Mapbox vs real-estate-investment
real-estate-investment is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑26.
Mapbox is an MCP server published by mapbox. Marketplaces we read that list it: 1 (Docker MCP Catalog). real-estate-investment is a plugin bundle for AI coding tools published by Antony Zaki. No marketplace we read lists it any more. As of our marketplace pass on 2026-11-04. 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
| Marketplace |  Mapbox | |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:298701beaeed Forks (GitHub): 44 Pulls (Docker Hub): 36 170 Stars (Docker Hub): 2 Stars (GitHub): 365 Not marked · First seen |
Not listed |
| Community marketplace aznatkoiny/zai-skills | Not listed | Removed on 2026-10-26 Version: 1.3.1 Forks (GitHub): 1 Stars (GitHub): 10 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 | real-estate-investmentno longer listed · |
|---|---|---|
| Marketplaces that list it (differs) | 1 | 0 |
| Stars (GitHub) (differs) | 365 | 10 |
| Pulls (Docker Hub) (differs) | 36 170 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 44 | 1 |
| 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 | 6, secrets among them: 6 |
| Hooks it runs (differs) | Not published | 1 |
| Parts of the bundle (differs) | Not a bundle | 16 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/mapbox/mcp-server | github.com/aznatkoiny/zai-skills |
| Changes in the last 7 days | 0 | 0 |
| First seen (differs) | 2026-10-11 | 2026-10-15 |
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 real-estate-investment
Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.
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Free real-estate underwriting, no key or account. 6 strategies, stress tests, max offer.
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USDV Capital — Your Real Estate CFO
Real estate market intelligence, calculators, and capital advisory for US investors.
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Institutional-grade CRE skills library covering deal screening, underwriting, structuring, due diligence, capital markets, market research, asset management, leasing, investor…
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Search real-estate deals, rank top areas, run rental/BRRRR/flip analysis, pull sold comps.
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Korean real estate decision meta-router — 9 frameworks (Hedonic Pricing, DiPasquale-Wheaton 4-Quadrant, Alonso-Muth-Mills, Cap Rate/DCF, Harrison 18.6-Year Cycle, Highest & Best…
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Real estate market intelligence — investment scores, rental yields, and market data for 895 US metros. Free for top 50 markets.
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.
real-estate-investment
End-to-end real estate investment analysis with financial modeling, 4 agents, 9 commands, MCP server (13 tools across 7 APIs incl. keyless Redfin snapshots and FRED), tested finance scripts, and tax-aware structuring for all property types.
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)
real-estate-investment
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 real-estate-investment publish no list of tools, so we do not compare tools.
Settings each asks for
Only Mapbox asks for
MAPBOX_ACCESS_TOKEN (secret)
Only real-estate-investment asks for
AIRDNA_API_KEY (secret)ATTOM_API_KEY (secret)CENSUS_API_KEY (secret)FRED_API_KEY (secret)MASHVISOR_API_KEY (secret)RENTCAST_API_KEY (secret)
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Mapbox · What it can do: real-estate-investment · 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.