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WeatherXM FACT — Forecast Accuracy & Ground-Truth Verification

Verify forecast accuracy against station ground truth

1428 ms

answered our call

State
Answered
Protocol
MCP 2025-06-18
Tools listed
4
Answered
3 of the last 3 calls

How to reach it

  • MCP, HTTPhttps://fact.weatherxm.com/mcp

What it can do

ToolWhat it says it does
check_ground_truth_coverageCheck historical WeatherXM FACT ground-station publication coverage for any coordinate (H3 Res-7 cell, ~5.2 km²) or station_or_report_id, plus nearest evaluated reference cell distance and interactive map citation link. Useful when assessing microclimate sensor coverage for farms, solar/wind…
get_best_forecast_modelFind which weather forecast model had the lowest verified historical error (MAE) for a latitude/longitude coordinate (or station_or_report_id), weather variable (temperature, wind_speed, precipitation, humidity), and forecast horizon (Days 0-7). All 45 FACT models: WeatherXM MOSAIC (MOSAIC)…
get_fact_leaderboardRead the global weather forecast accuracy leaderboard (MAE, RMSE, and categorical rain skill HSS, POD, FAR, CSI across lead days 0..7) or country-level published H3 cell-win summaries across all 45 forecast models and 8,927 stations. All 45 FACT models: WeatherXM MOSAIC (MOSAIC), meteoblue…
get_model_head_to_headCompare up to 10 weather forecast models head-to-head across lead days 0 to 7 on global historical error curves, with explicit cohort and station-commissioned (mLM) caveats. All 45 FACT models: WeatherXM MOSAIC (MOSAIC), meteoblue (METEOBLUE), meteoblue station-mLM (mLM), ECMWF IFS (IFS025…

In its maker's words

Scores 45 NWP & AI weather models (ECMWF, GFS, ICON, meteoblue, MOSAIC) against 8,927 stations.

Website
fact.weatherxm.com
Publisher
fact.weatherxm.com
Listed from
the official MCP Registry as com.weatherxm.fact/mcp
Version
2.1.0, updated 5 Nov 2026
Kinds of work
Travel, maps and weather, Search and research, Data and databases

The domain it lives on

weatherxm.com
registered 30 May 2012 (14 years ago), at Cloudflare, Inc., its name does not resolve now

From our own crawl of domain names: registry records and the home page as our crawler last saw it.

Every call we made

WhenWhat happenedTime
Answered1428 ms
Answered2184 ms
Answered339 ms

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