ml-paper-writing

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Audited by Snyk on Mar 31, 2026

Risk Level: MEDIUM
Full Analysis

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

  • Third-party content exposure detected (high risk: 0.90). The SKILL.md and references/citation-workflow.md explicitly instruct the agent to search and fetch content from public third-party sources (e.g., Exa MCP at https://mcp.exa.ai/mcp, Semantic Scholar, CrossRef, arXiv) and to read/verify those papers and BibTeX programmatically as part of the citation and drafting workflow, which lets untrusted external content materially influence subsequent drafting and tool use.

Issues (1)

W011
MEDIUM

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

Audit Metadata
Risk Level
MEDIUM
Analyzed
Mar 31, 2026, 12:21 AM
Issues
1