Etymology

no shot

Today it means: No chance or possibility (expressing amazement and disbelief of an event). Full definition →

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The story

Possibly from shot (“an opportunity or attempt”) or as a euphemism of no shit.

Etymology from Wiktionary, CC BY-SA 4.0.