Yes, those are the Mamas and Papas; Papa John plays the preacher. The guitarist in the church is Roger MacGuinn of the Byrds. I think they should have put Mama Cass in there too; they could have found a bit of footage to massage in there with them.

I'm just amazed it took the Beach Boys so damn LONG to do this song.