Pretty soon you are going to be able to dig out the hills in MC2, which will make new resources appear. Sometimes the resources will be the standard stuff that is on the surface, but you might end up finding things that are more rare (alien artifacts?). Of course, as you can see from the pic, there are still glitches to work out..
Thanks to @spamdude
for the excavator model!