Joe Jonathan Manlove (October 1, 1876 – January 31, 1956) was a U.S. Representative from Missouri.

He was admitted to the bar in 1897 and commenced practice in Mount Vernon, Missouri.

He also engaged in agricultural pursuits, in the livestock business, and in the general development of southwest Missouri.

He resumed the practice of law and also engaged in the real estate business in Joplin, Missouri.

He was interred in Mount Hope Cemetery near Joplin, Missouri.