Mapbox vs PanoOn Street View
Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). PanoOn Street View is an MCP server published by fanrj3. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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 |  PanoOn Street View |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:298701beaeed Forks (GitHub): 44 Pulls (Docker Hub): 35 410 Stars (Docker Hub): 2 Stars (GitHub): 360 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.2.21 Downloads/month (npm): 338 Downloads/week (npm): 338 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 | PanoOn Street View |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 360 (better) | 0 (worse) |
| Pulls (Docker Hub) (differs) | 35 410 | 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) | On your machine (panoon-mcp) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 28 | Not published |
| Environment variables it asks for (differs) | 1, secrets among them: 1 | 1, secrets among them: 0 |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/mapbox/mcp-server | github.com/fanrj3/panoon-mcp |
| Changes in the last 7 days | 0 | 0 |
| 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
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.
PanoOn Street View
Scan Street View areas into PanoIDs and download imagery through PanoOn.
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)
PanoOn Street View As a local MCP server: npm package
claude mcp add --transport stdio panoon-mcp -- npx -y panoon-mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of PanoOn Street View publish no list of tools, so we do not compare tools.
Settings each asks for
Only Mapbox asks for
MAPBOX_ACCESS_TOKEN (secret)
Only PanoOn Street View asks for
PANOON_SERVICE_URL
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Mapbox · What it can do: PanoOn Street View · 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.