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Mapbox vs clio-geoscience-skills

clio-geoscience-skills is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑16.

Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). clio-geoscience-skills is a plugin bundle for AI coding tools published by IoWarp Team - Gnosis Research Center. No marketplace we read lists it any more. As of our marketplace pass on 2026-10-23. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceMapboxclio-geoscience-skills
Docker MCP Catalog Listed
Version: sha256:298701beaeed
Forks (GitHub): 45
Pulls (Docker Hub): 35 721
Stars (Docker Hub): 2
Stars (GitHub): 363
Not marked · First seen
Not listed
Community marketplace iowarp/clio-kit Not listed Removed on 2026-10-16
Version: 1.0.2
Forks (GitHub): 25
Stars (GitHub): 29
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

Mapbox vs clio-geoscience-skills
FactMapboxclio-geoscience-skillsno longer listed ·
Marketplaces that list it (differs)10
Stars (GitHub) (differs)36329
Pulls (Docker Hub) (differs)35 721No figure on Docker Hub
Forks (GitHub) (differs)4525
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/mapbox)Installs as a plugin bundle
Transport (differs)stdioNot stated
Tools it declares (differs)28Not published
Environment variables it asks for (differs)1, secrets among them: 1Not published
Parts of the bundle (differs)Not a bundle3
Licence (differs)MITBSD-3-Clause
Repository (differs)github.com/mapbox/mcp-servergithub.com/iowarp/clio-kit
Changes in the last 7 days00
First seen (differs)2026-10-112026-10-13

Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.

What to use instead of clio-geoscience-skills

Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.

  • geo

    CONCEPT — Skills voor Nederlandse geo-standaarden (beheerd door Geonovum): OGC API services (WMS, WFS, WMTS, OGC API Features), metadata (ISO 19115, NGR), informatiemodellen (NEN…

    by developer-overheid-nl · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • clio-terrain

    MCP server for terrain analysis: DEM slope/aspect/suitability and point-cloud reading/gridding

    by iowarp · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • gisgp io.github.uponex/gisgp

    GIS tools for AI agents: 65 free tools + 8 paid (hazard/site-scouting/GeoJSON export)

    by uponex · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • mapsmith io.github.mapsmith-ai/mapsmith

    Deterministic GIS geoprocessing with verifiable provenance on every output

    by mapsmith-ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • geospatial-data-pipeline

    Process, analyze, and visualize geospatial data at scale. Handles drone imagery, GPS tracks, GeoJSON optimization, coordinate transformations, and tile generation. Use for mapping…

    by curiositech · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • geoda

    Drive GeoDa's spatial analysis from the agent: open data, build maps and plots in the app, create spatial weights, and run Moran's I, LISA, rate smoothing, PCA and clustering over…

    by Xun Li · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

Its card, with similar plugins by marketplace

What each says it does

Mapbox

In its own words, on Docker MCP Catalog:

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.

clio-geoscience-skills

In its own words, on Community GitHub marketplaces:

Skills for the clio-geoscience workflow: inspect and map geospatial features, terrain models, and waveform archives.

How to run each

Mapbox As a local MCP server: Docker image

Claude Code
claude mcp add --env "MAPBOX_ACCESS_TOKEN=<YOUR_MAPBOX_ACCESS_TOKEN>" --transport stdio mapbox -- docker run -i --rm -e MAPBOX_ACCESS_TOKEN mcp/mapbox

Requires: MAPBOX_ACCESS_TOKEN (secret)

clio-geoscience-skills

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

The marketplaces of clio-geoscience-skills publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of clio-geoscience-skills publish no settings it asks for, so we do not compare settings.

What it can do: Mapbox · What it can do: clio-geoscience-skills · 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.

Where the data comes from: how the catalog is built