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The MySQL Benchmark Suite, which is useful for making comparisons between different database engines or different installations of one database engine. It isn't meant to benchmark your site-specific data or needs.
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MySQL super-smack, a stress-testing tool.
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MyBench, a tool developed in Perl by one of the authors. It is another stress-testing tool that is easier to customize and extend than super-smack.