The story
Perhaps because originally served with oyster stew or clam chowder, or because their form (a vaguely round "shell" that splits evenly into two parts) was suggestive of the shell of an oyster.
Etymology from Wiktionary, CC BY-SA 4.0.
oyster cracker
Today it means: A small, dry, usually round or hexagonal cracker. Full definition →