Cap says very affectionately "I'm going to miss you Tony" at the end of Age of Ultron. Of course they are friends.
I'm not saying they aren't friends, I'm saying they've done a horrible job showing us instead of telling us. But as the other guy said, clearly I don't know what friendship is and have never had friends so just ignore my posts.