Searching for pub:<developername> should return everything they've published. The view more apps button essentially is just a shortcut that searches for you.
I found it but I get a 'server error, retry or cancel' message when I try to purchase. I've tried several times but I guess I should wait and try later today or tomorrow. Astro's server must be overloaded.