In modern use, scot-free means free of penalties — he got off scot-free — but that’s not quite what it originally meant:
From Old Norse skot, later influenced by Old French escot (Modern écot), itself of Germanic origin. Compare shot.
(UK, historical) A local tax, paid originally to the lord or ruler and later to a sheriff.
I can’t remember the last time we got off scot-free.