From The RadioReference Wiki

MARSA is an abbreviation for Military Assumes Responsibility for Separation of Aircraft - usually a tower or Unicom freq will keep 2 or more aircraft from getting too close to one another. When this announcement is given, a military unit assumes command of these aircraft and performs the same function.