I belong to two local clubs and have looked into three others in this general area. I learned of the existence of four of those five clubs through annual century rides that they sponsor. So if there are any big annual rides in your area, look at their websites to see who organizes them.

Also the local cycling advocacy group here in DC has a page on their website with links to local clubs, so that might be another place to look.