In this article, we provide a general set-up for arbitrary linear Lie groups which allows to characterise the almost Abelian Lie algebras admitting a torsion-free -structure. In more concrete terms, using that an -dimensional almost Abelian Lie algebra is fully determined by an endomorphism of , we give a description of the subspace of all for which admits a ``special’’ torsion-free -structure in terms of the image of a certain linear map. For large classes of linear Lie groups , we are able to explicitly compute and so give characterisations of the almost Abelian Lie algebras admitting a torsion-free -structure. Our results reprove all the known characterisations of the almost Abelian Lie algebras admitting a torsion-free -structure for different single linear Lie groups and extends them to big classes of linear Lie groups . For example, we are able to provide characterisations in the case , and either being a complex Lie group or being totally real, or in the case that preserves a pseudo-Riemannian metric. In many cases, we show that the space coincides with what we call the \emph{characteristic subalgebra} associated to , and that then the torsion-free condition is equivalent to the left-invariant flatness condition. In particular, we prove this to be the case if is a complex linear Lie group or if does not contain any elements of rank one or two and is either metric or totally real.

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