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paperzilla

Chat with your agent about projects, recommendations, and canonical papers in Paperzilla. Use when users ask for recent project recommendations, canonical paper details, markdown-based summaries, recommendation feedback, feed export, or Atom feed URLs.

72

Quality

88%

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Low

Low-risk findings.

1 low severity finding. Worth noting, but not necessarily harmful.

Low

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

The required workflow is based on the `pz` CLI to “browse project feed” / “read a canonical paper” (i.e., it will fetch Paperzilla data at runtime), so outsider-authored free text from public/other contributors’ recommendations/feed content would be ingested into the agent’s LLM context.

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Repository
K-Dense-AI/scientific-agent-skills
Audited
Security analysis
Snyk

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