An appropriate pair of rain pants is about all I've found to work reliably. With anything else, it's less reliable. Wouldn't consider holding something (like an umbrella/cover type thing). I've seen folks with cycling ponchos on, but I've never done one of those. Looks like they'd work very well for lighter rain, where you don't want to dress up with "proper" rain gear.