When I kept refreshing the app list in office, suddenly all the apps from community sources disappeared and only apps in the Nullriver list were shown. I found no way to bring those apps back until I went to a cafe... Perhaps it was something related to office wifi?
Let's wait and see if anyone else will ever encounter the same issue.