Guo Mingyue originally began his football career by playing with the various Shandong Luneng youth teams.
He was however unable to graduate to the senior team and by the end of the 2006 league season was allowed to leave the club.
Guo would transfer to second-tier club Jiangsu Sainty and be re-united with the manager from Wuhan Pei Encai at the beginning of the 2008 league season while also being awarded the No.6 jersey.
[4] Back within the top tier Guo would be a squad player as Jiangsu Sainty became mid-table regulars, however after being unable gain more playing time he was allowed to transfer to third-tier club Chongqing F.C.
[6] As a youngster Guo Mingyue would be called to the Chinese U-17 National Team and would be included in the squad that competed in 2003 FIFA U-17 World Championship.