Scan reports · Orchestra-Research/AI-Research-SKILLs
verl-rl-training: scan report
Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with flexible infrastructure… 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
78/100 · grade C
Orchestra-Research/AI-Research-SKILLs/06-post-training/verl at 773a529
Spec 17 · Efficiency 21 · Clarity 25 · Security 15 (each out of 25)
Always loaded 61 tokens · on trigger 2,322 · on demand 3,434
sec/persistencewarn · references/troubleshooting.md:379Installs persistence or edits shell/agent config.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:357References references/multi-turn.md, which isn't in the skill folder.eff/orphan-fileinfo · references/api-reference.mdreferences/api-reference.md is never mentioned in SKILL.md, so the agent won't know to read it.eff/orphan-fileinfo · references/troubleshooting.mdreferences/troubleshooting.md is never mentioned in SKILL.md, so the agent won't know to read it.
Where it comes from
Source
| Fact | Value |
|---|---|
| Repository | Orchestra-Research/AI-Research-SKILLs |
| Skill folder | 06-post-training/verl |
| Stars | 13,703 |
| License | MIT |
| Commit scanned | 773a529 |
| Scanned | 2026-10-19 |
| Files | 3 |
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For maintainers
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FAQ
Questions
- Is verl-rl-training 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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