Is the oil on the top of the plugs? If so it's most likely just the oil seals that go between the valve cover and the head. Easy fix, just go to honda and pick up a couple new ones, remove the valve cover pop new gaskets in and bolt the valve cover back on..

Not sure why your engine would sputter when it needs an oil change, I doubt it has anything to do with that.