Jupyter kernel does not show in VS Code - visual-studio-code

I have added a new kernel to my jupyter notebook. It works totally fine using Jupyter in the browser. However if I try to open my notebook in VSCode (and change the kernel) it doesn't show up --> the drop-down menu doesn't show my kernel.
Is there anything I can do to resolve this issue.
Thanks in advance!

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Wolfram Language kernel not visible in VSCode

I want to use the Wolfram Language with Jupyter notebooks, and VSCode is the application of my choice. I did all the procedure to generated a WolframLanguage kernel for Jupyter.
If I launch the Jupyter notebook from terminal by running jupyter notebook in my terminal, a Jupyter notebook opens in my browser and it shows the Wolfram kernel. These are the kernels returned by terminal.
They show up in the browser-version of Jupyter too.
Now I go to VS Code. I start a new Jupyter notebook by using the following command by using shift+command+P.
Create: New Jupyter Notebook
Now the kernel picker prompts me to choose kernels. Not only does it not have the WolframLanguage kernel, but it also shows completely different kernels from what were returned by the terminal.
Please guide me on how do I make my WolframLanguage kernel appear in my VS Code.
Thanks!!!

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https://docs.anaconda.com/anaconda/user-guide/tasks/integration/vscode/
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https://github.com/jupyterlab/jupyterlab-monaco
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