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run-experiment
80 / 100 · Low risk
Fine to try.
By brycewang-stanford/Auto-Empirical-Research-Skills (GitHub) · research · 5,016 stars · scanned at commit 8684584
Deploy and run ML experiments on local, remote, Vast.ai, or Modal serverless GPU. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.
Works with any agent that supports SKILL.md skills.
What this skill can do
Runs commands on your computer
The author does not mention this.
Found in 18 places.
Show 15 more
- skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 72
rsync -avz --include='*.py' --exclude='*' <local_src>/ <server>:<remote_dst>/ - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 80
git add -A && git commit -m "sync: experiment deployment" && git push - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 92
rsync -avz -e "ssh -p <PORT>" \ - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 104
ssh -p <PORT> root@<HOST> "pip install -q torch==<pinned>" # phase 1: pins - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 110
scp -P <PORT> requirements.txt root@<HOST>:/workspace/ - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 147
ssh <server> "wandb status" # should show logged in - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 160
ssh <server> "screen -dmS <exp_name> bash -c '\ - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 170
ssh -p <PORT> root@<HOST> "screen -dmS <exp_name> bash -c '\ - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 197
CUDA_VISIBLE_DEVICES=<gpu_id> python <script> <args> 2>&1 | tee <log_file> - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 209
ssh <server> "screen -ls" - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 214
ssh -p <PORT> root@<HOST> "screen -ls" - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 219
modal app list # Check app is running - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 240
rsync -avz -e "ssh -p <PORT>" root@<HOST>:/workspace/project/results/ ./results/ - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 245
scp -P <PORT> root@<HOST>:/workspace/*.log ./logs/ - skills/42-wanshuiyin-ARIS/skills/run-experiment/SKILL.md, line 250
vastai destroy instance <INSTANCE_ID>
Downloads and installs other software
The author does not mention this.
Found in 6 places.
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Other copies in this repository
brycewang-stanford/Auto-Empirical-Research-Skills has 1 more folder with a skill named run-experiment. This page shows the lowest-scoring copy.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'run-experiment' ] || [ -L ~/.agents/skills/'run-experiment' ]; then echo 'A skill folder named run-experiment 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 "$d" checkout --quiet '8684584e7d1127940f018157d2c579974fae8f79' -- 'skills/42-wanshuiyin-ARIS/skills/run-experiment' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/42-wanshuiyin-ARIS/skills/run-experiment' ~/.agents/skills/'run-experiment' && 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/'run-experiment' ~/.claude/skills/'run-experiment' (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 | 80 |
| 2026-11-08 | bfa0a6e | 80 |
| 2026-11-07 | bfa0a6e | 77 |