In contradiction to the phrase "more cowbell." This expression means "tone it down a little," especially in reference to jewelry, (hair)style, cologne, etc. Too much "pimp."
Check out that dumbass walking in the door: overboard on the Armani and the gold jewelry. Less cowbell, man!