There are two teams who can take the crown for most wins in a season, the 1906 Chicago Cubs and the 2001 Seattle Mariners. Both teams ended with 116 wins. The Cubs final average was a. 763, with a record of 116 wins and 36 losses. The Mariners ended with a. 716, with 116 wins and 46 losses.