I'd suggest side step bars. Running boards look too mini-van like in my opinion.
Check ebay, you can get good quality Stainless Steel nerf bars for around $200 shipped.
I installed a set on my ML about 2 years ago and they have been great.
An example from ebay (forgot who I bought my set from) is attached.