Currently, a service charge can be applied to orders, but the invoice (based on that error) returns an error that this is currently not available for invoices.
That is correct. At this time service charges aren’t available with the Invoices API. We’re constantly working to improve our features based on feedback like this, so I’ll be sure to share your request to the API product team. 
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