Hey @junwei ,
The information you get from ‘admin/activity’ can not be retrieved via the API at the moment and I will certainly pass this along to our developers for future consideration.
You can however take a look at the Events object in REST to see what information you may be able to get in relation to store level events.
Hope that helps!