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nat-evaluation
NVIDIA/NeMo-Agent-ToolkitSkill
Use when designing, configuring, running, or troubleshooting NeMo Agent Toolkit evaluations, datasets, evaluator selection, ATIF surfaces, quality gates, custom evaluators, and `nat eval`.
Why this score
This repo hosts 10 skills, so its 2,661 stars are split between them (about 266 each) for scoring.
Popularity score: 75/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit 2545d2c9d34a, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onenat-evaluation NVIDIA/NeMo-Agent-Toolkit · Skill | 75 | ★ 2.7k | ≈51 always | 17d ago |
| run-evaluation allenai/vla-evaluation-harness · Skill Same job: ai engineering | 72 | ★ 650 | ≈34 always | 20d ago |
| evaluation NVIDIA/Model-Optimizer · Skill Same job: ai engineering | 77 | ★ 5.4k | ≈135 always | 16d ago |
| advanced-evaluation muratcankoylan/Agent-Skills-for-Context-Engineering · Skill Same job: ai engineering | 82 | ★ 18k | ≈59 always | 24d ago |
| neuron-evaluation neuron-core/neuron-ai · Skill Both about evaluation and evaluator | 72 | ★ 2.1k | ≈145 always | 19d ago |
| agent-self-evaluation affaan-m/ECC · Skill Both about evaluation | 96 | ★ 284k | ≈71 always | 16d ago |