Green’s Dictionary of Slang

a general excl. of surprise, or suddenness.

1942		W. Winchell On Broadway 1 July [synd. col.] The minute they’re in trouble — boppo — they drag you into it.
1946		Mezzrow & Wolfe Really the Blues 33: Bop, he hit us with the whole book.