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mobbin vs Geoa — Get found in ChatGPT

mobbin is a plugin bundle for AI coding tools published by Mobbin. Marketplaces we read that list it: 2 (Community GitHub marketplaces, Copilot CLI: github/awesome-copilot). Geoa — Get found in ChatGPT is an MCP server published by geoa.app. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-11-09. 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
MarketplacemobbinGeoa — Get found in ChatGPT
Copilot CLI: github/awesome-copilot Listed
Version: 1.5.0
Forks (GitHub): 3
Stars (GitHub): 66
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.3.0
No figure published
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

mobbin vs Geoa — Get found in ChatGPT
FactmobbinGeoa — Get found in ChatGPT
Marketplaces that list it (differs)2 (better)1 (worse)
Stars (GitHub) (differs)66No figure on GitHub
Forks (GitHub) (differs)3No figure on GitHub
Last release (differs)Not published2026-10-22
Where it runs (differs)Remote server (api.mobbin.com/mcp)Remote server (geoa.app/mcp)
TransportStreamable HTTPStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)5Not a bundle
Licence (differs)MITNot stated
Repository (differs)github.com/mobbin/skillsNot stated
Changes in the last 7 days (differs)20
First seen (differs)2026-10-292026-10-22
Endpoint at the last check (differs)Responded 25 h ago, requires authenticationStatus out of date: last check 2 days ago returned HTTP 405

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

mobbin

In its own words, on Community GitHub marketplaces:

Give your AI agent 600,000+ real app screens, and the skills to use them. Includes the Mobbin MCP and a skill that redesigns your screen from patterns real apps ship, in your own design system, with the references behind every change.

Geoa — Get found in ChatGPT

In its own words, on Official MCP Registry:

Check whether ChatGPT, Gemini and Perplexity recommend a business, and get fixes for its website.

How to run each

mobbin As a Claude Code plugin

Claude Code
/plugin marketplace add mobbin/skills
/plugin install mobbin@mobbin

Geoa — Get found in ChatGPT As a remote MCP server

Claude Code
claude mcp add --transport http geoa https://geoa.app/mcp --header "X-Client-Key: <YOUR_X_CLIENT_KEY>"

Requires: X-Client-Key header

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

Both endpoints responded at the last daily 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: mobbin · What it can do: Geoa — Get found in ChatGPT · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the public marketplace file https://github.com/github/awesome-copilot/blob/HEAD/.github/plugin/marketplace.json. 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