WASHINGTON—A presidential task force has drafted recommendations that constitute a sweeping overhaul of the National Security Agency, according to people familiar with the recommendations.

The panel's draft proposals would change the spy agency's leadership from military to civilian and limit how it gathers and holds the electronic information of Americans.

The...