Windows Server 2012 – WinRM Corrupt or Missing

I recently had an issue with a Windows Server 2012 machine where if I ever tried to add or remove a feature I would receive the following error:

Failed to open the runspace pool. The Server Manager WinRM plug-in might be corrupted or missing.

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