TreeExplainer does not support GradientBoostingClassifier for multiclass classification.
https://github.com/slundberg/shap/blob/45b85c1837283fdaeed7440ec6365a886af4a333/shap/explainers/_tree.py#L776

I would love to see this feature. Are there any plans to implement it or is anyone working on it?

Thanks!