Based on this account it sounds like pretty standard LE work. It doesn't look like they did anything all that funky or had to go find an obscure agent. That tells me that Ulbricht wasn't that security conscious.

I would have expected that someone in a high position in the most well known deep web marketplace would have had better defense in depth.