Preheat oven to 375°. In a bowl, whisk the first five ingredients until blended; stir in chives. Divide ham and cheese among eight muffin cups coated with cooking spray. Top with egg mixture, filling cups three-fourths full.
Bake until a knife inserted in the center comes out clean, 22-25 minutes Carefully run a knife around sides to loosen.