(It's) time to go.
It is now time to leave. (Usually said by guests, but can be said by an adult to children who are guests.) Jane: Look at the clock! Time to go! John: Yup! I'm out of here too. Mother: It's four o'clock. The party's over. Time to go. Bill: I had a good time. Thank you.