novelty-check
Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.
68
85%
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Critical
Do not install without reviewing
Security
1 critical severity finding. Installing this skill is not recommended: please review these findings carefully if you do intend to do so.
E004: Prompt injection detected in skill instructions.
What this means
Detected a prompt injection in the skill instructions. The skill contains hidden or deceptive instructions that fall outside its stated purpose and attempt to override the agent’s safety guidelines or intended behavior.
Why it was flagged
The skill instructs the reviewer model to "Read the novelty dossier ... and follow all instructions in it," which allows user-writable dossier content to inject arbitrary directives that can override the reviewer's behavior outside the stated novelty-check purpose.
Low
Low-risk findings.
1 low severity finding. Worth noting, but not necessarily harmful.
W011: Third-party content exposure detected (indirect prompt injection risk).
What this means
The skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.
Why it was flagged
SKILL.md instructs runtime WebSearch/WebFetch of potentially overlapping papers (public web content) and then uses those fetched abstracts/related-work text as inputs to the reviewer model via a novelty dossier file, creating an indirect prompt-injection path from outsider-authored free text.
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f4f20f9
- Audited
- Security analysis
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