I think it's crazy that echonest still doesn't have any album information in their api, for building anything to do with music when is album info not useful?
Maybe they don't want to duplicate the effort of MusicBrainz. MusicBrainz is about warehousing preexisting metadata (track listings, credits, etc.), whereas EchoNest specializes in using algorithms to extract novel features.