Mobile MCP is a Model Context Protocol server designed for mobile development, automation, and scraping on iOS and Android devices, supporting emulators, simulators, and physical hardware. It allows agents and large language models to interact with mobile applications through structured data such as accessibility snapshots and coordinate-based taps. It eliminates the need for platform-specific knowledge by providing a unified, scalable interface for UI automation, testing, data entry, and multi-step user journey automation. The system leverages native accessibility trees and visual analysis for precise control, making it suitable for app testing, automation workflows, and data extraction on diverse devices. Its architecture supports a plug-and-play approach for integrating AI-powered automation within mobile development pipelines.