I would choose "jumped off" because the cat is jumping OFF the tree. The cat would climb down the tree, but not jump down THE TREE.
When the cat jumps it will be OFF the tree, so it will jump OFF. If it climbs DOWN it will still be on the tree, so we can say it climbed down the tree.
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