāāā¼āāāāāāāāā¼āāāāāāāāāāā¼āāāāāāāāā ā
ā ā ā ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā Centralized Error Handler ā ā
ā ā ⢠Categorization and severity assessment ā ā
ā ā ⢠Structured logging with context ā ā
ā ā ⢠User-friendly error messages ā ā
ā ā ⢠Automatic retry for transient failures ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
Logging & Observability
- Structured logging: JSON format with contextual metadata
- Performance metrics: Execution time tracking for each tool
- Audit trail: Complete record of all operations
- Debug information: Detailed system state capture
Resource Management
- Connection pooling: Efficient use of system resources
- Memory management: Automatic cleanup of temporary files
- Concurrent execution: Thread-safe operations where applicable
- Rate limiting: Protection against excessive API calls
Security Model
Principle of Least Privilege
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā Security Boundaries ā
ā ā
ā MCP Server Sandbox ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā ⢠Limited file system access ā ā
ā ā ⢠Controlled subprocess execution ā ā
ā ā ⢠No network access (stdio only) ā ā
ā ā ⢠Isolated virtual environment ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā ā
ā Controlled Escalation ā
ā ā ā
ā macOS System Permissions ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā ā ⢠Accessibility API access ā ā
ā ā ⢠iOS Simulator control ā ā
ā ā ⢠Screen capture permissions ā ā
ā ā ⢠AppleScript execution rights ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
Scalability Considerations
Horizontal Scaling
- Multiple simulator support: Concurrent operations across simulators
- Load balancing: Distribution of operations across available resources
- Session management: Isolated contexts for different automation tasks
Vertical Scaling
- Async operations: Non-blocking I/O for improved throughput
- Resource optimization: Efficient memory and CPU usage
- Caching: Intelligent caching of expensive operations
Extension Points
The architecture supports extension through:
- Custom Tool Development: Plugin-style tool addition
- Protocol Extensions: Additional MCP resource types
- System Adapters: Support for additional automation backends
- Output Formats: Customizable response formatting
- Integration Hooks: CI/CD and external system integration
š Interaction Sequence
The following sequence diagram shows the detailed interaction flow for a typical iOS automation workflow:
This diagram illustrates:
- MCP Communication: JSON-RPC protocol between Claude Desktop and the iOS MCP Server
- Tool Execution: How iOS automation commands are processed and executed
- System Integration: Interaction with iOS Simulator via simctl and AppleScript
- Response Flow: How results and screenshots are returned to the AI assistant
š¬ Live Demo
See the iOS MCP Server in action:
Demo showing Claude Desktop automatically controlling iOS Simulator: launching apps, taking screenshots, tapping UI elements, and typing text through natural language commands.
š„ Watch on YouTube | š„ (43MB)
š± Features
Simulator Management
- ā List all available iOS simulators
- ā Boot/shutdown simulators programmatically
- ā Take screenshots of simulator screens
- ā Tap at specific coordinates
- ā Get real-time simulator state
App Management
- ā Install apps on simulators
- ā Launch apps with bundle identifiers
- ā Monitor app lifecycle
Accessibility & Testing
- ā Extract accessibility tree from running apps
- ā Parse UI hierarchy for automated testing
- ā Enable AI-driven UI interaction
Logging & Monitoring
- ā Access simulator system logs
- ā Real-time resource monitoring
- ā Comprehensive error handling
š Requirements
- macOS 13.0+
- Python 3.8+
- Xcode (for iOS Simulator)
- iOS Simulator (included with Xcode)
ā” Quick Start
š Option 1: Automated Setup (Recommended)
git clone <your-repo-url>
cd mcp-server-demo-proj
# Run the automated setup script
python3 automated_setup.py
The automated setup will:
- ā Create and configure virtual environment
- ā Install all dependencies
- ā Configure Claude Desktop automatically
- ā Check for Cursor IDE compatibility
- ā Create launcher scripts
- ā Run comprehensive tests
Then just restart Claude Desktop and you're ready to go!
š§ Option 2: Manual Setup
1. Clone and Setup
git clone <your-repo-url>
cd mcp-server-demo-proj
python3 -m venv ios_mcp_env
source ios_mcp_env/bin/activate
pip install -r requirements.txt
2. Test the Server
# Test server imports correctly
python3 -c "import ios_mcp_server; print('ā
Server ready!')"
# Run diagnostic script
python3 debug_mcp_setup.py
3. Configure with AI Assistant
Claude Desktop
- Copy the example configuration:
cp claude_desktop_config.example.json claude_desktop_config.json
- Update the paths in
claude_desktop_config.json
to match your project location:
{
"mcpServers": {
"ios-automation": {
"command": "/YOUR/PROJECT/PATH/ios_mcp_env/bin/python3",
"args": ["/YOUR/PROJECT/PATH/ios_mcp_server.py"],
"env": {
"PYTHONPATH": "/YOUR/PROJECT/PATH"
}
}
}
}
- Copy to Claude Desktop config location:
cp claude_desktop_config.json "$HOME/Library/Application Support/Claude/claude_desktop_config.json"
- Restart Claude Desktop
š MCP Client Compatibility
ā Currently Supported
- Claude Desktop - Full native MCP support
- Manual CLI - Direct server execution for testing
ā ļø Partial/Future Support
- Cursor IDE - No native MCP support yet (as of 2024)
- Continue.dev - VS Code extension with potential MCP integration
- Zed Editor - May add MCP support in future versions
š§ Using with Cursor IDE
While Cursor doesn't natively support MCP yet, you can:
- Use the automated setup to configure everything
- Use Claude Desktop alongside Cursor for AI assistance
- Run the MCP server manually for testing:
./start_mcp_server.sh
š± Testing without IDE Integration
# Start server manually for testing
./start_mcp_server.sh
# In another terminal, test specific tools
python3 -c "
import asyncio
import sys
sys.path.insert(0, '.')
import ios_mcp_server
# Test your tools here
"
šØ Troubleshooting
If the server starts but Claude Desktop doesn't recognize it:
Check Configuration File Location
# Verify the config file exists
ls -la "$HOME/Library/Application Support/Claude/claude_desktop_config.json"
# Check the content
cat "$HOME/Library/Application Support/Claude/claude_desktop_config.json"
Verify Paths in Configuration
Make sure all paths in your config are absolute paths and actually exist:
# Check if Python executable exists
ls -la /YOUR/PROJECT/PATH/ios_mcp_env/bin/python3
# Check if the script exists
ls -la /YOUR/PROJECT/PATH/ios_mcp_server.py
# Check if the project directory exists
ls -la /YOUR/PROJECT/PATH/
Run Diagnostic Script
# Run the automated diagnostic to check your setup
python3 debug_mcp_setup.py
Test MCP Server Directly
# Test if the server can import without errors
cd /YOUR/PROJECT/PATH
source ios_mcp_env/bin/activate
python3 -c "import ios_mcp_server; print('ā
Server imports successfully')"
Check Claude Desktop Logs
# View Claude Desktop logs for MCP errors
tail -f ~/Library/Logs/Claude/mcp*.log
Common Issues & Solutions
-
"Connected to Claude Desktop" but tools don't appear
- Restart Claude Desktop completely (quit and reopen)
- Clear Claude Desktop cache:
rm -rf ~/Library/Caches/Claude
-
Permission denied errors
- Make sure Python executable is executable:
chmod +x ios_mcp_env/bin/python3
- Check if Terminal has accessibility permissions (System Preferences ā Security & Privacy ā Accessibility)
- Make sure Python executable is executable:
-
Path not found errors
- Use absolute paths only (no
~
or relative paths) - Verify paths exist and are accessible
- Use absolute paths only (no
-
ImportError for mcp module
- Reinstall in virtual environment:
pip install --upgrade mcp
- Check virtual environment activation:
which python3
should show your venv path
- Reinstall in virtual environment:
-
Server imports but tools don't appear
- Run the diagnostic script:
python3 debug_mcp_setup.py
- Check Claude Desktop logs for errors
- Run the diagnostic script:
Complete Working Example
Replace with your actual paths:
{
"mcpServers": {
"ios-automation": {
"command": "/Users/yourusername/projects/mcp-server-demo-proj/ios_mcp_env/bin/python3",
"args": ["/Users/yourusername/projects/mcp-server-demo-proj/ios_mcp_server.py"],
"env": {
"PYTHONPATH": "/Users/yourusername/projects/mcp-server-demo-proj"
}
}
}
}
šÆ Available Tools (13 Total)
Simulator Management (4 tools)
Tool | Description | Parameters |
---|---|---|
list_simulators | List all iOS simulators | None |
boot_simulator | Boot a simulator | device_id |
shutdown_simulator | Shutdown a simulator | device_id |
get_simulator_state | Get real-time simulator status | device_id (optional) |
App Management (4 tools)
Tool | Description | Parameters |
---|---|---|
launch_app | Launch app by bundle ID | bundle_id , device_id (optional) |
terminate_app | Terminate running app | bundle_id , device_id (optional) |
install_app | Install app on simulator | app_path , device_id (optional) |
list_installed_apps | List all installed apps | device_id (optional) |
UI Automation (4 tools)
Tool | Description | Parameters |
---|---|---|
tap_coordinate | Tap at specific coordinates | x , y , device_id (optional) |
tap_element | Tap UI element by identifier | identifier , device_id (optional) |
type_text | Type text into focused field | text , device_id (optional) |
get_accessibility_tree | Get UI hierarchy | device_id (optional), format (optional) |
Screen Capture (1 tool)
Tool | Description | Parameters |
---|---|---|
take_screenshot | Capture simulator screen | save_path (optional) |
š Available Resources
Resource | Description | URI |
---|---|---|
Simulator State | Current simulator status | simulator://current-state |
Accessibility Tree | Live UI hierarchy | accessibility://hierarchy |
Simulator Logs | System and app logs | logs://simulator |
š¬ Example AI Prompts
Simulator Management
"List all available iOS simulators and boot an iPhone 15 Pro"
App Testing
"Install my app from ~/MyApp.app, launch it, take a screenshot, and show me the accessibility tree"
Automated Workflows
"Boot iPhone 14 simulator, take a screenshot, tap the center of the screen, wait 2 seconds, then take another screenshot to see what changed"
Development Debugging
"Show me the current simulator logs and tell me if there are any crash reports in the last hour"
š§ Development
Project Structure
mcp-server-demo-proj/
āāā ios_mcp_server.py # Main Python MCP server
āāā debug_mcp_setup.py # Setup diagnostic script
āāā requirements.txt # Python dependencies
āāā claude_desktop_config.example.json # Configuration template
āāā ios_mcp_env/ # Virtual environment
āāā test_doc_retrival_agent.py # Test automation script
āāā test_ios_mcp.sh # Shell test script
āāā mobile_mcp.mov # Demo video (43MB)
āāā sequence_.png # Sequence diagram
āāā README.md # This file
āāā LICENSE # Project license
Key Dependencies
- MCP Python SDK - Official MCP implementation
- Apple's
simctl
- iOS Simulator command line tools AppleScript
- macOS UI automationasyncio
- Asynchronous Python execution
Running from Source
# Setup virtual environment
python3 -m venv ios_mcp_env
source ios_mcp_env/bin/activate
# Install dependencies
pip install -r requirements.txt
# Test server
python3 -c "import ios_mcp_server; print('ā
Server ready!')"
# Run diagnostic
python3 debug_mcp_setup.py
š Advanced Usage
Custom Tool Development
Add new tools by extending the handle_call_tool
function:
elif name == "your_custom_tool":
# Your implementation here
return [types.TextContent(type="text", text="Tool executed!")]
Integration with CI/CD
This server can be integrated into your CI/CD pipeline for automated iOS testing:
# GitHub Actions example
- name: Setup iOS MCP Server
run: |
python3 -m venv ios_mcp_env
source ios_mcp_env/bin/activate
pip install -r requirements.txt
- name: Run iOS Automation Tests
run: |
source ios_mcp_env/bin/activate
python3 test_doc_retrival_agent.py
š¤ Contributing
This project can be extended with:
- Additional iOS automation tools
- Physical device support (requires additional setup)
- Advanced accessibility analysis
- Integration with TestFlight
- Custom UI testing frameworks
š License
Built with ā¤ļø for iOS development automation using the Model Context Protocol.
š Acknowledgments
- MCP Community for the Python SDK
- mobile-next/mobile-mcp for inspiration
- Apple's iOS Simulator and development tools
Ready to automate your iOS development workflow? Let's build something amazing! š