As a harmonica player, you are more aware of what mistakes you are making. Other people will rarely notice the mistakes you make.
Some helpful advice - even if you do make a few mistakes here and there, continue playing as if nothing happened. If you think about your mistakes too much, you will make more mistakes. So, don't think about anything...just play!