Meaning and information about Agatha, What does Agatha mean? Agatha means Good. St. Agatha was a 3rd century Christian martyr. Agatha was popular during the Middle ages. Famous bearer: twentieth Century British mystery writer Agatha Christie. Find similar names like Agatha.