WASHINGTON—Kim Jong Nam, the slain half brother of North Korea’s leader, was a Central Intelligence Agency source who met on several occasions with agency operatives, a person knowledgeable about the matter said.

“There was a nexus” between the U.S. spy agency and Mr. Kim, the person said.

Mr. Kim, the half brother of North Korean leader Kim...