Would you like to come on a trip with me?

Literal

Trip [to-に] together go [negative-ませんか]?

~ませんか (won't you / would you like to?) is the polite negative question used as an invitation — more formal and courteous than ~ましょう (let's). By framing it as a question, the speaker gives the listener room to decline gracefully.