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ai-ml-skills
75 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a research skill usually looks things up on the internet.
By brycewang-stanford/Auto-Empirical-Research-Skills (GitHub) · research · 5,016 stars · scanned at commit 8684584
27 ai & machine learning skills. Trigger: ML experiments, model training, deep learning, NLP, computer vision. Design: covers frameworks, benchmarks, paper reproduction, and AI research workflows.
Works with any agent that supports SKILL.md skills.
What this skill can do
Downloads and installs other software
The author does not mention this.
Found in 8 places.
Show 5 more
Runs commands on your computer
The author does not mention this.
Found in 20 places.
Show 17 more
- skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 82
curl -s "https://huggingface.co/api/models/google-bert/bert-base-uncased" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 108
curl -s "https://huggingface.co/api/datasets?search=squad&limit=2" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 132
curl -s "https://huggingface.co/api/datasets/rajpurkar/squad_v2" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 144
curl -s "https://huggingface.co/api/spaces?search=chatbot&limit=2" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 169
curl -s "https://huggingface.co/api/models?filter=text-generation&library=pytorch&sort=likes&direction=-1&limit=5" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 30
export HF_API_TOKEN=$HF_API_TOKEN - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 34
curl -X POST "https://api-inference.huggingface.co/models/bert-base-uncased" \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 49
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 60
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 71
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 86
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/llm-from-scratch-guide/SKILL.md, line 28
git clone https://github.com/rasbt/LLMs-from-scratch.git - skills/43-wentorai-research-plugins/skills/domains/ai-ml/ml-pipeline-guide/SKILL.md, line 158
dvc repro - skills/43-wentorai-research-plugins/skills/domains/ai-ml/npcpy-research-guide/SKILL.md, line 22
pip install npcpy - skills/43-wentorai-research-plugins/skills/domains/ai-ml/pytorch-lightning-guide/SKILL.md, line 27
pip install lightning - skills/43-wentorai-research-plugins/skills/domains/ai-ml/pytorch-lightning-guide/SKILL.md, line 40
python -c "import torch; print(torch.cuda.is_available())" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/vmas-simulator-guide/SKILL.md, line 22
pip install vmas
Sends data to these websites: huggingface.co, api-inference.huggingface.co
The author does not mention this. Expected for a research skill.
Found in 19 places.
Show 16 more
- skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 108
curl -s "https://huggingface.co/api/datasets?search=squad&limit=2" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 132
curl -s "https://huggingface.co/api/datasets/rajpurkar/squad_v2" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 144
curl -s "https://huggingface.co/api/spaces?search=chatbot&limit=2" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 169
curl -s "https://huggingface.co/api/models?filter=text-generation&library=pytorch&sort=likes&direction=-1&limit=5" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 172
curl -s "https://huggingface.co/api/datasets?filter=token-classification&language=zh&limit=10" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 175
curl -s "https://huggingface.co/api/spaces?filter=gradio&sort=trending&direction=-1&limit=5" - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 201
resp = requests.get("https://huggingface.co/api/models", params={ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-api/SKILL.md, line 212
detail = requests.get("https://huggingface.co/api/models/google-bert/bert-base-uncased").json() - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 34
curl -X POST "https://api-inference.huggingface.co/models/bert-base-uncased" \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 49
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 60
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 71
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 86
curl -s -X POST \ - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 108
response = requests.post(API_URL, headers=HEADERS, json={"inputs": texts}) - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 114
response = requests.post(API_URL, headers=HEADERS, json={"inputs": texts}) - skills/43-wentorai-research-plugins/skills/domains/ai-ml/huggingface-inference-guide/SKILL.md, line 147
resp = requests.post(ZSC_URL, headers=HEADERS, json=payload)
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'ai-ml-skills' ] || [ -L ~/.agents/skills/'ai-ml-skills' ]; then echo 'A skill folder named ai-ml-skills already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills' "$d" && git -C "$d" checkout --quiet '8684584e7d1127940f018157d2c579974fae8f79' -- 'skills/43-wentorai-research-plugins/skills/domains/ai-ml' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/43-wentorai-research-plugins/skills/domains/ai-ml' ~/.agents/skills/'ai-ml-skills' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'ai-ml-skills' ~/.claude/skills/'ai-ml-skills' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for brycewang-stanford/Auto-Empirical-Research-Skills shows the score of its lowest-scoring skill.

[](https://zalavijaysinh.github.io/skilltrust/repos/brycewang-stanford/Auto-Empirical-Research-Skills/)
Score history
| Date | Version | Score |
|---|
| 2026-11-10 | 8684584 | 75 |
| 2026-11-08 | bfa0a6e | 75 |
| 2026-11-07 | bfa0a6e | 55 |