SkillTrust

← All skills

ray-train

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By hashgraph-online/awesome-codex-plugins (GitHub) · coding · 1,573 stars · scanned at commit 70b6a3a

Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive models across multiple machines or running distributed hyperparameter sweeps.

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 4 places.

Show 1 more

Runs commands on your computer

The author does not mention this. Expected for a coding skill.

Found in 4 places.

Show 1 more

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'ray-train' ] || [ -L ~/.agents/skills/'ray-train' ]; then echo 'A skill folder named ray-train already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/hashgraph-online/awesome-codex-plugins' "$d" && git -C "$d" checkout --quiet '70b6a3a3a7c774671e45af646306e1448baf0511' -- 'plugins/KalarisLabs/research-agent-skills/skills/ray-train' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/KalarisLabs/research-agent-skills/skills/ray-train' ~/.agents/skills/'ray-train' && 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/'ray-train' ~/.claude/skills/'ray-train' (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 hashgraph-online/awesome-codex-plugins shows the score of its lowest-scoring skill.

SkillTrust badge for hashgraph-online/awesome-codex-plugins

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/hashgraph-online/awesome-codex-plugins.svg)](https://zalavijaysinh.github.io/skilltrust/repos/hashgraph-online/awesome-codex-plugins/)

Score history

DateVersionScore
2026-11-1470b6a3a80
2026-11-133e1e6b280
2026-11-126d2e63f80
2026-11-11407067680
2026-11-10f620aba80
2026-11-093062ea380
2026-11-08057d78980
2026-11-06e012fe180