The story
From the notion that horses, greyhounds and racegoers that are ready for the off (beginning) of a race are ready for the action that subsequently follows.
Etymology from Wiktionary, CC BY-SA 4.0.
ready for the off
Today it means: Ready for action; set to go; good to go. Full definition →