此研究分析 1.53 百萬份公開 Agent 技能,發現約 1/17 的技能會讓 Agent 跳過人工檢查。
- 88,000 技能包含「跳過確認」或「持續執行」等行為,70.1% 的行為在所有情境下都會執行。
This paper finds that about 1 in 17 agent skills tells agents to skip human checks, and existing skill scanners miss most of them.
Agent skills are shared SKILL.md instruction files that agents load on demand. One line like "push without confirmation" or "keep going until done" removes a human checkpoint from every agent that loads it.
They analyzed 1.53 million English skills from public GitHub repos, then tested 2 open-source scanners from Cisco and NVIDIA that can call GPT-5.4.
Roughly 88,000 skills contain such a line, and 70.1% of these lines apply in every context, not only in cases like CI. The scanners caught at most 46% at under 0.4 precision, while the same LLM, asked about oversight instead of malice, caught 61% at 0.71 precision.
Limit every "don't ask" line in your skills to a context, such as CI only, and screen skills for oversight, not just malware.