It would be "My friends and I" Generally, you use I in a situation where, if used alone, you would use I, and the same for me. At least, that's my understanding of it. ^.^;
So like, if you were saying that you went with friends to a store, it'd be, "My friends and I went to a store", since normally it'd be "I went to a store".