Random Effects Panel data logistic Regression with MICE

Which toolboxes/ functions can I use to do the following steps?

1. Treat missing values in a panel data set by Multiple Imputation using chained equations
2. Subsequently run panel data logistic regression with random effects on the multiply imputed data set.
3. Obtain robust estimates (sandwich estimator) of the model run in Step 2.

Thank you very much in advance!

[Noah Marchal]

Did you get a function to do the above? I am interested also.