Abstract: Some mechanisms for automation of Android applications interactive prototypes development based on handwritten wireframes are described in the paper. The process of automation includes machine learning methods used for the handwritten wireframes recognition. The mobile Android application is developed to ensure user interaction with these mechanisms.