There is no numerical limit, and you don't need to run App Store on every Mac. The App Store's own online Help document explains all this -- from App Store, open Help, then select Purchase Applications>Use Applications on Multiple Macs for details.
The only restriction on this is if your purchase was for commercial use and more than one person uses the apps. In that case the language of the license asks for one purchase per user or one purchase per computer.
