Scan reports · Orchestra-Research/AI-Research-SKILLs
ray-train: scan report
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… An automated scan of this public skill from Orchestra-Research/AI-Research-SKILLs: security, token cost, spec and clarity, with every finding and its fix.
Result
Verdict
76/100 · grade C
Orchestra-Research/AI-Research-SKILLs/08-distributed-training/ray-train at 773a529
Spec 13 · Efficiency 25 · Clarity 25 · Security 13 (each out of 25)
Always loaded 79 tokens · on trigger 2,524 · on demand 3,381
sec/secret-readwarn · references/multi-node.md:226Touches credential files.spec/non-portable-keyswarn · SKILL.mdNon-spec frontmatter (version, author, tags, dependencies). claude.ai and the Skills API reject the upload; move them under `metadata` or drop them.spec/broken-refwarn · SKILL.md:380References references/hyperparameter-tuning.md, which isn't in the skill folder.spec/broken-refwarn · SKILL.md:382References references/custom-loops.md, which isn't in the skill folder.sec/plain-httpinfo · SKILL.mdLinks over plain http.
Where it comes from
Source
| Fact | Value |
|---|---|
| Repository | Orchestra-Research/AI-Research-SKILLs |
| Skill folder | 08-distributed-training/ray-train |
| Stars | 13,703 |
| License | MIT |
| Commit scanned | 773a529 |
| Scanned | 2026-10-19 |
| Files | 2 |
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For maintainers
Badge for the README
If you maintain this skill, this badge shows its score and links to this report. Fix findings and the score moves with the next scan.
[](https://proskills.dev/reports/orchestra-research-ray-train)
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FAQ
Questions
- Is ray-train safe to install?
- No critical findings, some security notes. The scan covers prompt injection, hidden Unicode, remote code execution and credential access in every text file of the skill. It cannot judge intent, so read any flagged line in context before installing.
- How was this score calculated?
- Four checks of 25 points each: spec, efficiency, clarity and security. Findings take points off the check they belong to, and any critical finding caps the grade at F. The same scanner runs in your browser at proskills.dev/scan.
- Is this report current?
- It was made from commit 773a529 on 2026-10-19. If the skill has changed since, paste the new version into the scanner for a fresh score.
- I wrote this skill. Can I fix the score or have the page removed?
- Fix the findings and push. The reports are rebuilt from GitHub on a schedule, so the next run picks the change up. To have the page removed, open an issue on the ProSkills GitHub repo.
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