We propose a simple method to prove non-smoothness of a black hole horizon. The existence of a extension across the horizon implies that there is no extension across the horizon if some components of -th covariant derivative of Riemann tensor diverge at the horizon in the coordinates of the extension. In particular, the divergence of a component of the Riemann tensor at the horizon directly indicates the presence of a curvature singularity. By using this method, we can confirm the existence of a curvature singularity for several cases where the scalar invariants constructed from the Riemann tensor, e.g., the Ricci scalar and the Kretschmann invariant, take finite values at the horizon. As a concrete example of the application, we show that the Kaluza-Klein black holes constructed by Myers have a curvature singularity at the horizon if the spacetime dimension is higher than five.

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