Generally, a recommendation system is considered an information aggregation system that directs appropriate information to the users. Considering the Virtual Reality (VR) application, nowadays, the use of VR applications has increased than previously for several activities, including rehabilitation purposes. Therefore, in this study, the aim is to propose and develop an effective VR application recommendation system specifically for rehabilitation purposes. The developed system performs by considering user queries and extracts the most suitable application according to the user’s interest, considering different attributes of the suitable VR application. In the initial phase, the developed application can recommend 95 VR applications according to the user’s interest, considering three rehabilitation purposes, including ‘Cognitive’, ‘Physical’, and ‘Motion’ disability. The developed application is suitable for recommending the appropriate VR application to improve the rehabilitation experience of the user.