This team isn't available in The King of Fighters XI, due to the fact that its members of the previous formation going to other teams which they were part before (King goes back to Team Art of Fighting and Mary, to Team Agents). The team is reformed in KOF XIII, with its classic formation.
In KOF XI, Mai Shiranui appear only as a PS2 exclusive character.
With exception of the Tales of Ash Saga, this team receives new characters in his all new formations, between veterans of the series (and from other franchises) and new created characters.
Due to the fact of being the team's founders, King, Mai and Yuri are always been part of him, even if one or two of them are on another team.
Due to the fact that May Lee Jinju only appeared as part of Team Women Fighters in KOF 2002 (a Dream Match game), she has canonically not been an official member.
This also might be the reason why she doesn't appear in the Women Fighters Team's endings in following games to him (only in some special endings of KOF 2002 UM).
May Lee is the only character of this team with a non-canonical participation. All the other characters participated cannonically.
This team is the only of the KOF series with a wide variety of characters from other franchises.
This team is also the only of the series with a wide variety of leaders, due to his constant formation changes over the years. The team counts with 5 leaders.
This team and Team Ikari Warriors are the only beyond the Hero and Rivals Teams whose some members are important to the story of KOF series, through the connections as the main events of each saga (Chizuru's clan is responsible by the Orochi seal, one of the key themes of the saga of same name).
Athena's inclusion in the Women Fighters Team in KOF XV was foreshadowed in two mainline games prior, by her special conversation with King in XIII, and some Athena's win quotes against their members of the team in XIV.
The 2000 and XV are the only formations of this team which all her members have the same nationality (in this case, both are Japanese).
In addition, the 2003 is the only alternative formation of this team which all her members have the same nationality (also Japanese).