The 1931 Frankford Yellow Jackets season was their eighth and final in the league. The team failed to improve on their previous output of 4-13-1, winning only one game. The team has the dubious distinction of winning only a single game by a single point, as was held scoreless in seven of their eight games, including their first five of the season.