In the context of healthcare and the assistance of dependent people, this paper describes an original proactive solution for home monitoring. Our approach does not use any additional sensors and is only based on the observation of existing home automation events. An analysis of user habits is proposed to offer automatic scenarios which adapt to user capabilities. The simulation results, issued from previous experiments, show that our approach helps improve user autonomy while facilitating their use of daily services.