Both "have to" and "have got to" are auxiliaries to express compulsion or necessity, but "have got to" expresses compulsion felt to be imposed by or upon the speaker: I've got to get a new coat (a stronger form of "I must get a coat"). Hope this helps!
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.