8.0 version but I was unable to find the SMOTE package is available there. Can someone let me know what I'm missing here, and why I can't see it
I'm seeing the version number of the SMOTE package for Weka as 1.0.3, not 8.
Use the Package Manager to add this into Weka.
It will show up in the Preprocess tab, as a supervised instance filter.