No, I tried a cover, but couldn't be faffed.
There is not much to rust on it, chain and sprockets, but they get oil, most of the nuts and bolts are stainless steel, etc.
As I say, I use it all the time, which must help shake off any water lurking in crevices. Plus a spray of WD40 fairly often.