Not hubcaps, center caps.
You should be able to pick them up at your favorite tire store.
Styles will vary, and you may get better deals online, but I would recommend going to a local store and at least finding out which centercap you should have with those rims.
Also, they're more cosmetic than anything, so don't worry about running without them. (In case you didn't already know)