1. the baseball players lost the game because they were out of practice.

Question

(What is the opposite of 'out of practice'? Is it 'in practice'?)

Answer 1

No, "in practice" won't work.

But any of these will:

... they were in good form.
... they worked well as a team.
... they were all in good shape.