auto-paper-improvement-loop

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Audited by Snyk on May 13, 2026

Risk Level: MEDIUM
Full Analysis

MEDIUM W011: Third-party content exposure detected (indirect prompt injection risk).

  • Third-party content exposure detected (high risk: 0.80). The skill optionally accepts a --style-ref which (via tools/extract_paper_style.py) can fetch/arXiv/http(s) URLs and caches a style_profile.md that is then read and used to steer the fix-implementation phase, so it clearly ingests untrusted public web/arXiv content that can influence edits.

Issues (1)

W011
MEDIUM

Third-party content exposure detected (indirect prompt injection risk).

Audit Metadata
Risk Level
MEDIUM
Analyzed
May 13, 2026, 01:59 PM
Issues
1