It's counterintuitive but the most divisive arrangement is when the same party controls both Congress and the presidency a situation encountered in eight of the past 10 years. With government unified under a single party the minority has the least possible incentive to cooperate with the majority.
Leadership cannot just go along to get along. Leadership must meet the moral challenge of the day.