academic-research

Pass

Audited by Gen Agent Trust Hub on Apr 7, 2026

Risk Level: SAFEPROMPT_INJECTION
Full Analysis
  • [PROMPT_INJECTION]: The skill suite contains an attack surface for indirect prompt injection, which is a standard risk for agents that ingest untrusted external data.
  • Ingestion points: The paper-reading/SKILL.md skill processes content from local PDF paths and fetches data from arXiv URLs. The professor-fit-analyser/SKILL.md skill fetches data from Google Scholar, personal lab pages, and various bibliographic databases (e.g., PubMed, DBLP).
  • Boundary markers: Absent. The instructions do not specify the use of delimiters or 'ignore embedded instructions' warnings when the agent interpolates fetched content into its context.
  • Capability inventory: The skills leverage the agent's core capabilities for file system access (reading PDFs) and web browsing (searching and fetching publication metadata).
  • Sanitization: Absent. The skill instructions do not require the agent to sanitize or filter the retrieved external content before analysis.
Audit Metadata
Risk Level
SAFE
Analyzed
Apr 7, 2026, 11:49 AM
Security Audit — agent-trust-hub — academic-research