The city in Spain known for its architectural wonders designed by Antoni Gaudí is Barcelona. Gaudí's works, such as Sagrada Familia and Park Güell, showcase his unique style that blends nature and architecture. These sites are recognized as UNESCO World Heritage Sites and attract millions of tourists each year.