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This is going to be a pain because adding a service reference handles a lot of the "plumbing" in terms of making your API calls. I suggest you use something like RestSharp to make things easier to make the calls themselves, and potentially look at some code generation for generating similar proxy classes to what service references did. In fact, it should just be partials behind the scene, so maybe making a copy and seeing if you can rip out the WCF guts and replacing them with REST ones might be worth exploring.
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