Methods, systems, and computer readable media for benchmark reference testing of data center or network equipment are disclosed. One method includes, using a network or data center test device, executing a plurality of performance tests to test a plurality of different performance parameters of a network or data center device under test. The method further includes obtaining individual test results for each of the different performance parameters. The method further includes generating a multi-dimensional score that combines the individual test results from the different performance parameters to indicate a composite performance of the data center or network device. The method further includes outputting the multi-dimensional score to a user.