The 1931 Frankford Yellow Jackets season was their eighth and final in the National Football League. The team failed to improve on their previous season's record of 4–13–1, winning only one league game. The team has the dubious distinction of winning only a single NFL game by a single point, and was held scoreless in seven of their eight league games, including the first five of the season. On July 27, 1931, the team's home, Frankford Stadium, was severely damaged by fire, forcing the team to divide its 1931 home games between Municipal Stadium and the Baker Bowl.