Olathe Medical Center Services. For more than 60 years, Olathe Medical Center (OMC) has expanded its services to meet the growing needs of the community. Today, OMC, located at Olathe Medical Park, is one of the largest hospital campuses in the Midwest with a nearly 250-acre campus in southern Johnson County..