paper-analyzer

Pass

Audited by Gen Agent Trust Hub on Mar 31, 2026

Risk Level: SAFEPROMPT_INJECTIONEXTERNAL_DOWNLOADSCOMMAND_EXECUTION
Full Analysis
  • [PROMPT_INJECTION]: The skill is susceptible to indirect prompt injection due to its core function of ingesting and analyzing external data from research papers.
  • Ingestion points: The skill reads external content from arXiv (via HTML or abstract pages) and fetches metadata from the Semantic Scholar API (SKILL.md).
  • Boundary markers: There are no instructions to use delimiters or ignore potential embedded instructions within the papers, creating a path for attackers to influence agent behavior through malicious paper content.
  • Capability inventory: The agent possesses capabilities to execute shell commands via the notebooklm CLI and perform web requests, which could be misused if an injection is successful.
  • Sanitization: The skill does not define any validation or filtering steps for the data retrieved from external academic repositories.
  • [EXTERNAL_DOWNLOADS]: The skill retrieves research data from reputable external repositories.
  • Evidence: Fetches paper metadata from api.semanticscholar.org and full content from arxiv.org (SKILL.md).
  • [COMMAND_EXECUTION]: The skill instructs the agent to utilize a command-line tool for managing research data.
  • Evidence: Orchestrates several commands using the notebooklm CLI, including notebooklm use, notebooklm source add, and notebooklm ask (SKILL.md).
Audit Metadata
Risk Level
SAFE
Analyzed
Mar 31, 2026, 09:51 AM