The tool kit that you described is what you get. I've added my own tools including items for off road adventures. There is a lot of room inside the spare tire rim and other crevices to store tools. My most useful addition is a leather-man type of multi-tool. You can have some fun building your custom set of tools.

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2013 X5 3.5i M Sport
2004 M3 cabriolet SMG