Do you get the same result each time you use gp.predict? If your points is you trace and it has mutiple iterations, i think it goes through them one by one. If you use a Map estimate instead you will get the same mu and var every time. If you want the predictive mean and var(or sd) i would use the conditional method and then find the predictive mean from that.