Florida prosecutors have offered to drop charges against New England Patriots owner Robert Kraft and a number of other men charged with soliciting prostitution, according to a person familiar with the matter, but there is a catch. The proposed agreement calls for the men to admit they would have been proven guilty at trial.

The proposed deferred prosecution agreement calls for completion of an education course about prostitution, completion of 100 hours of community service, screening for sexually transmitted diseases and...