Gandalf the Grey wanted Bilbo Baggins to let him go an adventure with him and the Company of Thorin Oakenshield to take back Erebor from Smaug. Decades later, he would help Bilbo's nephew Frodo bring the One Ring back to the fires of Mount Doom.