SURF programs are common among pre-meds, so they are certainly positive but might not be as unique as, say, Peace Corps. I would think that they might have some preference towards their own SURF program at their institution rather than other locations, especially if your SURF mentor(s) wrote a letter of recommendation.
I am not sure about senior thesis, but publications probably improve your application more significantly than senior thesis.