Osage Point Public Park Right Along the Shoreline of the Town of Osage Oklahoma Nestled along the north shore of Keystone Lake and along the Town of Osage Oklahoma, Osage Point Public Park is the ideal retreat for fun and quiet relaxation in the afternoon or for the whole weekend.