We prove a general criterion for the density in energy of suitable subalgebras of Lipschitz functions in the metric-Sobolev space associated with a positive and finite Borel measure in a separable and complete metric space . We then provide a relevant application to the case of the algebra of cylinder functions in the Wasserstein Sobolev space arising from a positive and finite Borel measure on the Kantorovich-Rubinstein-Wasserstein space of probability measures in a finite dimensional Euclidean space, a complete Riemannian manifold, or a separable Hilbert space . We will show that such a Sobolev space is always Hilbertian, independently of the choice of the reference measure so that the resulting Cheeger energy is a Dirichlet form. We will eventually provide an explicit characterization for the corresponding notion of -Wasserstein gradient, showing useful calculus rules and its consistency with the tangent bundle and the -calculus inherited from the Dirichlet form.

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