Light Experiment Coding
Light Experiment Coding is an agent skill (a SKILL.md file) from Light0305/Light-skills. Light 科研主线 stage 6：把冻结的 question/estimand、experiment matrix、pre-registration 与 data lineage 落成最小可运行、测试先行、无泄漏、可复现且能交给 result-analysis 的实验代码。用于实现或复现训练/预处理/评测， 设计 gold/property/metamorphic 测试，控制. It works with Claude Code, Codex and OpenCode and has 782 GitHub stars.
github.com/Light0305/Light-skills/skills/light-experiment-coding (opens in a new tab)
Data as of from the GitHub API; description from the skill's SKILL.md. Report an error
Add this skill
Claude
Claude Code loads skills from ~/.claude/skills/ (all projects) or .claude/skills/ (one project):
git clone --depth 1 https://github.com/Light0305/Light-skills.git
cp -r Light-skills/skills/light-experiment-coding ~/.claude/skills/light-experiment-coding # personal, or .claude/skills in a projectIn the Claude apps, zip the light-experiment-coding folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).
ChatGPT / Codex
Codex reads skills from .agents/skills/ in a repo or ~/.agents/skills/ for every project:
git clone --depth 1 https://github.com/Light0305/Light-skills.git
cp -r Light-skills/skills/light-experiment-coding .agents/skills/light-experiment-coding # repo; ~/.agents/skills for all projectsStandalone skills also load in the ChatGPT desktop app.
Cursor
Cursor loads skills from .cursor/skills/ (or ~/.cursor/skills/) and also reads .claude/skills/:
git clone --depth 1 https://github.com/Light0305/Light-skills.git
cp -r Light-skills/skills/light-experiment-coding .cursor/skills/light-experiment-coding # project; ~/.cursor/skills for all projectsSource (checked Oct 7, 2026): code.claude.com/docs/en/skills (opens in a new tab), support.claude.com/en/articles/12512180-using-skills-in-claude (opens in a new tab), learn.chatgpt.com/docs/build-skills (opens in a new tab), cursor.com/docs/context/skills (opens in a new tab)
What this skill does
Light 科研主线 stage 6：把冻结的 question/estimand、experiment matrix、pre-registration 与 data lineage 落成最小可运行、测试先行、无泄漏、可复现且能交给 result-analysis 的实验代码。用于实现或复现训练/预处理/评测， 设计 gold/property/metamorphic 测试，控制 Python/NumPy/框架/CUDA/DataLoader 随机性，审查 train/test 或 CV fit 穿越，记录 config/code/environment/input hashes、stdout/stderr、raw metrics、patient/entity predictions 与 failure artifacts，以及运行 stage-6 checkpoint。数据泄漏或不可复现是 critical；静态扫描和同 seed 两次一致都不证明跨硬件 绝对复现。 先完整阅读 references/experiment-coding-resource-map.md。工具机制见…
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How do I install the Light Experiment Coding skill?
Copy the light-experiment-coding folder (the one containing SKILL.md) into ~/.claude/skills/ for Claude Code, .agents/skills/ for Codex or .cursor/skills/ for Cursor. The agent picks it up automatically when a task matches its description.
Is the Light Experiment Coding skill free?
Yes. The repository is open source under the MIT license.
Is Light Experiment Coding maintained?
The repository's most recent commit was on Jul 6, 2026. Its latest release is v1.0.0. appsgit only lists skills from repositories with a commit in the last six months.