Should I bring a gift?
No. It's a party, you don't need to bring anything.
Yes. Get baking.
Yes. Dust off that (unopened) bottle of holiday spice wine you bought 2 years ago and give it to them.
Yes. Run to the store and buy something. (suggestion in comments)
Other - please comment