Technically, police are civilians too (except for MPs, of course). Individual officers generally can't purchase any weapon the rest of us can't, post-86 machineguns for example have to be bought by the department for issue to the individual. That's federal law, though; some states/cities with more restrictive laws allow LE personnel to personally own things that are restricted by local law.
Bookmarks