aris-research-pipeline

Warn

Audited by Snyk on May 6, 2026

Risk Level: MEDIUM
Full Analysis

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

  • Third-party content exposure detected (high risk: 1.00). The skill's Stage 1 literature pipeline (/aris-research-lit invoked by /aris-idea-discovery) explicitly fetches public arXiv content (metadata and, if ARXIV_DOWNLOAD=true, full PDFs) so the agent ingests third-party, user-submitted material that can influence idea selection and downstream actions.

Issues (1)

W011
MEDIUM

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

Audit Metadata
Risk Level
MEDIUM
Analyzed
May 6, 2026, 01:43 AM
Issues
1
Security Audit — snyk — aris-research-pipeline