They Got Lost is a collection of rarities. Meaning, a couple B-Sides, a hidden track on "Factory Showroom", and songs off out of print or hard to find albums. This isn't the most solid collection, but the music is great none the less.
Rest Awhile is a hard rock song with catchy tunes and morbid lyrics. A Linnell masterpiece, need more be said? Truth In Your Words is pretty good music wise. The chorus is ok, and the verses are just boring. On The Drag is another catchy one. It's pretty good. A Flansburgh stereotype. Very monopuff-ish. All Alone is my least favorite on the album. I usually skip it.
Down To The Bottom of The Sea is very cool, but too short. The synthesizer is pretty cool (possibly a Moog?), but this doesn't do much seeing how short it is.
I'm Sick (Of This American Life) Is similar to Cyclops Rock lyrically, but the music is MUCH more laid back. It's acoustic too. I like it. Words Are Like is pretty boring. It's ok from time to time, but it's mostly a vocal song. I'm pretty sure it's sung with Flansburgh's wife, Robin "Goldie" Goldwasser (I think that's it). I Am A Human Head. My ABSOLUTE favorite song on this collection. I love it... a lot. Words cannot describe how I love it so (I know, I shouldn't love it this much.)
Oranges: A testimonial for the Chopping Block web design company. I like the other version more. Empty Bottle Blues: As the name suggests, it's a blues song. It's also instrumental. It's pretty good. They Got Lost is a nice story, but it's tough to listen all the way through sometimes. There's a more upbeat version on Severe Tire Damage. It's pretty good though. Reprehensible is a weirder song, not that great, but it's ok. I like the music more than anything and it has a nice solo in the middle. Rat Patrol is a strangely vocaled song, but I like it a lot.
Army's Tired Now has a nice and lengthy intro. Overall a great song. Certain People I Could Name is mellow and I love the instrumentation. Another great Linnell song. Theme To McSweeney's Sounds like the "Disneyland Main Street Electrical Parade" With many synthesizers, it's fun and catchy. Reminds me of a demo tape my dad made of himself playing the Moog (Not sure if this is good or bad... meh.)
Dollar For Dollar sounds kind of like the interlude of Paul McCartney's "Tug Of War" album, which is done with a vocoder. This track is interesting, but there's not much you can say about it. Mosh Mokem Abadon is a remake of an Arabic pop song. This is instrumental though. it's cool, but not too accessible.
Token Back To Brooklyn is taken from "Factory Showroom". It's a hidden track that you can access by reversing the first track into negative time. Doesn't do much for me.
Disappointing Show was done spontaneously live when (I think) nothing was working right, so they just did this or something... I don't know. It's humorous, and shows how well They Might Be Giants work together (And stay in the same key).
The Oranges Testimonial is the poppier, better version of the Chopping Block song. For a fuller version, put the "NO!" album in your computer and view the credits.
There you go. A run down of a pretty good album. But beware, this is not a good place for a beginner... of course, most albums aren't... you should start with "Flood" or "Dial-A-Song"