After going through the trouble of negotiating an acceptable mortgage rate, it would seem silly to have to give it up just because you are moving, especially if mortgage rates have risen since your last renewal.
It is this simple: the higher your FICO score the better the deals will be. Get a copy of your report, fix any errors and take steps to improve your score.