I've created a BOM in octopart. Any feedback is welcome. As I'm a beginner with electronics it might have mistakes: https://octopart.com/bom-tool/arZtfLVR
It contains only the electronic parts, so don't forget about the rest (i.e. screws, bus bar, cables, connectors, pedal, electrode tip, etc)...