Individual skill

benchmark-model

Benchmark a model served on MAX with the `max benchmark` command: measure throughput (tokens/sec), latency (TTFT, TPOT, inter-token latency), and GPU utilization by driving load against a running `max serve` endpoint. Use this whenever the user wants to benchmark, load-test, or measure the performance of a MAX model, get tokens-per-second / TTFT / TPOT numbers, run a concurrency or request-rate sweep, compare latency vs throughput, size a deployment, or produce benchmark JSON, even if they don't say "benchmark" by name. Also use when a `max benchmark` run fails to connect or reports zero/garbage numbers.

benchmark-model/SKILL.md

Source commit 0e44ae625e3bc0d158f3243e1636f3861eedf3a4

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Yes

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Observed behavior

Network or broad shell

Last checked

Nov 5, 2026

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