WikiLeaks, the document-leaking website that has come under intense pressure after publishing classified U.S. military documents, is facing a new challenge: competition.

A group that includes former WikiLeaks staffers who left the organization after disagreements with founder Julian Assange is pursuing plans for a rival document-leaking venture, said people familiar with their plans.

These...