Pros and cons

Pros BD Plots iBD plots Shapley values LIME CP profiles + oscillations
Good for correlated explanatory variables
Not time-consuming for large models X X -
Sum up to the instance prediction X X X
Good for models including interactions X
Helps to avoid false-positive findings X X
Easy to understand with large number of variables X X
Useful tool for sensitivity analysis X