I'm taking this from a forum I saw online, kudos to them for idea!

1 - Go to this link, it generates a random Wikipedia article. This is the name of your band.

2 - Go to this link, it generates a page of random quotes. The last four words of the very last quote of the page is the title of your first album. (If you like, you can use the button near the bottom to generate new quotes to get more tracks for your album!)

3 - Go to flickr's "explore the last seven days". The third pic is your album cover!

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Here is mine:
The Sea Came in at Midnight
We Esteem Too Lightly

Loopz - The Burdens of Another

Featuring the hit single "Nobody Likes My Roller Skates!"

AARRGHHH!!!! Blasted forum bug blasted my post away!!!!!

Wapsipinicon River's debut album, "to the grand fallacy.", is in stores now!!!

Right, let's try this again...

Trefzger is proud to announce immediate availabllity of their debut album, "That They Be Right."

Featuring:
* "My mother cleans them"
* "Solves an existing one"

and the world-wide smash hit

* "Trout in the Milk"

Dot Dash Recordings
"What You Want Yourself"

Featuring the hit single;
"Computers in the future may have only 1,000 vaccuum tubes and perhaps weigh 1.5 tons"

Xpand Rally
"know where things are"

With bonus track: Doubt whom you will, but never yourself.

Name : Friar Lawrence
Title : "Heart of Human Creativity"

Department of Defense
"The greater the dogmatism" with the hit track "vices have very few virtues"

I do enjoy this...
"Write the Other Way"
by Property P Conjecture

The "Carolina Cougars" will rock you out with "Dare to make an enemy"

Quantcast! with their debut album:

Will Of The Sovereign

http://farm4.static.flickr.com/3...

including the tracks:No virtue is safe
The portals of discovery
The misfortune to overtake it

Pep010 Records proudly presents Dan Meyers debut album, "You Can't Love Everyone"

Featuring the hit single, "And Watch Them Decline".
Out now, get it while it's hot!

i understand this might take away some of the joy of exploration, but the following page generates your debut album on the fly. It uses Wikipedia, Quotationspage and Flickr as a reference, like stated in the first post.

http://erfc.nl/pmog/debutalbum.php

Direct from the U.K. Seaham Red Star a brand new band with a fresh sound. Check out their debut album "peace. God is awake."

Download it now. Also available at finer music and bookstores near you.

Calyptosuchus presents

To Death By Ducks...

Post punk-folk band Gao's first album Humor renders life impossible

Is aviable for download from Itunes, Amazon, or bittorrents off their site.
Their hit singles
"bend a knotted oak" and "lie into a truth" are in the new indy movie Better dead.

Kristen O'Hara
I Might Be Wrong(hope radiohead doesn't mind...)
http://www.flickr.com/photos/216...

List of technology in Judge Dredd, Presents
"Bedside of a Dying Child"!

With the hit song "We Determine Our Deeds".

Ornithogalum pyrenaicum is releasing an album called "really worry about failing."

Mines not bad. Sounds right along the emo shit I already listen to.

New Hollywood
...Will Not Wantonly Destroy

I love this meme :)

Infinity Club presents "Strike that, reverse it":

Using pep010's generator I got:

People Have the Power
present their debut album:

using PEP010's script...

Madu Station present their debut album:

You're Still A Rat

This whole thing is kinda amazing to me, but then, I'm easily entertained.