Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-26 07:19 UTC
iiasa / message-ix-models
Tools for the MESSAGEix-GLOBIOM family of models
iiasa/message-ix-models erreicht einen Gesundheitsindex von 71 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (89/100) ab, am schwächsten bei AI Readiness (50/100). Zuletzt vor 1 Tag aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
71
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
71
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
IIASAOrganisation
212 Follower202 öffentliche Reposseit Okt. 2015
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| PyPI | message-ix-models | 2026.4.17 | - | 59 | vor 99 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
89
Entwicklungsaktivität
94Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 1 Tagen |
| 29.8/36 | Commit-Rhythmus — 43/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 840 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 840 |
| human_commit_share | 0,99 |
| days_since_last_push | 1 |
| active_weeks_last_year | 43 |
Release-Disziplin
82Gut
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 39 Releases veröffentlicht |
| 27/36 | Release-Aktualität — letztes Release vor 99 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 80,6 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 39 |
| latest_release_tag | v2026.4.17 |
| releases_from_tags | nein |
| days_since_latest_release | 99 |
| mean_days_between_releases | 80,6 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
51
Popularität & Verbreitung
46Gefährdet
Wie die Bewertung erfolgt
| 24.2/60 | Stars — 32 Stars |
| 14.6/25 | Forks — 57 Forks |
| 6.8/15 | Watcher — 18 Watcher |
Verwendete Eingangsdaten
| forks | 57 |
| stars | 32 |
| watchers | 18 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
57Mittel
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 0/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | nein |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | ja |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
64
Maintainer-Resilienz (Bus-Faktor)
42Gefährdet
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 9.7/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 57 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 31 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 31 |
| top_contributor_share | 0,567 |
Wie die Bewertung erfolgt
| 17.9/46.8 | Issue-Lösungsquote — 38 % der Issues geschlossen |
| 32.9/38.3 | PR-Annahme — 280/326 entschiedene PRs gemergt |
| 3/15 | OpenSSF Scorecard: Code-Review — Found 1/4 approved changesets -- score normalized to 2 |
Verwendete Eingangsdaten
| merged_prs | 280 |
| open_issues | 97 |
| closed_issues | 60 |
| issue_closed_ratio | 0,382 |
| closed_unmerged_prs | 46 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 16.7/25 | Reichweite des Inhabers — 212 Follower von iiasa |
| 25/25 | Kontohistorie — 202 öffentliche Repos, Kontoalter ca. 10 Jahre |
Verwendete Eingangsdaten
| followers | 212 |
| owner_type | Organization |
| is_verified | — |
| owner_login | iiasa |
| public_repos | 202 |
| account_age_days | 3.930 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 99 Tagen |
| 20/20 | Versionshistorie — 59 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | message-ix-models |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 99 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
88
Engineering-Praktiken
94Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 4 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 5 out of 5 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
80Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://docs.messageix.org/models |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | nein |
| homepage | https://docs.messageix.org/models |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
59
Sicherheitslage
49Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 5 out of 5 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 1.5/7.5 | Code-Review — Found 1/4 approved changesets -- score normalized to 2 |
| 2.5/2.5 | Contributors — project has 13 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 80 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4,9 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Abhängigkeits-Advisories
100Exzellent
Wie die Bewertung erfolgt
| 35/35 | Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory |
| 25/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory |
| 0/40 | Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum |
Verwendete Eingangsdaten
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 112 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:message-ix-models@2026.4.17 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 112 Paketen. Erreichbarkeit wird nicht analysiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
50
AI-Agentenkontext & Leitlinien
13Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 12.9/40 | Lesbare Commit-Historie — 24 von 99 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,242 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — doc/Makefile |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — message_ix_models/py.typed |
| 0/10 | Reproduzierbare Umgebung |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 8/8 | Automatisierte Wartung — 1 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | doc/Makefile |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | message_ix_models/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,01 |
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (message_ix_models/py.typed) |
| 54.3/55 | Handhabbare Dateigrößen — 5/374 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 290.980 |
| source_files_sampled | 374 |
| oversized_source_files | 5 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — notebooks |
Verwendete Eingangsdaten
| example_dirs | notebooks |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
32GitHub-Sterne
31Mitwirkende
840Commits, letzte 12 Monate
1Tage seit letztem Push
39Releases
1Bus-Faktor
97offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 57 ⇿
0Sterne
57Forks
37Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 0Minor 0Patch 37
Jeder Punkt umfasst 5 Tage.
OpenSSF Scorecard 4.9 / 10
4.9Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 5 out of 5 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 2 | Code-Review | Found 1/4 approved changesets -- score normalized to 2 |
| 10 | Contributors | project has 13 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 80 existing vulnerabilities detected |
Direkte Abhängigkeiten 13
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | click | — | pyproject.toml |
| PyPI | colorama | — | pyproject.toml |
| PyPI | genno | >= 1.25 | pyproject.toml |
| PyPI | iam_units | >= 2023.9.11 | pyproject.toml |
| PyPI | message_ix | >= 3.8 | pyproject.toml |
| PyPI | pooch | — | pyproject.toml |
| PyPI | pyam-iamc | >= 0.6 | pyproject.toml |
| PyPI | pyarrow | — | pyproject.toml |
| PyPI | pycountry | — | pyproject.toml |
| PyPI | PyYAML | — | pyproject.toml |
| PyPI | sdmx1 | >= 2.22.0 | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | pyxlsb | >= 1.0.10 | pyproject.toml |
Alle Abhängigkeiten 239
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 25 direkte und 214 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | click | — | direkt |
| PyPI | click | 8.4.0 | direkt |
| PyPI | colorama | — | direkt |
| PyPI | colorama | 0.4.6 | direkt |
| PyPI | genno | — | direkt |
| PyPI | genno | 1.30.1 | direkt |
| PyPI | iam-units | — | direkt |
| PyPI | iam-units | 2026.5.18 | direkt |
| PyPI | message-ix | — | direkt |
| PyPI | pooch | — | direkt |
| PyPI | pooch | 1.9.0 | direkt |
| PyPI | pyam-iamc | — | direkt |
| PyPI | pyam-iamc | 3.3.0 | direkt |
| PyPI | pyarrow | — | direkt |
| PyPI | pyarrow | 24.0.0 | direkt |
| PyPI | pycountry | — | direkt |
| PyPI | pycountry | 26.2.16 | direkt |
| PyPI | pyxlsb | — | direkt |
| PyPI | pyxlsb | 1.0.10 | direkt |
| PyPI | pyyaml | — | direkt |
| PyPI | pyyaml | 6.0.3 | direkt |
| PyPI | sdmx1 | — | direkt |
| PyPI | sdmx1 | 2.26.0 | direkt |
| PyPI | tqdm | — | direkt |
| PyPI | tqdm | 4.67.3 | direkt |
| PyPI | alabaster | 1.0.0 | indirekt |
| PyPI | alembic | 1.18.4 | indirekt |
| PyPI | annotated-doc | 0.0.4 | indirekt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | anyio | 4.13.0 | indirekt |
| PyPI | argon2-cffi | 25.1.0 | indirekt |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirekt |
| PyPI | arrow | 1.4.0 | indirekt |
| PyPI | ast-serialize | 0.5.0 | indirekt |
| PyPI | asttokens | 3.0.1 | indirekt |
| PyPI | async-lru | 2.3.0 | indirekt |
| PyPI | attrs | 26.1.0 | indirekt |
| PyPI | babel | 2.16.0 | indirekt |
| PyPI | beautifulsoup4 | 4.14.3 | indirekt |
| PyPI | bleach | 6.3.0 | indirekt |
| PyPI | cattrs | 26.1.0 | indirekt |
| PyPI | certifi | 2023.7.22 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | charset-normalizer | 3.2.0 | indirekt |
| PyPI | cloudpickle | 3.1.2 | indirekt |
| PyPI | comm | 0.2.3 | indirekt |
| PyPI | contourpy | 1.3.3 | indirekt |
| PyPI | coverage | 7.14.0 | indirekt |
| PyPI | cramjam | 2.11.0 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | dask | 2026.3.0 | indirekt |
| PyPI | debugpy | 1.8.20 | indirekt |
| PyPI | decorator | 5.3.1 | indirekt |
| PyPI | defusedxml | 0.7.1 | indirekt |
| PyPI | docutils | 0.21.2 | indirekt |
| PyPI | et-xmlfile | 2.0.0 | indirekt |
| PyPI | execnet | 2.1.2 | indirekt |
| PyPI | executing | 2.2.1 | indirekt |
| PyPI | fastapi | 0.136.1 | indirekt |
| PyPI | fastjsonschema | 2.21.2 | indirekt |
| PyPI | fastparquet | 2026.5.0 | indirekt |
| PyPI | flexcache | 0.3 | indirekt |
| PyPI | flexparser | 0.4 | indirekt |
| PyPI | fonttools | 4.63.0 | indirekt |
| PyPI | fqdn | 1.5.1 | indirekt |
| PyPI | fsspec | 2026.4.0 | indirekt |
| PyPI | gamsapi | 53.5.0 | indirekt |
| PyPI | gitdb | 4.0.12 | indirekt |
| PyPI | gitpython | 3.1.50 | indirekt |
| PyPI | graphviz | 0.21 | indirekt |
| PyPI | greenlet | 3.5.0 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | h2 | 4.3.0 | indirekt |
| PyPI | hpack | 4.1.0 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httpx | 0.28.1 | indirekt |
| PyPI | hyperframe | 6.1.0 | indirekt |
| PyPI | idna | 3.4 | indirekt |
| PyPI | imagesize | 1.4.1 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | ipykernel | 7.2.0 | indirekt |
| PyPI | ipython | 9.13.0 | indirekt |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirekt |
| PyPI | ipywidgets | 8.1.8 | indirekt |
| PyPI | isoduration | 20.11.0 | indirekt |
| PyPI | ixmp | — | indirekt |
| PyPI | ixmp4 | 0.14.0 | indirekt |
| PyPI | jaydebeapi | 1.2.3 | indirekt |
| PyPI | jedi | 0.20.0 | indirekt |
| PyPI | jinja2 | 3.1.2 | indirekt |
| PyPI | jpype1 | 1.7.1 | indirekt |
| PyPI | json5 | 0.14.0 | indirekt |
| PyPI | jsonpointer | 3.1.1 | indirekt |
| PyPI | jsonschema | 4.26.0 | indirekt |
| PyPI | jsonschema-specifications | 2025.9.1 | indirekt |
| PyPI | jupyter | 1.1.1 | indirekt |
| PyPI | jupyter-client | 8.8.0 | indirekt |
| PyPI | jupyter-console | 6.6.3 | indirekt |
| PyPI | jupyter-core | 5.9.1 | indirekt |
| PyPI | jupyter-events | 0.12.1 | indirekt |
| PyPI | jupyter-lsp | 2.3.1 | indirekt |
| PyPI | jupyter-server | 2.18.2 | indirekt |
| PyPI | jupyter-server-terminals | 0.5.4 | indirekt |
| PyPI | jupyterlab | 4.5.7 | indirekt |
| PyPI | jupyterlab-pygments | 0.3.0 | indirekt |
| PyPI | jupyterlab-server | 2.28.0 | indirekt |
| PyPI | jupyterlab-widgets | 3.0.16 | indirekt |
| PyPI | kiwisolver | 1.5.0 | indirekt |
| PyPI | lark | 1.3.1 | indirekt |
| PyPI | latexcodec | 3.0.1 | indirekt |
| PyPI | librt | 0.11.0 | indirekt |
| PyPI | locket | 1.0.0 | indirekt |
| PyPI | lxml | 6.1.1 | indirekt |
| PyPI | mako | 1.3.12 | indirekt |
| PyPI | markdown-it-py | 4.2.0 | indirekt |
| PyPI | markupsafe | 2.1.3 | indirekt |
| PyPI | matplotlib | 3.10.9 | indirekt |
| PyPI | matplotlib-inline | 0.2.2 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | memory-profiler | 0.61.0 | indirekt |
| PyPI | mistune | 3.2.1 | indirekt |
| PyPI | mizani | 0.14.4 | indirekt |
| PyPI | mypy | 2.1.0 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | narwhals | 2.21.2 | indirekt |
| PyPI | nbclient | 0.10.4 | indirekt |
| PyPI | nbconvert | 7.17.1 | indirekt |
| PyPI | nbformat | 5.10.4 | indirekt |
| PyPI | nest-asyncio | 1.6.0 | indirekt |
| PyPI | notebook | 7.5.6 | indirekt |
| PyPI | notebook-shim | 0.2.4 | indirekt |
| PyPI | numpy | 2.3.0 | indirekt |
| PyPI | numpydoc | 1.10.0 | indirekt |
| PyPI | openpyxl | 3.1.5 | indirekt |
| PyPI | packaging | 26.2 | indirekt |
| PyPI | pandas | 2.2.3 | indirekt |
| PyPI | pandera | 0.31.1 | indirekt |
| PyPI | pandocfilters | 1.5.1 | indirekt |
| PyPI | parso | 0.8.7 | indirekt |
| PyPI | partd | 1.4.2 | indirekt |
| PyPI | pathspec | 1.1.1 | indirekt |
| PyPI | patsy | 1.0.2 | indirekt |
| PyPI | pexpect | 4.9.0 | indirekt |
| PyPI | pillow | 12.2.0 | indirekt |
| PyPI | pint | 0.25.3 | indirekt |
| PyPI | platformdirs | 4.9.6 | indirekt |
| PyPI | plotly | 6.7.0 | indirekt |
| PyPI | plotnine | 0.15.4 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | ply | 3.11 | indirekt |
| PyPI | prometheus-client | 0.25.0 | indirekt |
| PyPI | prompt-toolkit | 3.0.52 | indirekt |
| PyPI | psutil | 7.2.2 | indirekt |
| PyPI | psycopg | 3.3.4 | indirekt |
| PyPI | psycopg-binary | 3.3.4 | indirekt |
| PyPI | ptyprocess | 0.7.0 | indirekt |
| PyPI | pure-eval | 0.2.3 | indirekt |
| PyPI | py-cpuinfo | 9.0.0 | indirekt |
| PyPI | pybtex | 0.26.1 | indirekt |
| PyPI | pybtex-docutils | 1.0.3 | indirekt |
| PyPI | pycparser | 3.0 | indirekt |
| PyPI | pydantic | 2.13.4 | indirekt |
| PyPI | pydantic-core | 2.46.4 | indirekt |
| PyPI | pydantic-settings | 2.14.1 | indirekt |
| PyPI | pygments | 2.18.0 | indirekt |
| PyPI | pyjwt | 2.12.1 | indirekt |
| PyPI | pyparsing | 3.3.2 | indirekt |
| PyPI | pytest | 9.0.3 | indirekt |
| PyPI | pytest-benchmark | 5.2.3 | indirekt |
| PyPI | pytest-cov | 7.1.0 | indirekt |
| PyPI | pytest-httpserver | 1.1.5 | indirekt |
| PyPI | pytest-rerunfailures | 16.2 | indirekt |
| PyPI | pytest-timeout | 2.4.0 | indirekt |
| PyPI | pytest-xdist | 3.8.0 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | python-dotenv | 1.2.2 | indirekt |
| PyPI | python-json-logger | 4.1.0 | indirekt |
| PyPI | pytz | 2025.2 | indirekt |
| PyPI | pyzmq | 27.1.0 | indirekt |
| PyPI | referencing | 0.37.0 | indirekt |
| PyPI | requests | 2.31.0 | indirekt |
| PyPI | requests-cache | 1.3.2 | indirekt |
| PyPI | rfc3339-validator | 0.1.4 | indirekt |
| PyPI | rfc3986-validator | 0.1.1 | indirekt |
| PyPI | rfc3987-syntax | 1.1.0 | indirekt |
| PyPI | rich | 15.0.0 | indirekt |
| PyPI | roman-numerals | 4.1.0 | indirekt |
| PyPI | rpds-py | 0.30.0 | indirekt |
| PyPI | scgraph | 2.15.0 | indirekt |
| PyPI | scipy | 1.17.1 | indirekt |
| PyPI | seaborn | 0.13.2 | indirekt |
| PyPI | send2trash | 2.1.0 | indirekt |
| PyPI | setuptools | 82.0.1 | indirekt |
| PyPI | shellingham | 1.5.4 | indirekt |
| PyPI | six | 1.16.0 | indirekt |
| PyPI | smmap | 5.0.3 | indirekt |
| PyPI | snowballstemmer | 2.2.0 | indirekt |
| PyPI | soupsieve | 2.8.3 | indirekt |
| PyPI | sphinx | 9.1.0 | indirekt |
| PyPI | sphinx-rtd-theme | 3.1.0 | indirekt |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-bibtex | 2.7.0 | indirekt |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirekt |
| PyPI | sphinxcontrib-jquery | 4.1 | indirekt |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirekt |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirekt |
| PyPI | sqlalchemy | 2.0.49 | indirekt |
| PyPI | sqlalchemy-utils | 0.42.1 | indirekt |
| PyPI | stack-data | 0.6.3 | indirekt |
| PyPI | starlette | 1.0.0 | indirekt |
| PyPI | statsmodels | 0.14.6 | indirekt |
| PyPI | terminado | 0.18.1 | indirekt |
| PyPI | tinycss2 | 1.4.0 | indirekt |
| PyPI | toml | 0.10.2 | indirekt |
| PyPI | toolz | 1.1.0 | indirekt |
| PyPI | tornado | 6.5.5 | indirekt |
| PyPI | traitlets | 5.15.0 | indirekt |
| PyPI | transport-energy | 2025.3.31 | indirekt |
| PyPI | typeguard | 4.5.2 | indirekt |
| PyPI | typer | 0.25.1 | indirekt |
| PyPI | typing-extensions | 4.15.0 | indirekt |
| PyPI | typing-inspect | 0.9.0 | indirekt |
| PyPI | typing-inspection | 0.4.2 | indirekt |
| PyPI | tzdata | 2025.2 | indirekt |
| PyPI | uri-template | 1.3.0 | indirekt |
| PyPI | url-normalize | 3.0.0 | indirekt |
| PyPI | urllib3 | 2.0.4 | indirekt |
| PyPI | wcwidth | 0.7.0 | indirekt |
| PyPI | webcolors | 25.10.0 | indirekt |
| PyPI | webencodings | 0.5.1 | indirekt |
| PyPI | websocket-client | 1.9.0 | indirekt |
| PyPI | werkzeug | 3.1.8 | indirekt |
| PyPI | widgetsnbextension | 4.0.15 | indirekt |
| PyPI | wquantiles | 0.6 | indirekt |
| PyPI | xarray | 2026.4.0 | indirekt |
| PyPI | xlrd | 2.0.2 | indirekt |
| PyPI | xlsxwriter | 3.2.9 | indirekt |
Abhängigkeits-Advisories 0
Die Installation von pypi:message-ix-models@2026.4.17 zieht 112 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.
Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.
Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 208655,
"has_wiki": false,
"homepage": "https://docs.messageix.org/models",
"languages": {
"R": 112732,
"Python": 3613568,
"Jupyter Notebook": 9945
},
"pushed_at": "2026-07-24T14:50:03Z",
"created_at": "2021-01-20T10:51:32Z",
"owner_type": "Organization",
"updated_at": "2026-07-01T08:33:37Z",
"description": "Tools for the MESSAGEix-GLOBIOM family of models",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://www.iiasa.ac.at",
"name": "IIASA",
"type": "Organization",
"login": "iiasa",
"company": null,
"location": "Laxenburg, Austria",
"followers": 212,
"avatar_url": "https://avatars.githubusercontent.com/u/15230149?v=4",
"created_at": "2015-10-21T11:14:33Z",
"is_verified": null,
"public_repos": 202,
"account_age_days": 3930
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v2026.4.17",
"kind": "patch",
"published_at": "2026-04-17T21:27:18Z"
},
{
"tag": "v2026.1.15",
"kind": "patch",
"published_at": "2026-01-15T15:46:06Z"
},
{
"tag": "v2025.10.31",
"kind": "patch",
"published_at": "2025-10-31T14:40:23Z"
},
{
"tag": "v2025.9.9",
"kind": "patch",
"published_at": "2025-09-09T21:06:40Z"
},
{
"tag": "v2025.8.7",
"kind": "patch",
"published_at": "2025-08-07T09:00:13Z"
},
{
"tag": "v2025.7.23",
"kind": "patch",
"published_at": "2025-07-23T09:00:33Z"
},
{
"tag": "v2025.5.28",
"kind": "patch",
"published_at": "2025-05-28T12:35:16Z"
},
{
"tag": "v2025.1.10",
"kind": "patch",
"published_at": "2025-01-13T07:58:25Z"
},
{
"tag": "v2024.8.6",
"kind": "patch",
"published_at": "2024-08-06T12:38:44Z"
},
{
"tag": "v2024.4.22",
"kind": "patch",
"published_at": "2024-04-22T14:45:22Z"
},
{
"tag": "v2024.4.2",
"kind": "patch",
"published_at": "2024-04-02T06:25:33Z"
},
{
"tag": "v2024.1.29",
"kind": "patch",
"published_at": "2024-01-29T17:10:06Z"
},
{
"tag": "v2023.11.24",
"kind": "patch",
"published_at": "2023-11-24T09:55:51Z"
},
{
"tag": "v2023.10.16",
"kind": "patch",
"published_at": "2023-10-16T15:08:19Z"
},
{
"tag": "v2023.9.12",
"kind": "patch",
"published_at": "2023-09-12T14:39:41Z"
},
{
"tag": "v2023.9.2",
"kind": "patch",
"published_at": "2023-09-02T19:47:42Z"
},
{
"tag": "v2023.7.26",
"kind": "patch",
"published_at": "2023-07-26T14:06:04Z"
},
{
"tag": "v2023.5.31",
"kind": "patch",
"published_at": "2023-05-31T12:38:05Z"
},
{
"tag": "v2023.5.13",
"kind": "patch",
"published_at": "2023-05-13T12:04:12Z"
},
{
"tag": "v2023.4.2",
"kind": "patch",
"published_at": "2023-04-02T09:01:07Z"
},
{
"tag": "v2023.2.8",
"kind": "patch",
"published_at": "2023-02-08T10:59:36Z"
},
{
"tag": "v2022.11.7",
"kind": "patch",
"published_at": "2022-11-07T11:29:40Z"
},
{
"tag": "v2022.8.17",
"kind": "patch",
"published_at": "2022-08-17T15:28:18Z"
},
{
"tag": "v2022.7.25",
"kind": "patch",
"published_at": "2022-07-25T19:10:55Z"
},
{
"tag": "v2022.5.6",
"kind": "patch",
"published_at": "2022-05-06T13:34:30Z"
},
{
"tag": "v2022.3.30",
"kind": "patch",
"published_at": "2022-03-30T13:45:35Z"
},
{
"tag": "v2022.3.3",
"kind": "patch",
"published_at": "2022-03-03T12:42:51Z"
},
{
"tag": "v2022.1.26",
"kind": "patch",
"published_at": "2022-01-26T17:33:06Z"
},
{
"tag": "v2021.11.24",
"kind": "patch",
"published_at": "2021-11-24T14:37:58Z"
},
{
"tag": "v2021.7.27",
"kind": "patch",
"published_at": "2021-07-27T18:57:29Z"
},
{
"tag": "v2021.7.22",
"kind": "patch",
"published_at": "2021-07-22T20:40:22Z"
},
{
"tag": "v2021.7.6",
"kind": "patch",
"published_at": "2021-07-06T14:24:40Z"
},
{
"tag": "v2021.4.7",
"kind": "patch",
"published_at": "2021-04-07T14:09:59Z"
},
{
"tag": "v2021.3.24",
"kind": "patch",
"published_at": "2021-03-25T17:19:06Z"
},
{
"tag": "v2021.3.22",
"kind": "patch",
"published_at": "2021-03-22T19:46:11Z"
},
{
"tag": "v2021.3.3",
"kind": "patch",
"published_at": "2021-03-03T10:22:47Z"
},
{
"tag": "v2021.2.28",
"kind": "patch",
"published_at": "2021-02-28T21:42:56Z"
},
{
"tag": "v2021.2.26",
"kind": "patch",
"published_at": "2021-02-26T14:38:13Z"
},
{
"tag": "v2021.2.23",
"kind": "patch",
"published_at": "2021-02-23T16:25:28Z"
}
],
"recent_commits": [
{
"oid": "8e13506d86f319de84438ec03c23b6809de33015",
"body": "Bumps the all-actions group with 2 updates in the / directory: [actions/checkout](https://github.com/actions/checkout) and [codecov/codecov-action](https://github.com/codecov/codecov-action).\n\n\nUpdates `actions/checkout` from 6 to 7\n- [Release notes](https://github.com/actions/checkout/releases)\n- [\n[…]\nction\n dependency-version: '7'\n dependency-type: direct:production\n update-type: version-update:semver-major\n dependency-group: all-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump the all-actions group across 1 directory with 2 updates",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-25T08:21:37Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b6511efafd26a15db4851aa8d84feb0f23fa8363",
"body": "Collect water module settings into Config dataclass",
"is_bot": false,
"headline": "Merge pull request #509 from wegatriespython/wr/pr-c-water-config",
"author_name": "Wega",
"author_login": "Wegatriespython",
"committed_at": "2026-05-26T09:41:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6110b41917f67f499d19be9998106609831bf81b",
"body": null,
"is_bot": false,
"headline": "Add type hint for test",
"author_name": "Vignesh Raghunathan",
"author_login": "Wegatriespython",
"committed_at": "2026-05-19T14:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "907295b1c4fe06cede86ce4be1f68fc6c5de7c19",
"body": null,
"is_bot": false,
"headline": "Update docstring",
"author_name": "Vignesh Raghunathan",
"author_login": "Wegatriespython",
"committed_at": "2026-05-19T14:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a1872036fe971eeaa87da5ac336f10ef9ac5a3a",
"body": null,
"is_bot": false,
"headline": "Update whatsnew",
"author_name": "Vignesh Raghunathan",
"author_login": "Wegatriespython",
"committed_at": "2026-05-19T14:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29f87463891edc0c3793ab9b21ad694834519474",
"body": null,
"is_bot": false,
"headline": "Remove legacy water Config context bridge",
"author_name": "Vignesh Raghunathan",
"author_login": "Wegatriespython",
"committed_at": "2026-05-19T14:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c447e6255b428743f838505b747066be9465cb2",
"body": "store_context() now skips assignment when value is None and the\nparameter is already set on the Context. Keeps a group-level\n`water-ix --ssp SSPx` alive when a subcommand declares its own --ssp\nwith default=None; the subcommand callback used to overwrite the\ngroup's value at the end of parsing.",
"is_bot": false,
"headline": "Preserve stored Context values on None CLI option overwrites",
"author_name": "Vignesh Raghunathan",
"author_login": "Wegatriespython",
"committed_at": "2026-05-19T14:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5052ae247e9f9e7d2616e831077ea6bb4f943f77",
"body": "Add message_ix_models.model.water.config.Config holding water-module\nsettings/state (RCP, SDG, REL, time, type_reg, map_ISO_c, nexus_set,\nreduced-basin settings, valid_basins, all_nodes). Build/data/utility\ncode reads Config.from_context(context); the CLI populates context.water\nat setup. Config.apply() remains as an explicit backward-compat helper\nfor callers that build a Context directly.",
"is_bot": false,
"headline": "Introduce water Config dataclass for context.water",
"author_name": "Vignesh Raghunathan",
"author_login": "Wegatriespython",
"committed_at": "2026-05-19T14:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d47ec6e10c5aeaa6fef767e392121715b27104b4",
"body": "Work around documentation build errors with ixmp4 0.15",
"is_bot": false,
"headline": "Merge pull request #511 from iiasa/fix/doc-build-ixmp4-0.15",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T21:30:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "809e510dffe0b79b8e5858a8c89901472b9d79ea",
"body": null,
"is_bot": false,
"headline": "Don't install [docs] extras in pytest CI workflow",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04caa2c0bda04e87790331e53f50a331fbe47003",
"body": null,
"is_bot": false,
"headline": "Ignore Sphinx warnings re :mod:`message_data`",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4bdb1565fd3ab251457ac825008a447da05b9bed",
"body": null,
"is_bot": false,
"headline": "Replace viewcode with sphinx_linkcode_github",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09720724183cc2fa09f6b30238ed9cd6aa7093ef",
"body": null,
"is_bot": false,
"headline": "Drop requests-cache exclusion in RTD build",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2cd56b0292e1414ef464392f19279b6d90b0f53f",
"body": null,
"is_bot": false,
"headline": "Bump OS, Python versions for RTD build",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aefd4f49ff0900eb7567c1d15ad8fd998571f96a",
"body": null,
"is_bot": false,
"headline": "Drop RTD work-around for pyam-iamc/Python 3.13",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "996aff62d17c2b637b013303d2367701c7eeaafa",
"body": "- Install package, then enforce doc/requirements.txt.",
"is_bot": false,
"headline": "Change order in .readthedocs.yaml",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bb9d83f0bca99a63a730242a7da3aa1aeb64e620",
"body": "- Address a mypy error with genno 1.30.x.\n- Improve type hints in message_ix_models.workflow.",
"is_bot": false,
"headline": "Narrow type of Workflow.run() arg",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f59d056d06ba1f9c64ff5ea65281b221855324ee",
"body": "- Use `uv pip compile`, in line with other packages in the stack.\n- Reference [docs] entries from pyproject.toml.",
"is_bot": false,
"headline": "Recreate doc/requirements.txt",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "406a43f1f97e8f8654d6ab4cee4e232498c90d35",
"body": null,
"is_bot": false,
"headline": "Drop redundant entries in doc/requirements.in",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e1d615b9f90ba0bf34b9847488fd83190470f84",
"body": null,
"is_bot": false,
"headline": "Bump sphinx to >=9 in pyproject.toml",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T20:55:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fcecaf5ef07deb14390ff7a1336afc5724d6c3fd",
"body": "Work around #507.",
"is_bot": false,
"headline": "Mark ixmp4 < 0.15 in doc/requirements.in",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-05-18T16:21:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "583e26773172a9d2b1af36abbb4d26faf9ad4bd3",
"body": "Add HOWTO Develop reporting code",
"is_bot": false,
"headline": "Merge pull request #488 from iiasa/doc/report-2026-w12",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T14:19:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9709fecb76a34c59543b95aa93f2835510107c5f",
"body": null,
"is_bot": false,
"headline": "Add #488 to doc/whatsnew",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T13:53:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2f347c46ef7f3cacc7d0c14f477ac7b0e3b9bbc",
"body": null,
"is_bot": false,
"headline": "Improve docstring of .transport.report.callback()",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T13:53:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21470f5d1bf1b0b181027a5add1a006a27f947fe",
"body": "- Add to howto/index\n- Add reference target in api/report/index.",
"is_bot": false,
"headline": "Add doc/howto/report.rst",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T13:53:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80bd4461bc775165cd493c124efb76229fd25ffa",
"body": "Adjust `.ssp.transport`",
"is_bot": false,
"headline": "Merge pull request #485 from iiasa/project/ssp/transport/2026-03-11",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T13:31:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c0c7ad4da308036abd7eb5c595c22d78c751434",
"body": null,
"is_bot": false,
"headline": "Add #485 to doc/whatsnew",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T09:32:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a2bb857bd821cec52cbe9d464d19b937e70aae4",
"body": null,
"is_bot": false,
"headline": "Adjust tests for #485",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T09:32:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a47f541e4483ced21227d35055b8fb33f2c2b11c",
"body": null,
"is_bot": false,
"headline": "Consolidate setup in .transport.get_computer()",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T09:00:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06c8f0d1e121bdcd564fd55bc130d169ec9dfe7e",
"body": null,
"is_bot": false,
"headline": "Compute n=World aviation FE by sum of regions",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "441f6661e19da530d1573d6faa7851b7dc40ec25",
"body": "Using CEDS 2020 ratios per OF.",
"is_bot": false,
"headline": "Update implied transport/emi-intensity.csv values",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29485ad8c28cf0324c80ad76ddd28ef4e63e1400",
"body": "Change missed in eeb263a1f62683ca2e446309e56eded825b5e294.",
"is_bot": false,
"headline": "Drop exclusion of y=2020 from FE modification",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3dfb89562db816027accd62cf281f970edb272e7",
"body": null,
"is_bot": false,
"headline": "Zero existing values for n=World non-CO2 emissions",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7097ed193dab7d74eba1ba281cb214ed628b6dc2",
"body": "- Handle distinction between CO2 and other species in construction of\n the broadcasting quantity.",
"is_bot": false,
"headline": "Combine broadcast_est_emi() functions",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b433e4889ce90738db30618842ac99ca6a7d4d2",
"body": "- Replace prior method using AIR share of transport final energy.\n- Adjust global totals for all regions.",
"is_bot": false,
"headline": "Reduce \"Emi.*Transportation\" using computed values",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "646c5f0fbc0f87698cc933572bce51d8b454c1db",
"body": null,
"is_bot": false,
"headline": "Also modify \"…|Energy and Industrial Processes\"",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b19c33e20f4339737249cfcd224fc7f31413d502",
"body": "- check(): compute diff data frame and debug dump before assertions.\n- Expand cases for test_v_to_emi_coords().",
"is_bot": false,
"headline": "Update .project.ssp.test_transport",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fd3101fdb79091fd557855d812d975663a7cbf9",
"body": null,
"is_bot": false,
"headline": "Add test data specimen as of SSP v6.5",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-28T08:09:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e817c34c8ae3f93481baf3adae716ee0b63443b8",
"body": "Sketch a ScenarioMIP workflow",
"is_bot": false,
"headline": "Merge pull request #394 from iiasa/scenariomip/workflow",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-27T22:13:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "58254ecbdd537a81107f940c445592e1c4a1af84",
"body": null,
"is_bot": false,
"headline": "Add #394 to docs, whatsnew",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-27T19:31:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "738ea60394b3e7eb0cdef9a74a6cec05738a7f45",
"body": "- Add stub functions for workflow steps.\n- Add tests.",
"is_bot": false,
"headline": "Add .scenariomip.workflow.generate()",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-27T19:31:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e5939f07937b7c68467d969507bd3002f32f86e4",
"body": "Add `.tools.newclimate`",
"is_bot": false,
"headline": "Merge pull request #499 from iiasa/enh/newclimate",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-26T12:37:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d56c4b3a3f3753f5849f3f7629fdd77252329e7",
"body": null,
"is_bot": false,
"headline": "Update docs, whatsnew for #499",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T17:55:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "122cff55cae48c0bc397456353ea25ea5ff02185",
"body": null,
"is_bot": false,
"headline": "Add CODEOWNERS entries for .tools.newclimate",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T17:54:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6f56874a5e33520077b759bfc7b627238f51800",
"body": null,
"is_bot": false,
"headline": "Add .newclimate.__init__ and tests",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T17:54:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "31cd2764c81f274f8b0477b73ea2e5fc2b10ccf8",
"body": null,
"is_bot": false,
"headline": "Add .newclimate.structure",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T17:54:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "66fec2cb08f4de968f4e3ae67ad76bf23c69ab45",
"body": "- …as appearing in the NewClimate CPDB.\n- Defer import of pycountry itself until invoked.",
"is_bot": false,
"headline": "Add 4 aliases to pycountry.COUNTRY_NAME",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T17:42:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03a40140f6553969ccf75ba66564261b241d8485",
"body": null,
"is_bot": false,
"headline": "Type hint pooch.SOURCE as MutableMapping",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T17:42:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5974ba8ca5b3c82e0bee89ec47344e46bbc36c3d",
"body": "Add BMT workflows and update functions to build Buildings module",
"is_bot": false,
"headline": "Merge pull request #433 from iiasa/bmt_dev",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T14:50:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "12434be141c2d53de8fbf9c3750e74743d56fc8c",
"body": "- Move doc/bmt.rst → doc/api/model-bmt.rst.\n- Add to toctree directives.\n- Add recursive autodoc of module contents.\n- Apply semantic line breaks.",
"is_bot": false,
"headline": "Add #433 to docs, whatsnew",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T11:14:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba60a26bf8bc6b6ecd2538eae1dd8e220862fe72",
"body": null,
"is_bot": false,
"headline": "Move buildings tests to tests.model.test_buildings",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T11:14:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9af2781dd197f185877a0726e565421b8ca4076d",
"body": null,
"is_bot": false,
"headline": "Add and use get_spec(…, filter_relations=…) param",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T11:14:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c5e11cdaf87f5454bea08bfd743c9487bd2f29a",
"body": null,
"is_bot": false,
"headline": "Format and document .bmt.__init__",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T11:14:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "14eedec2d992134c0cd0cf5a434d22de96f8c7a3",
"body": "Adjust code for single-line statements.",
"is_bot": false,
"headline": "Format and document .bmt.workflow.generate()",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T11:14:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "30c2c46e37f79d0a95fa2ce357adc2c40ce7377b",
"body": "- Remove all but load_buildings_config() function.\n- Construct and return an instance of .buildings.Config().\n- Adjust data/bmt/config.yaml to match.\n- Adjust tests.",
"is_bot": false,
"headline": "Simplify .bmt.config",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-24T11:14:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2aeb319bcbdbec9427db6d474090673d94273d3",
"body": "- Rename prepare_method() → prepare_method_A() to mirror\n prepare_method_B().\n- Switch logic in main() based on Config.method.\n- Adjust imports of build_B() in other modules.\n- Adjust type hints.",
"is_bot": false,
"headline": "Consolidate .buildings.build.{build_B,main}",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-23T17:55:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db6df15c5923fe55f80cc4b50e5cba1eef118135",
"body": null,
"is_bot": false,
"headline": "Add .buildings.Config.data_paths and defaults",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-23T17:55:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c37bf2fc453d4b8caea8286c64d3870ca2988851",
"body": null,
"is_bot": false,
"headline": "Add .buildings.Config.method; METHOD enumeration",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-23T17:55:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db448ca415dc7bc9e44162eb2515cc9e0b9997a1",
"body": "This allows the utility methods of the former class to be used on\ninstances of the latter.",
"is_bot": false,
"headline": "Subclass ConfigHelper for .buildings.Config",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-23T14:18:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f342e2f19bace92d54eda380af3cc441365f0950",
"body": null,
"is_bot": false,
"headline": "Add ConfigHelper.read_file(…, key=…) argument",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-23T14:17:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2eff98caa8503c601666f747908f6b7d14b16c92",
"body": "Mirror structure in .model.{material,transport}.",
"is_bot": false,
"headline": "Move .buildings.Config to a dedicated submodule",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-23T12:40:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e4a8d408a6110e1481026841ee6b90d624c7a7e6",
"body": "Address 3 F821 errors from ruff.",
"is_bot": false,
"headline": "Adjust import in .test_bmt",
"author_name": "Paul Natsuo Kishimoto",
"author_login": "khaeru",
"committed_at": "2026-04-22T20:54:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d86843e76ad08c5cc1fa709e543848a3742dfb38",
"body": "Co-authored-by: Florian Maczek <62338954+macflo8@users.noreply.github.com>",
"is_bot": false,
"headline": "Apply suggestions from code review",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5f3956bd07431b04f15828d13cf1bc0d07bc9843",
"body": null,
"is_bot": false,
"headline": "Specify dic with time year",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be03f4332f033529090bce1d09bab7fd2ee39ad6",
"body": null,
"is_bot": false,
"headline": "Specify dict for other possible duplication of input_cap_new",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef68f965f1a87173de888768049b54fe06a322c4",
"body": null,
"is_bot": false,
"headline": "Specify dict to pass Python 3.14 env test",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96e4464946b79a92e3db23ad8f01017f92b6319b",
"body": null,
"is_bot": false,
"headline": "Add additional test",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d17a2a59bf77d6b6affa88bdcdb3e3f35449f7e",
"body": null,
"is_bot": false,
"headline": "Update tech number as sp_el_RC_RT is added",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86ac6b82a4ac9e62d48aad45664e9ad7db36f70f",
"body": null,
"is_bot": false,
"headline": "Revise test_buildings so it checks either afofi or afofio",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f4955e80b2ca7817bd3b9a938e135710cbd56473",
"body": null,
"is_bot": false,
"headline": "Add doc",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "735ac7c3d772e71569166bb225dd613a69eb50f7",
"body": null,
"is_bot": false,
"headline": "Update build buildings to restrict required relations to existing ones",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ab3f2cdd9fe4ad5bbb0cc590fa0a57c27767c19e",
"body": null,
"is_bot": false,
"headline": "Add test",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d66e2ecaf7a73b5d08971e9fee929122ea40b68",
"body": null,
"is_bot": false,
"headline": "Update build buildings",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6f16935be74047292b4a091cdca2eee12bd2fd37",
"body": null,
"is_bot": false,
"headline": "Update BMT workflow with config",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "172c875d1dc6563e68509b62f5533397a6969fed",
"body": null,
"is_bot": false,
"headline": "Update bmt config",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec369e1a47ed8bf8e3be91edc17f917c65243b31",
"body": null,
"is_bot": false,
"headline": "Revert non-Buildings commits",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "481ce0e5870a2dd80e40da8f3879b73245a8bd1f",
"body": null,
"is_bot": false,
"headline": "Add build_T and update BMT workflow",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83e574e1c58f5a563cbcb7d972ed4a2cf9bc1f7b",
"body": null,
"is_bot": false,
"headline": "Update workflow for the current BM setting",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8dff8cedb065e552aea69609a747bb75f5a3f95",
"body": null,
"is_bot": false,
"headline": "Add RT_elec_share_RC_max share mode constraint",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be2a8198788c0c9dd99f94c4fa9b6e5fff906599",
"body": null,
"is_bot": false,
"headline": "Limit RT end-uses",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7470d60d96d76325aa1cb95c194814fea5c99b0",
"body": null,
"is_bot": false,
"headline": "Remove ACT/CAP bounds of rc techs in 2020/2025",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "305d707fc3cb5764ee6dfb01167f4187c52bc1b9",
"body": null,
"is_bot": false,
"headline": "Update set yaml",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d86f8734bc2a840ca41aae830f025bcf96f37e9c",
"body": null,
"is_bot": false,
"headline": "Add prepare_data_B",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "935fbb33a14285b2c419fd49de49cf360169a79c",
"body": null,
"is_bot": false,
"headline": "Update build",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcef297736de47ab54f0d737967382ca0846eaa5",
"body": null,
"is_bot": false,
"headline": "Add commodity definition",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9202dd570b9584d582c3b328d80430b41f9a7de",
"body": null,
"is_bot": false,
"headline": "Revert prepare_data to NAVIGATE version (commit 630d110)",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9e27ce1c920d532c450278d78bbf4eab84316ca",
"body": null,
"is_bot": false,
"headline": "Deal with sp_el_RC_RT",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d022f3bf68388497b2136f4153e4b0622e874062",
"body": null,
"is_bot": false,
"headline": "Remove placeholders",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a8af78bf5ef61c341b0cdc2be859de75b3210003",
"body": null,
"is_bot": false,
"headline": "Update BMT workflow",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a653711b386f0a82a7c4b4e6413baece04650e7",
"body": null,
"is_bot": false,
"headline": "Update worklfow with PM in the last step",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2bbefb13c6e82225e669d534cae651c2d5246f43",
"body": null,
"is_bot": false,
"headline": "Add build_PM function for power sector material intensity",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:47:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "985f225869da23744b33ae9360f49605e418aaee",
"body": null,
"is_bot": false,
"headline": "Update bm_subtraction method",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6be15b29946ea7acc8fb513ab4ba2d109b4db40e",
"body": null,
"is_bot": false,
"headline": "Update workflow for takeaway BM scenario",
"author_name": "JU Yiyi",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "043b2f30bf32f9f14f3242b773581dced2e23718",
"body": null,
"is_bot": false,
"headline": "Add material subtraction vetting",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "00a00bc92fd324f7ed0c98843f74ea08f39fcc2d",
"body": null,
"is_bot": false,
"headline": "Standardize how to treat material double-counting",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "828974ade8dcc503684b072c8050c710c35185a6",
"body": null,
"is_bot": false,
"headline": "Assign useful energy and demand levels and additional nots",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d5422c0de209c8c4fdb8fd49c87e0fa82ea76aee",
"body": null,
"is_bot": false,
"headline": "Update context build material",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "12b6c96a9d76c01e7eb2579671305ab5a963213d",
"body": null,
"is_bot": false,
"headline": "Add optional way to add afofi and update workflow",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4bd994b86221c873bcf6e796e84304e4dbf14ffc",
"body": null,
"is_bot": false,
"headline": "Add a placeholder for add_dac to skip errors",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cb05e3d68c218c980449d71fc74a412883b3bfe2",
"body": null,
"is_bot": false,
"headline": "Apply pre-commit auto-fixes",
"author_name": "yiyi1991",
"author_login": "yiyi1991",
"committed_at": "2026-04-22T20:46:27Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 39,
"commits_last_year": 840,
"latest_release_at": "2026-04-17T21:27:18Z",
"latest_release_tag": "v2026.4.17",
"releases_from_tags": false,
"days_since_last_push": 1,
"active_weeks_last_year": 43,
"days_since_latest_release": 99,
"mean_days_between_releases": 80.6
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 50,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "message-ix-models",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"Natural Language :: English",
"Operating System :: OS Independent",
"Programming Language :: Python",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: R",
"Topic :: Scientific/Engineering",
"Topic :: Scientific/Engineering :: Information Analysis"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/message-ix-models/",
"is_deprecated": false,
"latest_version": "2026.4.17",
"repository_url": "https://github.com/iiasa/message-ix-models",
"versions_count": 59,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2021-02-23T15:37:17.352988Z",
"latest_published_at": "2026-04-17T21:30:05.693625Z",
"latest_version_yanked": null,
"days_since_latest_publish": 99
}
]
},
"popularity": {
"forks": 57,
"stars": 32,
"watchers": 18,
"fork_history": {
"days": [
{
"date": "2021-02-27",
"count": 1
},
{
"date": "2021-03-16",
"count": 1
},
{
"date": "2021-04-21",
"count": 1
},
{
"date": "2021-05-06",
"count": 1
},
{
"date": "2021-05-17",
"count": 1
},
{
"date": "2021-06-25",
"count": 1
},
{
"date": "2021-09-14",
"count": 1
},
{
"date": "2021-10-05",
"count": 1
},
{
"date": "2022-03-10",
"count": 1
},
{
"date": "2022-04-17",
"count": 1
},
{
"date": "2022-05-24",
"count": 1
},
{
"date": "2022-05-31",
"count": 1
},
{
"date": "2022-06-08",
"count": 1
},
{
"date": "2022-07-07",
"count": 1
},
{
"date": "2022-10-11",
"count": 1
},
{
"date": "2023-05-11",
"count": 1
},
{
"date": "2023-06-07",
"count": 1
},
{
"date": "2023-10-23",
"count": 1
},
{
"date": "2023-11-13",
"count": 1
},
{
"date": "2023-11-23",
"count": 4
},
{
"date": "2024-01-24",
"count": 1
},
{
"date": "2024-03-21",
"count": 1
},
{
"date": "2024-03-31",
"count": 1
},
{
"date": "2024-04-15",
"count": 1
},
{
"date": "2024-05-24",
"count": 1
},
{
"date": "2024-07-30",
"count": 1
},
{
"date": "2024-08-27",
"count": 1
},
{
"date": "2024-11-12",
"count": 1
},
{
"date": "2024-11-26",
"count": 1
},
{
"date": "2024-12-22",
"count": 1
},
{
"date": "2025-01-23",
"count": 2
},
{
"date": "2025-03-17",
"count": 1
},
{
"date": "2025-04-02",
"count": 1
},
{
"date": "2025-04-15",
"count": 1
},
{
"date": "2025-04-17",
"count": 1
},
{
"date": "2025-06-04",
"count": 1
},
{
"date": "2025-06-17",
"count": 1
},
{
"date": "2025-06-30",
"count": 1
},
{
"date": "2025-07-13",
"count": 1
},
{
"date": "2025-07-21",
"count": 1
},
{
"date": "2025-08-18",
"count": 1
},
{
"date": "2025-09-15",
"count": 1
},
{
"date": "2025-10-06",
"count": 1
},
{
"date": "2025-10-08",
"count": 1
},
{
"date": "2026-01-30",
"count": 1
},
{
"date": "2026-03-16",
"count": 1
},
{
"date": "2026-03-17",
"count": 1
},
{
"date": "2026-03-18",
"count": 1
},
{
"date": "2026-04-11",
"count": 1
},
{
"date": "2026-04-30",
"count": 1
},
{
"date": "2026-05-03",
"count": 1
},
{
"date": "2026-05-05",
"count": 1
}
],
"complete": true,
"collected": 56,
"total_forks": 57
},
"star_history": null,
"open_issues_and_prs": 136
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"doc/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"message_ix_models/py.typed"
],
"toolchain_manifests": [],
"largest_source_bytes": 290980,
"source_files_sampled": 374,
"oversized_source_files": 5,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"doc/requirements.txt",
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 112,
"malicious_count": 0,
"assessed_package": "pypi:message-ix-models@2026.4.17",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "click",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "colorama",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "genno",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">= 1.25"
},
{
"name": "iam_units",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">= 2023.9.11"
},
{
"name": "message_ix",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">= 3.8"
},
{
"name": "pooch",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pyam-iamc",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">= 0.6"
},
{
"name": "pyarrow",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pycountry",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "PyYAML",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "sdmx1",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">= 2.22.0"
},
{
"name": "tqdm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pyxlsb",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">= 1.0.10"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "click",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "click",
"direct": true,
"version": "8.4.0",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": true,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "genno",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "genno",
"direct": true,
"version": "1.30.1",
"ecosystem": "pypi"
},
{
"name": "iam-units",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "iam-units",
"direct": true,
"version": "2026.5.18",
"ecosystem": "pypi"
},
{
"name": "message-ix",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pooch",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pooch",
"direct": true,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "pyam-iamc",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyam-iamc",
"direct": true,
"version": "3.3.0",
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": true,
"version": "24.0.0",
"ecosystem": "pypi"
},
{
"name": "pycountry",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pycountry",
"direct": true,
"version": "26.2.16",
"ecosystem": "pypi"
},
{
"name": "pyxlsb",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyxlsb",
"direct": true,
"version": "1.0.10",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": true,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "sdmx1",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sdmx1",
"direct": true,
"version": "2.26.0",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": "4.67.3",
"ecosystem": "pypi"
},
{
"name": "alabaster",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "alembic",
"direct": false,
"version": "1.18.4",
"ecosystem": "pypi"
},
{
"name": "annotated-doc",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.13.0",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi-bindings",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "arrow",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "ast-serialize",
"direct": false,
"version": "0.5.0",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "async-lru",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.16.0",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.14.3",
"ecosystem": "pypi"
},
{
"name": "bleach",
"direct": false,
"version": "6.3.0",
"ecosystem": "pypi"
},
{
"name": "cattrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2023.7.22",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.2.0",
"ecosystem": "pypi"
},
{
"name": "cloudpickle",
"direct": false,
"version": "3.1.2",
"ecosystem": "pypi"
},
{
"name": "comm",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.14.0",
"ecosystem": "pypi"
},
{
"name": "cramjam",
"direct": false,
"version": "2.11.0",
"ecosystem": "pypi"
},
{
"name": "cycler",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "dask",
"direct": false,
"version": "2026.3.0",
"ecosystem": "pypi"
},
{
"name": "debugpy",
"direct": false,
"version": "1.8.20",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.3.1",
"ecosystem": "pypi"
},
{
"name": "defusedxml",
"direct": false,
"version": "0.7.1",
"ecosystem": "pypi"
},
{
"name": "docutils",
"direct": false,
"version": "0.21.2",
"ecosystem": "pypi"
},
{
"name": "et-xmlfile",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "execnet",
"direct": false,
"version": "2.1.2",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": "0.136.1",
"ecosystem": "pypi"
},
{
"name": "fastjsonschema",
"direct": false,
"version": "2.21.2",
"ecosystem": "pypi"
},
{
"name": "fastparquet",
"direct": false,
"version": "2026.5.0",
"ecosystem": "pypi"
},
{
"name": "flexcache",
"direct": false,
"version": "0.3",
"ecosystem": "pypi"
},
{
"name": "flexparser",
"direct": false,
"version": "0.4",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.63.0",
"ecosystem": "pypi"
},
{
"name": "fqdn",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2026.4.0",
"ecosystem": "pypi"
},
{
"name": "gamsapi",
"direct": false,
"version": "53.5.0",
"ecosystem": "pypi"
},
{
"name": "gitdb",
"direct": false,
"version": "4.0.12",
"ecosystem": "pypi"
},
{
"name": "gitpython",
"direct": false,
"version": "3.1.50",
"ecosystem": "pypi"
},
{
"name": "graphviz",
"direct": false,
"version": "0.21",
"ecosystem": "pypi"
},
{
"name": "greenlet",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "h2",
"direct": false,
"version": "4.3.0",
"ecosystem": "pypi"
},
{
"name": "hpack",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "hyperframe",
"direct": false,
"version": "6.1.0",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.4",
"ecosystem": "pypi"
},
{
"name": "imagesize",
"direct": false,
"version": "1.4.1",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "7.2.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "9.13.0",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "ipywidgets",
"direct": false,
"version": "8.1.8",
"ecosystem": "pypi"
},
{
"name": "isoduration",
"direct": false,
"version": "20.11.0",
"ecosystem": "pypi"
},
{
"name": "ixmp",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ixmp4",
"direct": false,
"version": "0.14.0",
"ecosystem": "pypi"
},
{
"name": "jaydebeapi",
"direct": false,
"version": "1.2.3",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.20.0",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.2",
"ecosystem": "pypi"
},
{
"name": "jpype1",
"direct": false,
"version": "1.7.1",
"ecosystem": "pypi"
},
{
"name": "json5",
"direct": false,
"version": "0.14.0",
"ecosystem": "pypi"
},
{
"name": "jsonpointer",
"direct": false,
"version": "3.1.1",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": false,
"version": "4.26.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-specifications",
"direct": false,
"version": "2025.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.8.0",
"ecosystem": "pypi"
},
{
"name": "jupyter-console",
"direct": false,
"version": "6.6.3",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-events",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-lsp",
"direct": false,
"version": "2.3.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-server",
"direct": false,
"version": "2.18.2",
"ecosystem": "pypi"
},
{
"name": "jupyter-server-terminals",
"direct": false,
"version": "0.5.4",
"ecosystem": "pypi"
},
{
"name": "jupyterlab",
"direct": false,
"version": "4.5.7",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-pygments",
"direct": false,
"version": "0.3.0",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-server",
"direct": false,
"version": "2.28.0",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-widgets",
"direct": false,
"version": "3.0.16",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "lark",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "latexcodec",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "librt",
"direct": false,
"version": "0.11.0",
"ecosystem": "pypi"
},
{
"name": "locket",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "lxml",
"direct": false,
"version": "6.1.1",
"ecosystem": "pypi"
},
{
"name": "mako",
"direct": false,
"version": "1.3.12",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.2.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "2.1.3",
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": "3.10.9",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "memory-profiler",
"direct": false,
"version": "0.61.0",
"ecosystem": "pypi"
},
{
"name": "mistune",
"direct": false,
"version": "3.2.1",
"ecosystem": "pypi"
},
{
"name": "mizani",
"direct": false,
"version": "0.14.4",
"ecosystem": "pypi"
},
{
"name": "mypy",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "mypy-extensions",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "narwhals",
"direct": false,
"version": "2.21.2",
"ecosystem": "pypi"
},
{
"name": "nbclient",
"direct": false,
"version": "0.10.4",
"ecosystem": "pypi"
},
{
"name": "nbconvert",
"direct": false,
"version": "7.17.1",
"ecosystem": "pypi"
},
{
"name": "nbformat",
"direct": false,
"version": "5.10.4",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "notebook",
"direct": false,
"version": "7.5.6",
"ecosystem": "pypi"
},
{
"name": "notebook-shim",
"direct": false,
"version": "0.2.4",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "numpydoc",
"direct": false,
"version": "1.10.0",
"ecosystem": "pypi"
},
{
"name": "openpyxl",
"direct": false,
"version": "3.1.5",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "2.2.3",
"ecosystem": "pypi"
},
{
"name": "pandera",
"direct": false,
"version": "0.31.1",
"ecosystem": "pypi"
},
{
"name": "pandocfilters",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.7",
"ecosystem": "pypi"
},
{
"name": "partd",
"direct": false,
"version": "1.4.2",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "patsy",
"direct": false,
"version": "1.0.2",
"ecosystem": "pypi"
},
{
"name": "pexpect",
"direct": false,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "12.2.0",
"ecosystem": "pypi"
},
{
"name": "pint",
"direct": false,
"version": "0.25.3",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.9.6",
"ecosystem": "pypi"
},
{
"name": "plotly",
"direct": false,
"version": "6.7.0",
"ecosystem": "pypi"
},
{
"name": "plotnine",
"direct": false,
"version": "0.15.4",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "ply",
"direct": false,
"version": "3.11",
"ecosystem": "pypi"
},
{
"name": "prometheus-client",
"direct": false,
"version": "0.25.0",
"ecosystem": "pypi"
},
{
"name": "prompt-toolkit",
"direct": false,
"version": "3.0.52",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "psycopg",
"direct": false,
"version": "3.3.4",
"ecosystem": "pypi"
},
{
"name": "psycopg-binary",
"direct": false,
"version": "3.3.4",
"ecosystem": "pypi"
},
{
"name": "ptyprocess",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "pure-eval",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "py-cpuinfo",
"direct": false,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "pybtex",
"direct": false,
"version": "0.26.1",
"ecosystem": "pypi"
},
{
"name": "pybtex-docutils",
"direct": false,
"version": "1.0.3",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": false,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.46.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": false,
"version": "2.14.1",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "pyjwt",
"direct": false,
"version": "2.12.1",
"ecosystem": "pypi"
},
{
"name": "pyparsing",
"direct": false,
"version": "3.3.2",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.0.3",
"ecosystem": "pypi"
},
{
"name": "pytest-benchmark",
"direct": false,
"version": "5.2.3",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "pytest-httpserver",
"direct": false,
"version": "1.1.5",
"ecosystem": "pypi"
},
{
"name": "pytest-rerunfailures",
"direct": false,
"version": "16.2",
"ecosystem": "pypi"
},
{
"name": "pytest-timeout",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "pytest-xdist",
"direct": false,
"version": "3.8.0",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "python-json-logger",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2025.2",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "27.1.0",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.37.0",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.31.0",
"ecosystem": "pypi"
},
{
"name": "requests-cache",
"direct": false,
"version": "1.3.2",
"ecosystem": "pypi"
},
{
"name": "rfc3339-validator",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "rfc3986-validator",
"direct": false,
"version": "0.1.1",
"ecosystem": "pypi"
},
{
"name": "rfc3987-syntax",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "15.0.0",
"ecosystem": "pypi"
},
{
"name": "roman-numerals",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "0.30.0",
"ecosystem": "pypi"
},
{
"name": "scgraph",
"direct": false,
"version": "2.15.0",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": "1.17.1",
"ecosystem": "pypi"
},
{
"name": "seaborn",
"direct": false,
"version": "0.13.2",
"ecosystem": "pypi"
},
{
"name": "send2trash",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.1",
"ecosystem": "pypi"
},
{
"name": "shellingham",
"direct": false,
"version": "1.5.4",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.16.0",
"ecosystem": "pypi"
},
{
"name": "smmap",
"direct": false,
"version": "5.0.3",
"ecosystem": "pypi"
},
{
"name": "snowballstemmer",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "soupsieve",
"direct": false,
"version": "2.8.3",
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": "9.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinx-rtd-theme",
"direct": false,
"version": "3.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-applehelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-bibtex",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-devhelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-htmlhelp",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-jquery",
"direct": false,
"version": "4.1",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-jsmath",
"direct": false,
"version": "1.0.1",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-qthelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-serializinghtml",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sqlalchemy",
"direct": false,
"version": "2.0.49",
"ecosystem": "pypi"
},
{
"name": "sqlalchemy-utils",
"direct": false,
"version": "0.42.1",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "statsmodels",
"direct": false,
"version": "0.14.6",
"ecosystem": "pypi"
},
{
"name": "terminado",
"direct": false,
"version": "0.18.1",
"ecosystem": "pypi"
},
{
"name": "tinycss2",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "toml",
"direct": false,
"version": "0.10.2",
"ecosystem": "pypi"
},
{
"name": "toolz",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": "6.5.5",
"ecosystem": "pypi"
},
{
"name": "traitlets",
"direct": false,
"version": "5.15.0",
"ecosystem": "pypi"
},
{
"name": "transport-energy",
"direct": false,
"version": "2025.3.31",
"ecosystem": "pypi"
},
{
"name": "typeguard",
"direct": false,
"version": "4.5.2",
"ecosystem": "pypi"
},
{
"name": "typer",
"direct": false,
"version": "0.25.1",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspect",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2025.2",
"ecosystem": "pypi"
},
{
"name": "uri-template",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "url-normalize",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.0.4",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "webcolors",
"direct": false,
"version": "25.10.0",
"ecosystem": "pypi"
},
{
"name": "webencodings",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "websocket-client",
"direct": false,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "werkzeug",
"direct": false,
"version": "3.1.8",
"ecosystem": "pypi"
},
{
"name": "widgetsnbextension",
"direct": false,
"version": "4.0.15",
"ecosystem": "pypi"
},
{
"name": "wquantiles",
"direct": false,
"version": "0.6",
"ecosystem": "pypi"
},
{
"name": "xarray",
"direct": false,
"version": "2026.4.0",
"ecosystem": "pypi"
},
{
"name": "xlrd",
"direct": false,
"version": "2.0.2",
"ecosystem": "pypi"
},
{
"name": "xlsxwriter",
"direct": false,
"version": "3.2.9",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 239,
"direct_count": 25,
"indirect_count": 214
}
},
"maintainership": {
"issues": {
"open_prs": 39,
"merged_prs": 280,
"open_issues": 97,
"closed_ratio": 0.382,
"closed_issues": 60,
"closed_unmerged_prs": 46
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "khaeru",
"commits": 4488,
"avatar_url": "https://avatars.githubusercontent.com/u/1634164?v=4"
},
{
"type": "User",
"login": "macflo8",
"commits": 677,
"avatar_url": "https://avatars.githubusercontent.com/u/62338954?v=4"
},
{
"type": "User",
"login": "zilliacus",
"commits": 462,
"avatar_url": "https://avatars.githubusercontent.com/u/17705034?v=4"
},
{
"type": "User",
"login": "measrainsey",
"commits": 362,
"avatar_url": "https://avatars.githubusercontent.com/u/21201137?v=4"
},
{
"type": "User",
"login": "GamzeUnlu95",
"commits": 312,
"avatar_url": "https://avatars.githubusercontent.com/u/44092465?v=4"
},
{
"type": "User",
"login": "junukitashepard",
"commits": 193,
"avatar_url": "https://avatars.githubusercontent.com/u/51372492?v=4"
},
{
"type": "User",
"login": "Gardina2016",
"commits": 177,
"avatar_url": "https://avatars.githubusercontent.com/u/19169620?v=4"
},
{
"type": "User",
"login": "Jihoon",
"commits": 160,
"avatar_url": "https://avatars.githubusercontent.com/u/13112?v=4"
},
{
"type": "User",
"login": "adrivinca",
"commits": 159,
"avatar_url": "https://avatars.githubusercontent.com/u/22025365?v=4"
},
{
"type": "User",
"login": "Wegatriespython",
"commits": 146,
"avatar_url": "https://avatars.githubusercontent.com/u/149388560?v=4"
}
],
"contributors_sampled": 31,
"top_contributor_share": 0.567
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"publish.yaml",
"pytest-snapshots.yaml",
"pytest.yaml",
"transport.yaml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 5,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "5 out of 5 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 2,
"reason": "Found 1/4 approved changesets -- score normalized to 2",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 13 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "80 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "8e13506d86f319de84438ec03c23b6809de33015",
"ran_at": "2026-07-26T07:18:11Z",
"aggregate_score": 4.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-26T06:51:50Z",
"oldest_open_prs": [
{
"number": 57,
"created_at": "2022-03-10T11:10:08Z",
"last_comment_at": "2022-05-02T10:50:42Z",
"last_comment_author": "khaeru"
},
{
"number": 58,
"created_at": "2022-03-10T16:17:33Z",
"last_comment_at": "2022-03-10T16:23:16Z",
"last_comment_author": "codecov"
},
{
"number": 205,
"created_at": "2024-07-11T10:51:22Z",
"last_comment_at": "2024-07-11T10:57:43Z",
"last_comment_author": "codecov"
},
{
"number": 223,
"created_at": "2024-09-02T14:47:05Z",
"last_comment_at": "2024-09-02T14:54:01Z",
"last_comment_author": "codecov"
},
{
"number": 228,
"created_at": "2024-09-12T07:37:58Z",
"last_comment_at": "2024-09-12T07:45:09Z",
"last_comment_author": "codecov"
},
{
"number": 254,
"created_at": "2024-11-26T12:23:41Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 257,
"created_at": "2024-11-28T10:26:25Z",
"last_comment_at": "2024-11-28T10:36:50Z",
"last_comment_author": "codecov"
},
{
"number": 270,
"created_at": "2024-12-18T12:35:53Z",
"last_comment_at": "2024-12-18T13:13:11Z",
"last_comment_author": "codecov"
},
{
"number": 274,
"created_at": "2025-01-13T08:18:57Z",
"last_comment_at": "2025-01-13T08:30:31Z",
"last_comment_author": "codecov"
},
{
"number": 276,
"created_at": "2025-01-13T12:40:03Z",
"last_comment_at": "2025-03-03T09:45:11Z",
"last_comment_author": "khaeru"
},
{
"number": 277,
"created_at": "2025-01-13T13:33:35Z",
"last_comment_at": "2025-01-13T13:47:22Z",
"last_comment_author": "codecov"
},
{
"number": 290,
"created_at": "2025-01-30T13:16:35Z",
"last_comment_at": "2025-09-11T09:18:19Z",
"last_comment_author": "khaeru"
},
{
"number": 329,
"created_at": "2025-04-07T13:44:19Z",
"last_comment_at": "2025-04-07T13:57:13Z",
"last_comment_author": "codecov"
},
{
"number": 348,
"created_at": "2025-05-13T09:48:34Z",
"last_comment_at": "2025-05-13T09:59:36Z",
"last_comment_author": "codecov"
},
{
"number": 425,
"created_at": "2025-09-17T19:54:45Z",
"last_comment_at": "2026-05-22T12:36:06Z",
"last_comment_author": "khaeru"
},
{
"number": 455,
"created_at": "2025-11-12T15:57:45Z",
"last_comment_at": "2025-11-12T16:24:36Z",
"last_comment_author": "codecov"
},
{
"number": 456,
"created_at": "2025-11-12T22:12:00Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 465,
"created_at": "2025-12-05T12:39:01Z",
"last_comment_at": "2025-12-05T13:03:34Z",
"last_comment_author": "codecov"
},
{
"number": 466,
"created_at": "2025-12-10T16:32:43Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 473,
"created_at": "2026-02-02T22:03:55Z",
"last_comment_at": "2026-02-03T15:05:49Z",
"last_comment_author": "codecov"
}
],
"last_merged_pr_at": "2026-06-25T08:21:38Z",
"ci_last_conclusion": null,
"oldest_open_issues": [
{
"number": 27,
"created_at": "2021-07-21T08:35:33Z",
"last_comment_at": "2024-04-19T07:38:54Z",
"last_comment_author": "khaeru"
},
{
"number": 40,
"created_at": "2021-12-17T15:33:57Z",
"last_comment_at": "2021-12-20T08:50:00Z",
"last_comment_author": "adrivinca"
},
{
"number": 45,
"created_at": "2022-02-22T16:24:17Z",
"last_comment_at": "2022-03-04T10:32:01Z",
"last_comment_author": "khaeru"
},
{
"number": 65,
"created_at": "2022-04-05T07:56:45Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 67,
"created_at": "2022-04-26T09:47:52Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 70,
"created_at": "2022-05-04T14:23:19Z",
"last_comment_at": "2022-05-04T14:23:57Z",
"last_comment_author": "khaeru"
},
{
"number": 93,
"created_at": "2023-03-06T15:00:18Z",
"last_comment_at": "2023-03-07T10:26:47Z",
"last_comment_author": "khaeru"
},
{
"number": 126,
"created_at": "2023-09-15T08:13:47Z",
"last_comment_at": "2023-09-15T08:15:16Z",
"last_comment_author": "khaeru"
},
{
"number": 128,
"created_at": "2023-09-20T11:01:28Z",
"last_comment_at": "2023-09-22T09:00:15Z",
"last_comment_author": "glatterf42"
},
{
"number": 133,
"created_at": "2023-10-16T15:23:17Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 136,
"created_at": "2023-10-24T09:22:17Z",
"last_comment_at": "2024-01-29T16:30:32Z",
"last_comment_author": "khaeru"
},
{
"number": 139,
"created_at": "2023-11-24T09:26:19Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 140,
"created_at": "2023-12-14T15:34:43Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 147,
"created_at": "2024-01-22T06:44:49Z",
"last_comment_at": "2024-01-23T09:27:43Z",
"last_comment_author": "glatterf42"
},
{
"number": 148,
"created_at": "2024-01-22T08:36:03Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 164,
"created_at": "2024-04-08T08:46:58Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 170,
"created_at": "2024-04-14T22:57:22Z",
"last_comment_at": "2024-04-16T06:10:31Z",
"last_comment_author": "glatterf42"
},
{
"number": 171,
"created_at": "2024-04-15T09:51:04Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 172,
"created_at": "2024-04-17T07:03:50Z",
"last_comment_at": "2024-04-18T15:18:47Z",
"last_comment_author": "Jihoon"
},
{
"number": 177,
"created_at": "2024-04-19T10:49:54Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/iiasa/message-ix-models",
"host": "github.com",
"name": "message-ix-models",
"owner": "iiasa"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 71,
"inputs": {
"security": 59,
"vitality": 89,
"community": 51,
"governance": 64,
"engineering": 88
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 89,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"commits_last_year": 840,
"human_commit_share": 0.99,
"days_since_last_push": 1,
"active_weeks_last_year": 43
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "43/52 weeks with commits",
"points": 29.8,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 43
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "840 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 840
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 82,
"inputs": {
"releases_count": 39,
"latest_release_tag": "v2026.4.17",
"releases_from_tags": false,
"days_since_latest_release": 99,
"mean_days_between_releases": 80.6
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "39 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 39
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 99 days ago",
"points": 27,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 99
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~80.6 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 80.6
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 60,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 60 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 60
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 51,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "at_risk",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 46,
"inputs": {
"forks": 57,
"stars": 32,
"watchers": 18,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "32 stars",
"points": 24.2,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 32
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "57 forks",
"points": 14.6,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 57
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "18 watchers",
"points": 6.8,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 18
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 64,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 31,
"top_contributor_share": 0.567
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 57% of commits",
"points": 9.7,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 57
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "31 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 31
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 13 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"merged_prs": 280,
"open_issues": 97,
"closed_issues": 60,
"issue_closed_ratio": 0.382,
"closed_unmerged_prs": 46
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "38% of issues closed",
"points": 17.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 38
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "280/326 decided PRs merged",
"points": 32.9,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 280,
"decided": 326
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 1/4 approved changesets -- score normalized to 2",
"points": 3,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"followers": 212,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "iiasa",
"public_repos": 202,
"account_age_days": 3930
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "212 followers of iiasa",
"points": 16.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 212,
"login": "iiasa"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "202 public repos, account ~10 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 202
}
},
{
"code": "account_age_years",
"params": {
"years": 10
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"message-ix-models"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 99
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 99 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 99
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "59 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 59
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 88,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "5 out of 5 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"topics": [],
"has_wiki": false,
"homepage": "https://docs.messageix.org/models",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://docs.messageix.org/models",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 59,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 49,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "5 out of 5 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 1/4 approved changesets -- score normalized to 2",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 13 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "80 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:message-ix-models@2026.4.17 runtime dependency closure — what installing the published package pulls in — 112 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:message-ix-models@2026.4.17",
"assessed": 112
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 112,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 112,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 8
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 50,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 13,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.242,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "24 of 99 human commits state their intent (structured subject or explanatory body)",
"points": 12.9,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 24,
"sampled": 99
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"doc/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"message_ix_models/py.typed"
],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.01
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "doc/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "doc/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "message_ix_models/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "message_ix_models/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "1 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 1,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 290980,
"source_files_sampled": 374,
"oversized_source_files": 5
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (message_ix_models/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "message_ix_models/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "5/374 source files over 60KB",
"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 374,
"oversized": 5
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T07:19:01.949318Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iiasa/message-ix-models.svg",
"full_name": "iiasa/message-ix-models",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.