Mapbox vs Lodging Decision
Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). Lodging Decision is an MCP server published by scenicstay. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-19. 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 |  Lodging Decision |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:298701beaeed Forks (GitHub): 44 Pulls (Docker Hub): 35 493 Stars (Docker Hub): 2 Stars (GitHub): 362 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.1.0-alpha 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 | Lodging Decision |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 362 (better) | 0 (worse) |
| Pulls (Docker Hub) (differs) | 35 493 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 44 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/mapbox) | Remote server (di-001-a-lodging-decision-mcp.scenicstay.workers.dev/mcp) |
| Transport (differs) | stdio | Streamable HTTP |
| Tools it declares (differs) | 28 | 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-server | github.com/scenic-stay/lodging-decision-mcp |
| 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 | Responded 43 h 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
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.
Lodging Decision
Agent-facing lodging decision tool. Non-sensitive categories only. Alpha, unauthenticated.
How to run each
Mapbox As a local MCP server: Docker image
claude mcp add --env "MAPBOX_ACCESS_TOKEN=<YOUR_MAPBOX_ACCESS_TOKEN>" --transport stdio mapbox -- docker run -i --rm -e MAPBOX_ACCESS_TOKEN mcp/mapboxRequires: MAPBOX_ACCESS_TOKEN (secret)
Lodging Decision As a remote MCP server
claude mcp add --transport http lodging-decision-mcp https://di-001-a-lodging-decision-mcp.scenicstay.workers.dev/mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
Only Lodging Decision has a remote endpoint we check. How we check endpoints
Tools each declares
Only Mapbox has
area_toolbbox_toolbearing_toolbuffer_toolcategory_search_toolcentroid_toolconvex_tooldestination_tooldifference_tooldirections_tooldistance_toolground_location_tool
Show the remaining 16
intersect_toolisochrone_toollength_toolmap_matching_toolmatrix_toolmidpoint_toolnearest_point_on_line_toolnearest_point_tooloptimization_toolplace_details_toolpoints_within_polygon_toolreverse_geocode_toolsearch_and_geocode_toolsimplify_toolstatic_map_image_toolunion_tool
Only Lodging Decision has
lodging_decision
Both have
None
Tool names as the marketplaces declare them and as Ext Ops observed them on the endpoints (Lodging Decision as of 2026-10-12). More tools is not better in itself: compare what each needs for the job.
Settings each asks for
The marketplaces of Lodging Decision publish no settings it asks for, so we do not compare settings.
What it can do: Mapbox · What it can do: Lodging Decision · 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.