Yes, It will work. Keep in mind the 1 amp rating though as previously mentioned.
You can run ESC's for cars and other task off it too, just make a Y harness for the battery so the ESC gets power from the battery.
I actually have a
Traxxas R/C car that I've stripped down and made autonomous with a vex controller so I know firsthand this will work.