Mapbox Developer vs designfit
Mapbox Developer is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). designfit is an MCP server published by as9978. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). 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
| Marketplace |  Mapbox Developer |  designfit |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:4dd53e90855e Forks (GitHub): 11 Pulls (Docker Hub): 14 257 Stars (Docker Hub): 1 Stars (GitHub): 61 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.2.1 Downloads/month (npm): 457 Downloads/week (npm): 66 Forks (GitHub): 0 Stars (GitHub): 6 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
| Fact | Mapbox Developer | designfit |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 2 (better) |
| Stars (GitHub) (differs) | 61 (better) | 6 (worse) |
| Pulls (Docker Hub) (differs) | 14 257 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 11 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/mapbox-devkit) | On your machine (designfit) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 23 | Not published |
| Environment variables it asks for | 1, secrets among them: 1 | 1, secrets among them: 1 |
| Parts of the bundle (differs) | Not a bundle | 2 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/mapbox/mcp-devkit-server | github.com/as9978/designfit |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen | 2026-10-11 | 2026-10-11 |
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 Developer
Direct access to Mapbox developer APIs for AI assistants. Enables style management, token management, GeoJSON preview, and other developer tools for building Mapbox applications.
designfit
Validate AI-built front-ends against Figma by tokens and geometry, not pixels.
How to run each
Mapbox Developer As a local MCP server: Docker image
claude mcp add --env "MAPBOX_ACCESS_TOKEN=<YOUR_MAPBOX_ACCESS_TOKEN>" --transport stdio mapbox-devkit -- docker run -i --rm -e MAPBOX_ACCESS_TOKEN mcp/mapbox-devkitRequires: MAPBOX_ACCESS_TOKEN (secret)
designfit As a local MCP server: npm package
claude mcp add --env "FIGMA_TOKEN=<YOUR_FIGMA_TOKEN>" --transport stdio designfit -- npx -y designfitRequires: FIGMA_TOKEN (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 designfit publish no list of tools, so we do not compare tools.
Settings each asks for
Only Mapbox Developer asks for
MAPBOX_ACCESS_TOKEN (secret)
Only designfit asks for
FIGMA_TOKEN (secret)
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Mapbox Developer · What it can do: designfit · 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. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.