After several users asked for it, lastfmsocial.com now includes a “compact post” option. This in essence removes all album cover art, links and descriptions and keeps just the main message and the bottom links that are the basic elements that make up a facebook post:

Keep sharing music from last.fm to facebook with lastfmsocial.com