This is what I ended up with since you have to clear the others as well.
$('.navbar li').click(function(e) {
$('.navbar li.active').removeClass('active');
var $this = $(this);
if (!$this.hasClass('active')) {
$this.addClass('active');
}
e.preventDefault();
});