The research has purpose to monitor the movement of moslem prayer and count the cycles (rakaat). This is conducted because of Majority of Indonesia religion is Islam. Even though moslem prayer is an obligatory act of worship, however, most people often forget the count of their prayer cycles. Therefore, the research team focused on conducting research in the field of monitoring this prayer movements and cycles. Actually, the similar research has been conducted by many previous researchers, however the researchers used prayer mats equipped with the sensors. Thus, it becomes the drawback of the system in which it cannot be washed. This of course causes the impracticality of the prayer unit that has been produced. Therefore, the researchers tried to innovate a prayer movement monitoring device using image processing that utilizes a camera. The proposed system uses the pose detection systems to detect one’s movement. The system will be matched the movement that it captures with the datasets and decide what movement that has been conducted. From the experiments, it can be concluded that the proposed system can work well.