Language Server is not launching at all

Language server does not seem to be starting with the latest extension. I am on Julia 1.0.3 with extension version 0.12.1. For example if I try to select a code block I get

Select code block only works once the Julia Language Server is ready.

I also don’t have intellisense or code navigation. What’s even more weird is that I am not getting errors of the language server crashing. It seems that it’s not even spinning up.

Version Info

julia> versioninfo()
Julia Version 1.0.3
Commit 099e826241 (2018-12-18 01:34 UTC)
Platform Info:
  OS: Windows (x86_64-w64-mingw32)
  CPU: Intel(R) Core(TM) i7-8565U CPU @ 1.80GHz
  LIBM: libopenlibm
  LLVM: libLLVM-6.0.0 (ORCJIT, skylake)

Actually realized that my “path to executable” was empty. When I add the correct path (and restarting vscode), I get "Couldn’t start client Julia Language Server’

Can it be this issue (in short: you must have .julia/environments/v1.0 directory existing in the FS)?
It would be also helpful to see what the logs say (under C:/Users/Username/AppData/Local/Code/logs IIRC).