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nemo-evaluator-sdk Review findings

orchestra-researchorchestra-research/ai-research-skillsupdated

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Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable evaluation on local Docker, Slurm HPC, or cloud platforms. NVIDIA's enterprise-grade platform with container-first architecture for reproducible benchmarking.
orchestra-research's own description, from the skill's files.
EngineeringResearchAI & agentsskill
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Version
v1
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OverviewSecurity2Versions1

Overview

holdReview findings

Waxell's checks found 2 findings to review, highest severity high.

Highest severity
high
Findings
2
What ran
Static analysis

A clean result means nothing alarming in what is published, not a guarantee. How the checks work

We don't republish the skill's instructions. Read them on GitHub at the reviewed commit.

Security

Security scan

Checked 2 days ago

Result

Review findings Waxell's checks found 2 findings to review, highest severity high.

Checked with static analysis: servers it launches, packages it installs at runtime, scripts piped to a shell and bundled binaries. Nothing was run. How the checks work

Findings (2)

high · 2

  • high

    Tells Claude to install unpinned packages (nemo-evaluator-launcher)

    SKILL.md:19 · skill_risk:S2

  • high

    Tells Claude to install unpinned packages (nemo-evaluator)

    references/custom-benchmarks.md:94 · skill_risk:S2

Versions

Version history

Each distinct content we have seen, newest first, with the verdict it got at the time.

One version so far: v1 (1.0.0), seen 2026-11-03.

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