Coverage: Global

CPT

Well established calibration tool for seasonal and recently sub-seasonal predictions

WMOLC

The main source of output from WMO GPC models. Containst standardised forecast maps and multi model predictions

XCAST

A Python-based climate forecasting toolkit designed to support statistical seasonal prediction, multi-model ensemble analysis, and reproducible forecasting workflows

WMO Information System 2.0 (WIS 2.0)

A global data exchange and interoperability framework designed to enable real-time sharing, discover, and access to weather, climate, and hydrological data across countries, institutions, and systems

WGI Interactive Atlas

A scientific data exploration and visualization platform designed to support climate change assessment, risk analysis, and decision-making by enabling users to interact with multi-model climate projections and historical datasets

IRI Seasonal Forecasting Toolkit

A suite of statistical forecasting and downscaling tools used to generate seasonal climate predictions, enabling NMHSs to produce probabilistic forecasts tailored to regional and national contexts

Copernicus Climate Data Store (CDS)

A climate data repository and access platform that provides users with open access to a wide range of climate datasets, supporting analysis, modelling, and development of climate services and DSSs