I have a pair of assos wind-proof toe covers that stay on very well. I wear them if the temp is over 45ish. If it's colder, I have some Pearl Izumi shoe covers that I absolutely LOVE. I suffer from horribly cold feet, though, so a lot of people will be in toe covers when I break out the Pearls.