Mapbox vs Yatmo neighbourhood data for real estate
Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). Yatmo neighbourhood data for real estate is an MCP server published by yatmo.com. Marketplaces we read that list it: 1 (Official MCP Registry). 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 |  Yatmo neighbourhood data for real estate |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:298701beaeed Forks (GitHub): 44 Pulls (Docker Hub): 35 394 Stars (Docker Hub): 2 Stars (GitHub): 360 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 1.0.1 Downloads/month (npm): 218 Downloads/week (npm): 218 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 | Yatmo neighbourhood data for real estate |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 360 (better) | 0 (worse) |
| Pulls (Docker Hub) (differs) | 35 394 | 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 (mcp.yatmo.com/mcp/v1) |
| Transport (differs) | stdio | Streamable HTTP |
| Tools it declares (differs) | 28 | Not published |
| Environment variables it asks for | 1, secrets among them: 1 | 1, secrets among them: 1 |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/mapbox/mcp-server | github.com/yatmo/yatmo-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 36 h ago, requires a key |
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.
Yatmo neighbourhood data for real estate
Real estate neighbourhood data: nearest school, shops, transport with travel times, 25 countries.
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)
Yatmo neighbourhood data for real estate As a remote MCP server
claude mcp add --transport http yatmo https://mcp.yatmo.com/mcp/v1 --header "LicenceKey: <YOUR_LICENCEKEY>"Requires: LicenceKey (secret), LicenceKey header
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Only Yatmo neighbourhood data for real estate has a remote endpoint we check. How we check endpoints
Tools each declares
The marketplaces of Yatmo neighbourhood data for real estate publish no list of tools, so we do not compare tools.
Settings each asks for
Only Mapbox asks for
MAPBOX_ACCESS_TOKEN (secret)
Only Yatmo neighbourhood data for real estate asks for
LicenceKey (secret)
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Mapbox · What it can do: Yatmo neighbourhood data for real estate · 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.