Awwww how cute!
Emily, with our rats we made a cardboard run.
Get some boxes from a store, preferably the ones with the shiny print on them, not regular coardboard, take them apart and then tape them together like a puppy pen.
Put toys in there and watch the mice have fun.
They can't climb up the sides of the slippery boxes and if you make it high enough they won't just jump out. You do have to keep a close eye on them though just in case.
Hammocks are fun toys and beds. If you have a solid lid for the tank you can sew a bit of string onto one side of a sock and hang it in the tank, they love snuggling up inside them.
With mine I cut up an old towel and attached it to the top of the cage... you would have to wait until they are in a proper mouse cage for that though.
Hidey holes and sleeping boxes can be just small cardboard boxes with an opening cut in them. I'll never buy plastic or any other kind of box because they love chewing on them and they are easy to replace.