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@Climate-REF

Climate REF

Climate Rapid Evaluation Framework

Rapid Evaluation Framework (REF)

As climate models become increasingly complex, there is a need for systematic and comprehensive evaluation and benchmarking through comparison with best-available observational data to assess model fidelity across a wide range of variables.

Vision for the Rapid Evaluation Framework: A community owned evaluation framework, built upon, and compatible with, existing community evaluation packages that incorporates an application programming interface (API) for executing metrics generated from community evaluation packages, across the globe.

Goal: The CMIP7 Assessment Fast Track (AFT) Rapid Evaluation Framework (REF) will be a complete end to end system providing a systematic and rapid performance assessment of the expected models participating in the CMIP7 AFT, supporting the next IPCC Assessment Report 7 (AR7) cycle.

Outcome: The REF provides the ability to fully integrate evaluation tools into the CMIP publication workflow, and their diagnostic outputs published alongside the model output on the Earth System Grid Federation (ESGF) through an easily accessible website.

Wider community use beyond CMIP: The REF is designed to be a starting point for the community to develop and build upon, with applications across the WCRP Modelling Multiverse and beyond.

See the CMIP7 Assessmnt Fast Track REF announcement for more context.

Timelines

We are actively working towards a Beta Release in May 2025. There is a small set of metrics currently implemented, but are working to extend that,.

Please refer to our roadmap to understand what we are working on.

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  1. climate-ref climate-ref Public

    Rapid Evaluation Framework for CMIP simulations

    Python 20 10

  2. ref-app ref-app Public

    API and Portal for viewing outputs from the REF

    TypeScript

  3. ref-sample-data ref-sample-data Public

    Sample datasets used for the REF test suite

    Python 3

Repositories

Showing 10 of 10 repositories
  • climate-ref Public

    Rapid Evaluation Framework for CMIP simulations

    Climate-REF/climate-ref’s past year of commit activity
    Python 20 Apache-2.0 10 75 (1 issue needs help) 12 Updated Jan 28, 2026
  • Obs4REF_CVs Public
    Climate-REF/Obs4REF_CVs’s past year of commit activity
    Python 0 2 0 0 Updated Jan 22, 2026
  • ref-sample-data Public

    Sample datasets used for the REF test suite

    Climate-REF/ref-sample-data’s past year of commit activity
    Python 0 Apache-2.0 3 1 1 Updated Dec 15, 2025
  • ref-app Public

    API and Portal for viewing outputs from the REF

    Climate-REF/ref-app’s past year of commit activity
    TypeScript 0 Apache-2.0 0 1 0 Updated Oct 20, 2025
  • app-feedback Public
    Climate-REF/app-feedback’s past year of commit activity
    0 Apache-2.0 0 0 0 Updated Oct 1, 2025
  • .github Public
    Climate-REF/.github’s past year of commit activity
    0 0 0 0 Updated Sep 29, 2025
  • obs_validator Public
    Climate-REF/obs_validator’s past year of commit activity
    Python 0 0 0 0 Updated May 2, 2025
  • obs_preparation_progress Public

    This is to track the progress of the proposals and data preparation carried out by the REF delivery team. The Dataset Provider has given their approval for the REF DT to submit the obs4MIPs proposal and prepare the datasets as a third party.

    Climate-REF/obs_preparation_progress’s past year of commit activity
    0 0 24 0 Updated Mar 7, 2025
  • rfcs Public

    RFCs for the CMIP REF

    Climate-REF/rfcs’s past year of commit activity
    0 Apache-2.0 0 1 1 Updated Oct 30, 2024
  • wp1-prototype Public

    A strawman concept for how WP1 could work

    Climate-REF/wp1-prototype’s past year of commit activity
    Python 0 0 0 0 Updated Oct 2, 2024

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