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Workledge vs NotebookLM MCP

Workledge is an MCP server published by workledge.ai. Marketplaces we read that list it: 1 (Official MCP Registry). NotebookLM MCP is an MCP server published by roomi-fields. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-21. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceWorkledgeNotebookLM MCP
Official MCP Registry Listed
Version: 1.0.0
No figure published
Not marked · First seen
Listed
Version: 4.2.0
Downloads/month (npm): 2 798
Downloads/week (npm): 559
Forks (GitHub): 62
Stars (GitHub): 202
Not marked · First seen

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

Workledge vs NotebookLM MCP
FactWorkledgeNotebookLM MCP
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub202
Forks (GitHub) (differs)No figure on GitHub62
Last release (differs)Not published2026-10-18
Where it runs (differs)Remote server (mcp.workledge.ai/mcp)On your machine (@roomi-fields/notebooklm-mcp)
Transport (differs)Streamable HTTPstdio
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
LicenceNot statedNot stated
Repository (differs)Not statedgithub.com/roomi-fields/notebooklm-mcp
Changes in the last 7 days (differs)03
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 45 h agono remote endpoint we check

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

Workledge

In its own words, on Official MCP Registry:

A growing notebook shared by every AI you use. Save in conversation, recall from any connected AI.

NotebookLM MCP

In its own words, on Official MCP Registry:

Automate Google NotebookLM — Q&A with citations, audio, video, content generation

How to run each

Workledge As a remote MCP server

Claude Code
claude mcp add --transport http workledge https://mcp.workledge.ai/mcp

NotebookLM MCP As a local MCP server: npm package

Claude Code
claude mcp add --transport stdio notebooklm-mcp -- npx -y @roomi-fields/notebooklm-mcp

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

Only Workledge has a remote endpoint we check. How we check endpoints

Tools each declares

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

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: Workledge · What it can do: NotebookLM MCP · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built