notebooklm-management

Pass

Audited by Gen Agent Trust Hub on Sep 17, 2026

Risk Level: SAFEINDIRECT_PROMPT_INJECTION
Full Analysis
  • [INDIRECT_PROMPT_INJECTION]: The skill ingests untrusted content from Google NotebookLM notebooks, creating a surface for indirect prompt injection where instructions embedded in a notebook could influence agent behavior.
  • Ingestion points: Notebook content is ingested via the ask_question tool, and library metadata is ingested via list_notebooks (SKILL.md, references/mcp-tool-reference.md).
  • Boundary markers: The skill includes a 'Verification Protocol' in SKILL.md recommending evidence checks, but the provided scripts (scripts/notebooklm-helper.py) and code examples lack technical delimiters or wrappers to isolate untrusted notebook content from the agent's internal reasoning.
  • Capability inventory: The skill possesses the capability to modify the user's library through add_notebook, update_notebook, and remove_notebook, which could be exploited if the agent obeys instructions hidden within processed research data.
  • Sanitization: No explicit sanitization, escaping, or filtering of external notebook content is present in the local helper utility or the provided usage examples.
Audit Metadata
Risk Level
SAFE
Analyzed
Sep 17, 2026, 06:18 AM