Is the mechanical advantage the number of times the input force is divided or multiplied by a machine ?

Mutiplied

Correct based on the simplest read of your question but mechanical advantage is not quit so simple, formulas vary from machine to machine. Mechanical advantage - Wikipedia, the free encyclopedia