The "secret" part of "secret police" refers to the hidden identity of the members of the secret police, not that the mere existence of the secret police is a secret.

If the public didn't know it existed at all, it would be both less effective as a means to limit fringe behavior (police states control through fear of not knowing who is working/informing for them), and would endanger the members when they tried to exercise police functions.