Currently, there are quite a number of cards to deal poison damage to the opponent
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Poison, Arsenic, Deathstalker*
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Voodoo Doll*
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Chrysaora
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Scorpion
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Dune Scorpion*
*Requires additional combos.
However, only one card has the power to stop the poison, which is purify. But even that cannot stop neurotoxin.
If you play against speed poison deck with a deck without purify, you would die quickly, unless you can out-rush him.
More counters to poisoning would be nice.