So that's the frog. The anime showed it in the ED but never introduced it.
Incidentally, maybe it's also the special attack "sunrise" arrow. If so it's an ironic name for something so toxic...
That said, the "golden tree frog" is not poisonous. Did the author/translator mistook it with the "golden poison frog"?