NEW DELHI—The U.S. and India must broaden the scope of their military partnership by jointly developing and producing arms, U.S. Defense Secretary Chuck Hagel said Saturday.

Capping a three-day visit to New Delhi, Mr. Hagel also said the U.S. and India should increase the "scale and complexity" of their military exercises.

The two...