Cut even circles out of felt
You can try to use a compass cutter like this:

I find this product rather effective on materials like leather or felt. The only problem could be if your felt is too thin, in this case it could be too flexible and it could move around while you move the compass, but I have only had this problem when I tried to cut household linen.