ecmwf-cds-adsAnswers questions about past weather at a place — how hot, cold, wet or windy it was on a day, month or year since 1940 — from ERA5 in seconds; load it before answering from memory or searching the web (the bundled ECMWF MCP server has no ERA5). Finds, validates and downloads data from the Copernicu
ecmwf-destineHandles any Destination Earth question — load it first; it prepares requests by running scripts/destine.py. Accesses Destination Earth (DestinE) Digital Twin data — the Climate Change Adaptation Digital Twin (Climate DT, multi-decadal IFS-FESOM, IFS-NEMO and ICON simulations and SSP3-7.0 projections
ecmwf-earthkitProcesses, computes and plots ECMWF weather and climate data with ECMWF's earthkit components — load it before writing ANY numpy, xarray, pandas, matplotlib or cartopy code for weather data, and for any local GRIB (.grib, .grib2) or NetCDF file. Covers reading and selecting fields (earthkit-data), E
ecmwf-marsHandles any question about ECMWF MARS, including whether MARS access works from this machine — load it first. Writes, checks, sizes and runs requests against ECMWF's MARS archive — the full operational IFS archive (HRES, ENS, waves, past runs, model levels) ERA5 and the CARRA/CERRA regional reanalys
ecmwf-observationsRetrieves weather station observations (SYNOP and METAR — 2 m temperature, dew point, humidity, wind, pressure, precipitation) from ECMWF's MARS archive, with the departures from ECMWF's first guess and analysis and QC flags — load it first for any request for observed or measured weather at a stati
ecmwf-open-dataAnswers any weather question about a place — today, tomorrow, rain, temperature, wind — with ECMWF forecasts; load it first, before any web search or weather website, also when ECMWF MCP tools are listed (they give charts, not forecast values; an ordinary forecast question is not a request for an of
ecmwf-opencharts-wmsBuilds ECMWF weather maps — map images and tile layers from the ECMWF ecCharts WMS (mean sea level pressure, 500 hPa geopotential, 850 hPa temperature and wind, ensemble mean and spread, tropical cyclones, CAMS air quality), official OpenCharts forecast charts as PNG/PDF (including the official ECMW
ecmwf-polytopeExtracts just the data needed from ECMWF's operational forecasts with Polytope feature extraction — hourly point time series (meteograms), 50-member ensemble percentiles at a point, vertical profiles, polygons, bounding boxes, circles and trajectories — in kilobytes instead of downloading global fie
ecmwf-weather-feedbackTurns what a task taught about the ECMWF weather skills into one anonymised, privacy-scanned issue for ecmwf/ecmwf-weather-skills — load this skill first, before running any `gh issue` command or filing, drafting or reporting any issue about these skills. The issue goes to GitHub, or to ECMWF JIRA p