Comparison

NotebookLM Cowork vs Outline MCP Server

NotebookLM Cowork is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑26.

NotebookLM Cowork is a plugin bundle for AI coding tools published by Gabe Fletcher. No marketplace we read lists it any more. Outline MCP Server is an MCP server published by Vortiago. Marketplaces we read that list it: 4 (Official MCP Registry, Claude Code: claude-plugins-community, PyPI (MCP servers), Community GitHub marketplaces). As of our marketplace pass on 2026-10-29. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplace	NotebookLM Cowork	Outline MCP Server
Community marketplace gfsaaser24/notebooklm-cowork	Removed on 2026-10-26 Version: 0.2.0 Forks (GitHub): 2 Stars (GitHub): 10 Not marked · First seen 2026-10-19	Not listed
Official MCP Registry	Not listed	Listed Version: 1.10.1 Downloads/month (PyPI): 1 398 Downloads/week (PyPI): 503 Forks (GitHub): 46 Stars (GitHub): 158 Not marked · First seen 2026-10-11
Claude Code: claude-plugins-community	Not listed	Listed Version: 1.10.1 Forks (GitHub): 46 Stars (GitHub): 158 Not marked · First seen 2026-10-11
PyPI (MCP servers)	Not listed	Listed Version: 1.10.1 Downloads/month (PyPI): 1 398 Downloads/week (PyPI): 503 Forks (GitHub): 46 Stars (GitHub): 158 Not marked · First seen 2026-10-12

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

NotebookLM Cowork vs Outline MCP Server
Fact	NotebookLM Coworkno longer listed · 2026-10-26	Outline MCP Server
Marketplaces that list it (differs)	0	4
Stars (GitHub) (differs)	10	158
Forks (GitHub) (differs)	2	46
Last release	Not published	Not published
Where it runs (differs)	On your machine (notebooklm-mcp-cli)	On your machine (mcp-outline)
Transport (differs)	Not stated	stdio
Tools it declares	Not published	Not published
Environment variables it asks for (differs)	Not published	6, secrets among them: 1
Parts of the bundle (differs)	7	3
Licence	MIT	MIT
Repository (differs)	github.com/gfsaaser24/notebooklm-cowork	github.com/vortiago/mcp-outline
Changes in the last 7 days (differs)	2	0
First seen (differs)	2026-10-19	2026-10-11

Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.

What to use instead of NotebookLM Cowork

Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.

notebooklm

Google NotebookLM integration. Create notebooks, add sources, generate podcasts, videos, and research artifacts.

by jmagar · Plugin bundle

Listed on: Community GitHub marketplaces · Describes nearly the same job
NotebookLM MCP

Google Gemini Notebook (ex NotebookLM) over MCP + a local REST API — cited answers, Studio, history

by roomi-fields · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
Knowtis

Create, search and manage Knowtis collaborative notes from AI assistants.

by knowtis.app · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
Notion

Notion workflows for implementation planning, research synthesis, meeting preparation, and knowledge capture.

by Notion · Plugin bundle

Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job
NotebookLM

Google NotebookLM via natural language: create notebooks, add sources (PDF, URL, YouTube) and ask gr

by mcp-dir · MCP server

Listed on: Official MCP Registry · Describes nearly the same job
lockedin

Knowledge graph of your work, lived inside Claude Code. Capture moments, then render writeups, summaries, and more from the same vault.

by daypunk · Plugin bundle

Listed on: Community GitHub marketplaces · Describes nearly the same job

Its card, with similar plugins by marketplace

What each says it does

NotebookLM Cowork

In its own words, on Community GitHub marketplaces:

Control Google NotebookLM from Claude. Notebooks, sources, research, studio artifacts, and AI queries. 39 tools, built for Cowork.

Outline MCP Server

In its own words, on Official MCP Registry:

Connect AI assistants to Outline for document search, reading, and management

How to run each

NotebookLM Cowork

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Outline MCP Server As a local MCP server: PyPI package

Claude Code

claude mcp add --env "OUTLINE_API_KEY=<YOUR_OUTLINE_API_KEY>" --transport stdio mcp-outline -- uvx mcp-outline

Requires: OUTLINE_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of NotebookLM Cowork publish no settings it asks for, so we do not compare settings.

What it can do: NotebookLM Cowork · What it can do: Outline MCP Server · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. Package data comes from the Python Package Index (pypi.org). Figures come from our own regular passes over the marketplaces, last read on 2026-10-29. We publish no contact details for plugin publishers.