When China is truly proud of something, it writes a song. During the Cultural Revolution, the oil workers who helped turn China into a crude exporter got their own song. More recently, China’s aircraft carrier and the relationship between Chinese President Xi Jinping and his wife have been lauded with jingles.

This week, China’s Internet censors got their own musical tribute -- or, rather, they wrote one for themselves.

According...