The Adventuring Guild was created by the city of Duirt to explore the Undercity and retrieve the treasure to be found there, while also defeating any monsters or challenges there.
Since then, the Adventuring Guild defeated an Aboleth Mage guarding the first level and they have built a Adventurer's Guild Hall