Mystery is possibly a Transformer. Maybe an Autobot. More likely a Decepticon.
He's hiding somewhere in your blind spot, waiting for the moment when he can strike.
We have no clue what he transforms into, because, hey, he's a Mystery.
He came from no-where, and he's going no-where. We also don't quite know where he is, either.