Food delivery services can now be easily accessed via mobile phone along with the technology development on mobile phone today. Food delivery services that provide services via mobile phones are called Mobile Food Ordering Apps (MFOAs). As there are many MFOAs users, it is important for MFOAs service providers to become the first choice service for MFOAs users. One way to find out if an MFOAs service is the user's first choice or not is to look at its popularity. This study aims to analyze the popularity of two big MFOAs company in Indonesia i.e. GoFood and GrabFood using star rating given by customer. Star rating extracted using MySQL and web scrapping method. Descriptive statistics performed for initial data analysis. Data then processed with normality and homogeneity test to see whether the data collected are normally distributed and are homogeneous or not. The result showed that data are not normally distributed and are not homogeneous. Therefore, Mann Whitney analysis is used. Overall result shows that GoFood have a higher restaurant rating compared to GrabFood all in food-category, beverage-category, and overall category which results in GoFood is more popular than GrabFood in terms of Mobile Food Ordering Apps.