The story
From clip + -less. On bicycles, clipless pedals are so called because they do not have toe clips, even though they still have a clip at the bottom of the shoe.
Etymology from Wiktionary, CC BY-SA 4.0.
clipless
Today it means: Without a clip or clips. Full definition →