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Mapbox vs Korea Nationwide Data

Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). Korea Nationwide Data is an MCP server published by sean-park-funda. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-20. 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
MarketplaceMapboxKorea Nationwide Data
Docker MCP Catalog Listed
Version: sha256:298701beaeed
Forks (GitHub): 44
Pulls (Docker Hub): 35 528
Stars (Docker Hub): 2
Stars (GitHub): 362
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.1.1
Forks (GitHub): 0
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

Mapbox vs Korea Nationwide Data
FactMapboxKorea Nationwide Data
Marketplaces that list it11
Stars (GitHub) (differs)362 (better)0 (worse)
Pulls (Docker Hub) (differs)35 528No figure on Docker Hub
Forks (GitHub) (differs)44 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/mapbox)Remote server (korea-data-mcp.picks-site.workers.dev/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declares (differs)28Not published
Environment variables it asks for (differs)1, secrets among them: 1Not published
Licence (differs)MITNot stated
Repository (differs)github.com/mapbox/mcp-servergithub.com/sean-park-funda/korea-data-mcp
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 2 days ago

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

Mapbox

In its own words, on Docker MCP Catalog:

Transform any AI agent into a geospatially-aware system with Mapbox APIs. Provides geocoding, POI search, routing, travel time matrices, isochrones, and static map generation.

Korea Nationwide Data

In its own words, on Official MCP Registry:

Nationwide Korea: bus stops in 138 cities, 30-year climate normals, tourism (KR/EN).

How to run each

Mapbox As a local MCP server: Docker image

Claude Code
claude mcp add --env "MAPBOX_ACCESS_TOKEN=<YOUR_MAPBOX_ACCESS_TOKEN>" --transport stdio mapbox -- docker run -i --rm -e MAPBOX_ACCESS_TOKEN mcp/mapbox

Requires: MAPBOX_ACCESS_TOKEN (secret)

Korea Nationwide Data As a remote MCP server

Claude Code
claude mcp add --transport http korea-data-mcp https://korea-data-mcp.picks-site.workers.dev/mcp

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

Only Korea Nationwide Data has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of Korea Nationwide Data publish no list of tools, so we do not compare tools.

Settings each asks for

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

What it can do: Mapbox · What it can do: Korea Nationwide Data · 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