Memorial Day Moment of Silence Act - Directs the President to issue an annual proclamation calling on the people of the United States to observe two minutes of silence on Memorial Day, beginning at 3:00 p.m. Atlantic standard time, in honor of the service and sacrifice of members of the Armed Forces throughout the history of the United States.