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@open-science-pillars

Open Science Pillars

AI-assisted open science for earth, planetary, and applied science: Claude Code plugins, steward-signed knowledge, attested computations, and evals.

Open Science Pillars

Skills, signed knowledge and deterministic checks for Earth science, installed as plugins into Claude Code and Claude Cowork. Each capability is procedures an agent can run, facts about data signed by the people who steward it, and checks that emit receipts with no language model in the path. A personal open-source project; not a NASA, JPL, or PO.DAAC product.

Install

Claude Code:

claude plugin marketplace add open-science-pillars/marketplace
claude plugin install ocean-science@open-science-pillars

Claude Cowork: from Customize > Plugins > Add marketplace, add the marketplace by repository, open-science-pillars/marketplace; install the capability you want from it. It is the same plugin, and it brings its dependencies (the foundation and the provider knowledge) with it.

Available: core, ocean-science, nasa-daac-knowledge. Developing: hydrology, land-ice, atmospheric-physics, each with a release you can install. Nine sphere repositories are planned and not installable.

By sphere

A Pillar is a sphere. A domain capability is a discipline inside one; provider knowledge is signed by its stewards and serves every sphere; planned means visible and not installable.

Rendered by build-kit's osp.py sphere-view --into from every repository's .osp/repository.yaml; edit the files, not this block.

Atmosphere

Biosphere

Cryosphere

Geosphere

Hydrosphere

Provider knowledge (signed by its stewards; cuts across spheres)

  • nasa-daac-knowledge (available): Provider knowledge bundles (PO.DAAC, ESDIS, NSIDC, GES DISC, ASDC, OB.DAAC, LP DAAC, ORNL DAAC), signed by their stewards; installed as a dependency of the domain capabilities
  • partner-knowledge (planned): Provider knowledge from non-NASA stewards, signed by them; none engaged yet

Composites (cross-sphere)

  • composites (planned): Cross-sphere composites, each with its own steward, joint knowledge and validation; none yet
Foundation and tooling (serve every sphere)
  • .github (available): Organization profile, issue and pull request templates, governance
  • agent-evals (available): The organization's one benchmark repository; each product's cases, fixtures and results under its own directory (ecco/ first), governed by one charter
  • archive-observatory (available): Data engineers and archive operators: metadata compliance instruments, classified on their own terms rather than by sphere
  • build-kit (available): Maintainers: the development harness, the roadmap and the metadata tooling
  • core (available): The foundation capability every domain capability depends on
  • evals (available): Eval runner, graders, suite manifests and the scoreboard
  • knowledge-template (available): Template: a copy renames repository.name before it validates
  • marketplace (available): The plugin catalog and the canonical documentation
  • plugin-template (available): Template: a copy renames repository.name (and package.yaml) before it validates
  • tutorials (available): Timed walkthroughs and the browser demo

Where to go next

A capability is four kinds of thing: knowledge bundles, skills, deterministic checks and connectors; the glossary defines each of them, and every other term, in plain language.

New here? The tutorials are timed and fresh-install-tested (10, 20, and 30 minute tracks), and the demo folder has a browser-runnable companion. The marketplace README is the catalog: what is available, how to update, and the documentation map. Contributing starts at CONTRIBUTING; who reviews what, and how decisions are taken, is in GOVERNANCE (lazy consensus with owning teams, DCO sign-off on every commit).

Questions: GitHub Discussions on the marketplace repo.

Popular repositories Loading

  1. ocean-science ocean-science Public

    Physical oceanography plugin for Open Science Pillars: the ECCO v4r4 state estimate, SWOT KaRIn SSH, meridional transport, budget closure, water masses, sea level, receipted figures, and the PO.DAA…

    Python 1

  2. knowledge-template knowledge-template Public

    A conformant Open Knowledge Format bundle to copy when starting a new knowledge bundle, with one fully annotated example per concept type. OKF v0.2 plus the Open Science Pillars requirements.

    1

  3. marketplace marketplace Public

    The plugin catalog for Open Science Pillars, and the home of its canonical documentation. What you install is a capability: skills an agent runs for one discipline of Earth science, the knowledge t…

    Python

  4. core core Public

    Foundation plugin for Open Science Pillars: earth science data formats, statistics, uncertainty quantification, cartography, quality control, reproducibility, analysis review, and the start / disco…

    Python

  5. tutorials tutorials Public

    Quarto tutorials, templates, and demos for Open Science Pillars: guided first experiences with the plugins and the knowledge they carry.

  6. plugin-template plugin-template Public

    Scaffold for new Open Science Pillars domain plugins: copy it, rename, replace the examples. Skills-only, self-contained, gate workflow included.

    Python

Repositories

Showing 10 of 25 repositories
  • evals Public

    Eval runner for Open Science Pillars: headless N-trial grading of the plugins' eval cases, with binomial confidence intervals and a scoreboard.

    open-science-pillars/evals's past year of commit activity
    Python 0 Apache-2.0 0 4 0 Updated Sep 23, 2026
  • marketplace Public

    The plugin catalog for Open Science Pillars, and the home of its canonical documentation. What you install is a capability: skills an agent runs for one discipline of Earth science, the knowledge those skills consult (facts about real datasets, signed by the people who steward the data), deterministic checks that emit receipts, and connectors to…

    open-science-pillars/marketplace's past year of commit activity
    Python 0 Apache-2.0 0 14 0 Updated Sep 23, 2026
  • agent-evals Public

    Can your agent do ECCO right? Neutral, versioned eval cases derived from steward-signed knowledge; transparent scoring; self-reported results with transcripts.

    open-science-pillars/agent-evals's past year of commit activity
    Python 0 Apache-2.0 0 1 0 Updated Sep 21, 2026
  • core Public

    Foundation plugin for Open Science Pillars: earth science data formats, statistics, uncertainty quantification, cartography, quality control, reproducibility, analysis review, and the start / discover-data / report workflows. Domain plugins build on it.

    open-science-pillars/core's past year of commit activity
    Python 0 Apache-2.0 0 3 0 Updated Sep 22, 2026
  • build-kit Public

    Development harness for continuing Open Science Pillars: session skills, the workspace-law template, bootstrap, and the persona doc-review workflow.

    open-science-pillars/build-kit's past year of commit activity
    Python 0 Apache-2.0 0 3 0 Updated Sep 20, 2026
  • ocean-science Public

    Physical oceanography plugin for Open Science Pillars: the ECCO v4r4 state estimate, SWOT KaRIn SSH, meridional transport, budget closure, water masses, sea level, receipted figures, and the PO.DAAC knowledge arc. One install brings core and nasa-daac-knowledge with it.

    open-science-pillars/ocean-science's past year of commit activity
    Python 1 Apache-2.0 0 4 0 Updated Sep 20, 2026
  • .github Public

    Org profile, issue templates, governance, and code of conduct for Open Science Pillars.

    open-science-pillars/.github's past year of commit activity
    0 Apache-2.0 0 0 0 Updated Sep 20, 2026
  • open-science-pillars/atmospheric-physics's past year of commit activity
    Python 0 Apache-2.0 0 1 0 Updated Sep 20, 2026
  • land-ice Public
    open-science-pillars/land-ice's past year of commit activity
    Python 0 Apache-2.0 0 1 0 Updated Sep 21, 2026
  • hydrology Public

    Hydrology plugin for Open Science Pillars: SWOT river and lake levels, GRACE-FO groundwater, USGS NWIS streamflow, SMAP soil moisture, and an applied water-resources pack for drought and reservoir analysis. In active development.

    open-science-pillars/hydrology's past year of commit activity
    Python 0 Apache-2.0 0 5 0 Updated Sep 21, 2026

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