Do I need a license to kill a squirrel?

I know this would vary from locale to locale, but, presumably, there are some animals that do not require a permit to kill (mice in mouse traps, for example). How does this work? Is there a list of "always OK to kill" species?

Edit: Thank you everybody for the replies!