Mapbox Developer vs com.geiant/mcp-perception
Mapbox Developer is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). com.geiant/mcp-perception is an MCP server published by geiant.com. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-12. 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 |  com.geiant/mcp-perception | |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:4dd53e90855e Forks (GitHub): 11 Pulls (Docker Hub): 14 229 Stars (Docker Hub): 1 Stars (GitHub): 61 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.3.3 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 | com.geiant/mcp-perception |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 61 (better) | 0 (worse) |
| Pulls (Docker Hub) (differs) | 14 229 | 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) | Remote server (packagesmcp-perception-production.up.railway.app/mcp) |
| Transport (differs) | stdio | Streamable HTTP |
| 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/gns-foundation/geiant |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | no remote endpoint we check | not checked yet |
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.
com.geiant/mcp-perception
Geospatial AI MCP server — satellite imagery, embeddings, weather, GNS governance
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)
com.geiant/mcp-perception As a remote MCP server
claude mcp add --transport http mcp-perception https://packagesmcp-perception-production.up.railway.app/mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of com.geiant/mcp-perception publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of com.geiant/mcp-perception publish no settings it asks for, so we do not compare settings.
What it can do: Mapbox Developer · What it can do: com.geiant/mcp-perception · 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.