Mobile devices have an important role in supporting
every activity of the wide community. Mobile-based (android)
tour guide system becomes a benchmark in supporting the
Tourist activities. The purpose of this study is to apply Mguide application that utilizes location-based services with hybrid recommender system in guiding Tourists based on recommendation result. Collaborative filtering and contentbased filtering methods have an interest in recommending Tourist attractions based on the past Tourist
data by using the algorithm k-nearest neighbor (k-NN) to determine the rating of the Tourist attractions.
The trend of Smartphone usage became an alternative in determining the contribution in this research by applying M-Guide which has the ability in recommending Tourist attractions and has a guide system in guiding the Tourists based on Tourist attractions in East Timor.