There are multiple bands called "The Most."

1) Math rock/jazz band from Southington, Connecticut.
http://themostbandct.bandcamp.com

2) A mod band from Umeå, Sweden. Inspired by bands like The Zombies, The Kinks, and The Who. Original members are Frans Perris (guitars and vocals), Magnus Kollberg (guitars and vocals), Mats Westin (drums), Inge Johansson (bass) and Marcus Holmberg (bass and organ).
http://www.myspace.com/themostsweden

3) An obscure mod/punk band from Melbourne, Australia in the early 1980s, who appear on a compilation called "Addicted Men" along with the Bleu Scooters, 5.15, and the Late Arrivals.

4) A 1979 power pop/new wave band from New York with a single called "Take a Chance".

5) a now disbanned classic-rock inspired group of gentlemen from Gainesville, FL. Their album, Mostified has been ranked among the finest self-produced Floridian albums of the last decade.
http://www.myspace.com/mostified

6) Japanese Jazz act. Read more on Last.fm. User-contributed text is available under the Creative Commons By-SA License; additional terms may apply.