Solo and unaccompanied for me - but mainly because I only play the whistle and the box.
The whistle, well, that's obvious. But the diatonic nature of the box really buggers up my breathing and phrasing when I'm trying to sing.
I can't rub my stomach and pat my head at the same time, either.