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Mapbox vs Kvartiry-Phuket: Phuket real estate and travel data

Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). Kvartiry-Phuket: Phuket real estate and travel data is an MCP server published by kvartiry-phuket.com. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-18. 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

Where each is published
MarketplaceMapboxKvartiry-Phuket: Phuket real estate and travel data
Docker MCP Catalog Listed
Version: sha256:298701beaeed
Forks (GitHub): 44
Pulls (Docker Hub): 35 457
Stars (Docker Hub): 2
Stars (GitHub): 361
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.1.0
No figure published
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 Kvartiry-Phuket: Phuket real estate and travel data
FactMapboxKvartiry-Phuket: Phuket real estate and travel data
Marketplaces that list it11
Stars (GitHub) (differs)361No figure on GitHub
Pulls (Docker Hub) (differs)35 457No figure on Docker Hub
Forks (GitHub) (differs)44No figure on GitHub
Last release (differs)Not published2026-10-13
Where it runs (differs)On your machine (mcp/mapbox)Remote server (kvartiry-phuket.com/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declares (differs)28Not published
Environment variables it asks for (differs)1, secrets among them: 1Not published
Licence (differs)MITNot stated
Repository (differs)github.com/mapbox/mcp-serverNot stated
Changes in the last 7 days (differs)04
First seen (differs)2026-10-112026-10-12
Endpoint at the last check (differs)no remote endpoint we checkResponded 4 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

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.

Kvartiry-Phuket: Phuket real estate and travel data

In its own words, on Official MCP Registry:

Phuket property guides, asking prices, weather, webcams, sea state today and calm beaches by month

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)

Kvartiry-Phuket: Phuket real estate and travel data As a remote MCP server

Claude Code
claude mcp add --transport http phuket https://kvartiry-phuket.com/mcp

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

Only Kvartiry-Phuket: Phuket real estate and travel data has a remote endpoint we check. How we check endpoints

Tools each declares

Only Mapbox has

  • area_tool
  • bbox_tool
  • bearing_tool
  • buffer_tool
  • category_search_tool
  • centroid_tool
  • convex_tool
  • destination_tool
  • difference_tool
  • directions_tool
  • distance_tool
  • ground_location_tool
Show the remaining 16
  • intersect_tool
  • isochrone_tool
  • length_tool
  • map_matching_tool
  • matrix_tool
  • midpoint_tool
  • nearest_point_on_line_tool
  • nearest_point_tool
  • optimization_tool
  • place_details_tool
  • points_within_polygon_tool
  • reverse_geocode_tool
  • search_and_geocode_tool
  • simplify_tool
  • static_map_image_tool
  • union_tool

Only Kvartiry-Phuket: Phuket real estate and travel data has

  • get_asking_prices
  • get_calm_beaches
  • get_climate
  • get_condo_assessment
  • get_district
  • get_guide
  • get_observed_weather
  • get_sea_today
  • get_weather_now
  • list_districts
  • list_webcams
  • search_beaches
Show the remaining 2
  • search_faq
  • search_guides

Both have

None

Tool names as the marketplaces declare them and as Ext Ops observed them on the endpoints (Kvartiry-Phuket: Phuket real estate and travel data as of 2026-10-13). More tools is not better in itself: compare what each needs for the job.

Settings each asks for

The marketplaces of Kvartiry-Phuket: Phuket real estate and travel data publish no settings it asks for, so we do not compare settings.

What it can do: Mapbox · What it can do: Kvartiry-Phuket: Phuket real estate and travel data · 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.

Where the data comes from: how the catalog is built