Mapbox vs geoda-analysis
Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). geoda-analysis is a plugin bundle for AI coding tools published by GeoDa AI contributors. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-26. 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 | |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:298701beaeed Forks (GitHub): 45 Pulls (Docker Hub): 35 963 Stars (Docker Hub): 2 Stars (GitHub): 363 Not marked · First seen |
Not listed |
| Community marketplace geodaai/geodalib | Not listed | Listed Version: 0.0.1 Forks (GitHub): 1 Stars (GitHub): 23 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 | geoda-analysis |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 363 (better) | 23 (worse) |
| Pulls (Docker Hub) (differs) | 35 963 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 45 (better) | 1 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/mapbox) | Installs as a plugin bundle |
| Transport (differs) | stdio | Not stated |
| Tools it declares (differs) | 28 | Not published |
| Environment variables it asks for (differs) | 1, secrets among them: 1 | Not published |
| Licence | MIT | MIT |
| Repository (differs) | github.com/mapbox/mcp-server | github.com/geodaai/geodalib |
| Changes in the last 7 days | 0 | 0 |
| First seen (differs) | 2026-10-11 | 2026-10-19 |
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.
geoda-analysis
GeoDa spatial analysis: LISA, join-count colocation, global Moran, spatial regression, classification, rates, standardization, thiessen, MST, cartogram — run directly against @geoda/* in a node environment.
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)
geoda-analysis As a Claude Code plugin
/plugin marketplace add geodaai/geodalib
/plugin install geoda-analysis@geodalibCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of geoda-analysis publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of geoda-analysis publish no settings it asks for, so we do not compare settings.
What it can do: Mapbox · What it can do: geoda-analysis · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.