The Curiosity Shop can be found in the central part of both the Upper Lower Cities.
It is open during Events. During an Event, you can earn the Event currency and use it to buy items in the Curiosity Shop.
The Curiosity Shop also offers daily bonus chests that contain items for entering the Event location, tools, assemblers, stars, and more.