The MasterMinds Chess Club meets on Wednesday and Friday evenings. We have players of all playing strengths and our club team has won two Greater Philadelphia Chess League championships. Our scholastic team is home to some of the strongest young players in the state and has won several local championships and state championships.
http://www.mastermindschess.org
Lschess.com 
I am South African but wanted to know what is the procedure of starting a chess club?
More details can be found at http://www.mastermindschess.org. You can feel free to come out and visit any friday.