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_questiontool, and library metadata is ingested vialist_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, andremove_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.
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