In this page https://scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLassoCV.html#sklearn.covariance.GraphicalLassoCV

description of GraphicalLasso is copy of description of GraphicalLassoCV.

Suggest a potential alternative/fix

Just change description of GraphicalLasso to "Sparse inverse covariance estimation with an l1-penalized estimator."