I can find some reference to it in the documentation, but I find it odd that I cannot find specific documentation on aura:handler. Does it exist and I just cannot find it or does it just not exist?
All of the Aura docs can be found at Aura Documentation. Click on the menu to the left and watch it expand. You'll especially see a lot related to handlers if you click on Interfaces > UI.