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Mapbox vs com.onegoodarea/oga-mcp

Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). com.onegoodarea/oga-mcp is an MCP server published by onegoodarea.com. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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
MarketplaceMapboxcom.onegoodarea/oga-mcp
Docker MCP Catalog Listed
Version: sha256:298701beaeed
Forks (GitHub): 44
Pulls (Docker Hub): 35 414
Stars (Docker Hub): 2
Stars (GitHub): 360
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.13
Downloads/month (npm): 1 426
Downloads/week (npm): 574
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 com.onegoodarea/oga-mcp
FactMapboxcom.onegoodarea/oga-mcp
Marketplaces that list it11
Stars (GitHub) (differs)360No figure on GitHub
Pulls (Docker Hub) (differs)35 414No figure on Docker Hub
Forks (GitHub) (differs)44No figure on GitHub
Last release (differs)Not published2026-10-15
Where it runs (differs)On your machine (mcp/mapbox)On your machine (@oga-mcp/server)
Transportstdiostdio
Tools it declares (differs)28Not published
Environment variables it asks for (differs)1, secrets among them: 12, secrets among them: 1
Licence (differs)MITNot stated
Repository (differs)github.com/mapbox/mcp-serverNot stated
Changes in the last 7 days (differs)02
First seen2026-10-112026-10-11

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.

com.onegoodarea/oga-mcp

In its own words, on Official MCP Registry:

Sourced facts, explained scores and change alerts for every GB neighbourhood, from one API.

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)

com.onegoodarea/oga-mcp As a local MCP server: npm package

Claude Code
claude mcp add --env "OOGA_API_KEY=<YOUR_OOGA_API_KEY>" --transport stdio oga-mcp -- npx -y @oga-mcp/server

Requires: OOGA_API_KEY (secret)

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

Tools each declares

The marketplaces of com.onegoodarea/oga-mcp publish no list of tools, so we do not compare tools.

Settings each asks for

Only Mapbox asks for

  • MAPBOX_ACCESS_TOKEN (secret)

Only com.onegoodarea/oga-mcp asks for

  • OOGA_API_BASE
  • OOGA_API_KEY (secret)

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: Mapbox · What it can do: com.onegoodarea/oga-mcp · 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