literature-search

Pass

Audited by Gen Agent Trust Hub on Oct 8, 2026

Risk Level: SAFEPROMPT_INJECTIONINDIRECT_PROMPT_INJECTION
Full Analysis
  • [PROMPT_INJECTION]: The skill interpolates user input directly into the top-level prompt without protection.
  • Evidence: The line Search for relevant papers on: $ARGUMENTS lacks delimiters (such as triple quotes or XML tags) to prevent user-supplied topics from containing instructions that could override the skill's logic.
  • [INDIRECT_PROMPT_INJECTION]: The skill extracts and summarizes content from local files that could contain malicious instructions.
  • Ingestion points: The process reads .bib files from ~/code, ~/paperpile-bib, and the project root, including fields like abstracts and titles.
  • Boundary markers: No delimiters or "ignore instructions" warnings are used when the agent processes the extracted text.
  • Capability inventory: The agent uses its internal reasoning to summarize top papers and identify gaps, creating an opportunity for embedded instructions in paper abstracts to influence agent behavior.
  • Sanitization: There is no logic to sanitize or escape data read from the local bibliography files before the agent analyzes it.
Audit Metadata
Risk Level
SAFE
Analyzed
Oct 8, 2026, 09:52 PM