The story
From butter + fingered (“having fingers (of the specified kind)”), an allusion to people tending to drop things because their hands are so slippery that they seem to be covered in butter.
Etymology from Wiktionary, CC BY-SA 4.0.
butterfingered
but·ter·fing·eredToday it means: Prone to dropping things; clumsy. Full definition →