PromegaX is correct: "Nobody has come to the party, have they?"
There is one other way to make a tag ending here. If you were talking about an all-male group, you might say: "Nobody has come yet, has he?" And for an all-female group, "nobody has come yet, has she?" This way of stating the tag question, though, would not be used very frequently.