I think copper is actually a yeast nutrient. So as long as nothing nasty is growing on it, it should be fine.
EDIT: Randy Mosher says this in reference to copper "It is suitable for anything on the hot side of the brewery, but is not serviceable for fermentation because it reacts with the common materials used in cleaning and sterilizing"
So just be careful how you clean it if you choose to use the copper.