Profile

Inference diagnostics tool that finds what's keeping a production vLLM server below its hardware's potential.

Pluginfreeglobal

Profile is an open-source inference diagnostics CLI for production vLLM servers, showing exactly what's keeping a deployment below the throughput its hardware could deliver, with cost-aware optimization guidance. It's for ML infrastructure engineers who want to know whether their GPU hardware is fully utilized.

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Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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