He was a member of the patrician gens Papiria of ancient Rome. Cursor's strictness was proverbial; he was a man of immense bodily strength, while his bravery was beyond dispute. He was given the cognomen Cursor from his swiftness of foot.

Most of what is known of Cursor's life comes from the monumental History of Rome written by Livy