It sounds like chi-square is an appropriate test for what you want to do. If you truly are worried about the "reliability" of online calculators, then run your data through more than one them and see if the results agree.
David L Morgan & Coşkun Kuş Thank you so much for your answers!
But i'm still unable to get the statistics here. I want to do analysis like this (I'm sharing a picture from an article). Is it McNemar test? The methods section of this article says they have used SPSS and Excel.