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OpenMesh vs TokenLab MCP Server

OpenMesh is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). TokenLab MCP Server is an MCP server published by hedging8563. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-14. 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
MarketplaceOpenMeshTokenLab MCP Server
Docker MCP Catalog Listed
Version: not stated
No figure published
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.6.29
Downloads/month (npm): 3 178
Downloads/week (npm): 766
Forks (GitHub): 1
Stars (GitHub): 0
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

OpenMesh vs TokenLab MCP Server
FactOpenMeshTokenLab MCP Server
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub0
Forks (GitHub) (differs)No figure on GitHub1
Last release (differs)Not published2026-10-12
Where it runs (differs)Remote server (api.openmesh.dev/mcp)On your machine (@tokenlabai/mcp-server)
Transport (differs)Streamable HTTPstdio
Tools it declares (differs)4Not published
Environment variables it asks for (differs)Not published9, secrets among them: 2
Licence (differs)Apache-2.0Not stated
Repository (differs)Not statedgithub.com/hedging8563/tokenlab-mcp-server
Changes in the last 7 days (differs)01
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Not responding since 2026-10-13no 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

OpenMesh

In its own words, on Docker MCP Catalog:

Discover and connect to a curated marketplace of MCP servers for extending AI agent capabilities.

TokenLab MCP Server

In its own words, on Official MCP Registry:

TokenLab MCP server: 32 default and 89 full-profile tools for models, media, tasks, and files.

How to run each

OpenMesh As a remote MCP server

Claude Code
claude mcp add --transport http openmesh https://api.openmesh.dev/mcp

TokenLab MCP Server As a local MCP server: npm package

Claude Code
claude mcp add --env "TOKENLAB_API_KEY=<YOUR_TOKENLAB_API_KEY>" --env "TOKENLAB_MANAGEMENT_TOKEN=<YOUR_TOKENLAB_MANAGEMENT_TOKEN>" --transport stdio tokenlab -- npx -y @tokenlabai/mcp-server

Requires: TOKENLAB_API_KEY (secret), TOKENLAB_MANAGEMENT_TOKEN (secret)

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

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

Tools each declares

The marketplaces of TokenLab MCP Server publish no list of tools, so we do not compare tools.

Settings each asks for

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

What it can do: OpenMesh · What it can do: TokenLab MCP Server · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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