Mapbox Developer vs Autobahn — German motorway roadworks, closures, warnings, parking & EV charging
Mapbox Developer is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). Autobahn — German motorway roadworks, closures, warnings, parking & EV charging is an MCP server published by mohammad-abbasi-sh. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-11-14. 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 | ||
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:4dd53e90855e Forks (GitHub): 10 Pulls (Docker Hub): 15 179 Stars (Docker Hub): 1 Stars (GitHub): 62 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.1.0 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
| Fact | Mapbox Developer | Autobahn — German motorway roadworks, closures, warnings, parking & EV charging |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 62 (better) | 0 (worse) |
| Pulls (Docker Hub) (differs) | 15 179 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 10 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/mapbox-devkit) | On your machine (autobahn-mcp) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 23 | Not published |
| Environment variables it asks for (differs) | 1, secrets among them: 1 | Not published |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/mapbox/mcp-devkit-server | github.com/mohammad-abbasi-sh/autobahn-mcp |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen (differs) | 2026-10-11 | 2026-11-11 |
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.
Autobahn — German motorway roadworks, closures, warnings, parking & EV charging
Unofficial read-only MCP server for the German Autobahn — roadworks, closures, warnings & charging.
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-devkit
Requires: MAPBOX_ACCESS_TOKEN (secret)
Autobahn — German motorway roadworks, closures, warnings, parking & EV charging As a local MCP server: PyPI package
claude mcp add --transport stdio autobahn-mcp -- uvx autobahn-mcp
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of Autobahn — German motorway roadworks, closures, warnings, parking & EV charging publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of Autobahn — German motorway roadworks, closures, warnings, parking & EV charging publish no settings it asks for, so we do not compare settings.
What it can do: Mapbox Developer · What it can do: Autobahn — German motorway roadworks, closures, warnings, parking & EV charging · 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.