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I use https://github.com/user/repo/find/master and it works perfectly, and I only know the structure of a file name, not the actual file name. And this is on a larger repo, 8GB, 14k files, 1500 folders.
Note the differences. Top left search results in mention of file within the files. Now try this search. It's a different kind of result set.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.