It sounds so simple, however, when you sit down to write this, specially as a single line expression, it can take a while.
In my experiments I found it rather easy to count it with other delimiters as compared to TAB character.
Here is the command for counting columns
cat <FILENAME>| awk -F'\t' '{print NF}'
cat can be slow at times, especially with larger files, therefore an alternative without that...
awk -F'\t' '{print NF}' <FILENAME>
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