It is not your cap, it is your pull chain switch. These are available on Amazon. Mechanically these switches are very cheap and prone to breakage. It's unlikely you will find these at a hardware store, although you might find them on their online store.
All of this is assuming that you have set the fan's pull switch to high or to otherwise determine the fan speed and are using the wall switch as an on/off
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