nemo-evaluator-sdk SKILL.md skillA
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nemo-evaluator-sdk from yichen-zju/claude-for-research is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yichen-zju/claude-for-research/nemo-evaluator-sdk@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yichen-zju/claude-for-research
- Path
claude/skills/nemo-evaluator/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Oct 14, 2026
- Size
- 12,225 bytes
- Repository stars
- 10
- License
- none declared
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# NeMo Evaluator SDK - Enterprise LLM Benchmarking
## Quick Start
NeMo Evaluator SDK evaluates LLMs across 100+ benchmarks from 18+ harnesses using containerized, reproducible evaluation with multi-backend execution (local Docker, Slurm HPC, Lepton cloud).
**Installation**:
```bash
pip install nemo-evaluator-launcher
```
**Set API key and run evaluation**:
```bash
export NGC_API_KEY=nvapi-your-key-here
# Create minimal config
cat > config.yaml << 'EOF'
defaults:
- execution: local
- deployment: none
- _self_
execution:
output_dir: ./results
target:
api_endpoint:
model_id: meta/llama-3.1-8b-instruct
url: https://integrate.api.nvidia.com/v1/chat/completions
api_key_name: NGC_API_KEY
evaluation:
tasks:
- name: ifeval
EOF
# Run evaluation
nemo-evaluator-launcher run --config-dir . --config-name config
```
**View available tasks**:
```bash
nemo-evaluator-launcher ls tasks
```
## Common Workflows
### Workflow 1: Evaluate Model on Standard Benchmarks
Run core academic benchmarks (MMLU, GSM8K, IFEval) on any OpenAI-compatible endpoint.
**Checklist**:
```
Standard Evaluation:
- [ ] Step 1: Configure API endpoint
- [ ] Step 2: Select benchmarks
…Read the whole file at its exact version.
How to install
mdr add yichen-zju/claude-for-research/nemo-evaluator-sdk@sha256:97bc3483974c2b93The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_aox6xjjj3kkurujd)
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Versions
The registry has recorded 1 version of this file, committed on Oct 14, 2026.
Audit of the latest version
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- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
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- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
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Source
yichen-zju/claude-for-research · 10 stars · license none declared · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_aox6xjjj3kkurujd GET https://markdownregistry.com/api/v1/resolve?ref=yichen-zju/claude-for-research/nemo-evaluator-sdk GET https://markdownregistry.com/api/v1/blob/97bc3483974c2b930acf3f46e21c865e1b27e92359e19bdb465515d9e86ff10f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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