The must-see attractions in Tokyo include the historic Senso-ji Temple in Asakusa, the bustling Shibuya Crossing, the Imperial Palace and its gardens, the Tokyo Tower or Skytree for panoramic views, and the vibrant Harajuku for fashion enthusiasts. These iconic spots offer an introduction to Tokyo's rich history, contemporary culture, and technological advancements.