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van said:
It works if you use all lowercase.
http://moe.imouto.org/pool?query=gratitude
Also replace spaces with underscores, e.g.
http://moe.imouto.org/pool?query=hasekura_chiaki
It works for me now even if I use uppercase, so I don't know what happened.

Anyway, thanks a lot.