The historical figure known for her work with the Red Cross during World War I is Clara Barton. She played a crucial role in providing relief to soldiers on the battlefield and was pivotal in establishing the American Red Cross. Barton's tireless efforts in crisis situations exemplified her commitment to humanitarian service and shaped modern disaster response.