I see stuff about writing programs that access or update your data in TFS. But they all seem to be assuming that you will be working in C# (or other .Net languages). Behind the scenes I'm sure that's all just SOAP calls, or whatever Microsoft thinks is cool right now. But is that all documented somewhere so that I can access it from other languages like, say, Erlang?
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Yes, there is the TFS OData, the TFS REST API's, and TFS Java SDK.
The OData is useful for somethings, but not others, so have a look through the documentation and see if it will help you.
The REST API's are there for VSOnline, but still coming on-premise, the answer I linked to eludes to the fact you can use them on-prem.
The Java SDK is the same as the .NET one and can be used to do pretty much everything, it is what powers the Team Explorer Everywhere plugin for eclipse.