The historical figure known for her detective stories featuring Hercule Poirot is Agatha Christie. She crafted intricate plots and developed the character of Poirot, a Belgian detective, who became iconic in her novels such as "Murder on the Orient Express." Christie's works revolutionized the mystery genre and made her one of the best-selling authors of all time.