The science behind the frog poison that allegedly killed Navalny

The Russian state has long been accused of using exotic poisons to murder its opponents - whether the nerve agent Novichok or radioactive plutonium isotopes. Could Alexei Navalny have been killed by the toxin of a poisonous frog?