Stick with a Yukon gold style potato. Not only will you end up with an overall better result for your soup, but you also won't have to peel them either.
Set your slow cooker to low for 7-8 hours. Most soups are often better in a slow cooker because it gives it time to cook longer. The longer it simmers together, the more flavor it develops.