Score breakdown
Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.
Why it matters
Useful for researchers and knowledge workers who already live in NotebookLM: test it on a non-sensitive notebook first and see whether MCP access actually speeds up source collection, briefing generation, or study workflows.
Who should use it
Who should skip it
Skip if the source link, docs, or setup requirements do not match your workflow.
Risk explanation
It relies on undocumented NotebookLM internals and browser-cookie-based authentication, so use it with an account and notebook scope you can afford to rotate if Google changes the flow or invalidates access..