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Yes, sRPE seems to be good measure to begin with. Collecting data is always tricky. I wouldn’t use a paper since you introduce “dependence” of the scores (player A sees what player B wrote and that affect his score). You can collect data using Google docs and/or Excel online, but not sure if you can identify the athlete unless they write the name.
Andrew Flatt wrote something about it here: http://hrvtraining.com/2013/09/21/reviewing-survey-monkey-as-a-free-tool-for-daily-wellness-questionnaires/
As for the apps, well nothing simple enough and cheap enough as far as I know.