Does anyone know off hand if there is a way to pull the exact card
information from an nvidia GPU inside a linux server from linux
itself?

well, there's lspci. is that what you meant? it's usually a bit fuzzy how to match the pci-level id (vendor/device/revision) to marketing names. but afaik, the data from lspci is fundamental.
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