The boat's occupants included children, the International Organization for Migration (IOM) said in a post on social media platform X, Reuters reported.
It said its Djiboutian office was helping with rescue efforts.
Two weeks ago, at least 38 people, including children, died in another shipwreck off the Djibouti coast.