I have accounts with Amex Membership Rewards, Citibank Thank You Points, Chase Ultimate Rewards, all of which allow me to transfer points to the frequent flyers programs of many many different airlines.

Is there any software to search all airlines for the best deal and availability of points to a given destination, or do I have to search each possibility separately?