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Uniprof is a universal CPU profiler designed to make performance analysis accessible for both human developers and AI agents. It eliminates the need for code changes or extra dependencies, automatically detecting the appropriate profiler for your application's language or runtime. Uniprof normalizes diverse profiler outputs, performs statistical analysis to pinpoint performance hotspots, and can even visualize flamegraphs in your browser. It leverages Docker containers for a zero-setup experience across multiple platforms, offering a seamless way to gain insights into your application's CPU usage.