How to leave cheating husband?

My husband cheated and he got her pregnant twice. She is still coming after him and has been trying to break us up. I don't know if he's still cheating but I'm tired at this point and I want to leave.

Should I stay and save up money for a place like some women has done then leave? Should I just go ahead and leave? I don't know what's the smart way to leave