Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-26 08:50 UTC

iiasa / ixmp

The ix modeling platform for integrated and cross-cutting scenario analysis

PythonApache-2.0★ 40 estrellas⑂ 113 forksdesde nov 2017Ver en GitHub ↗

iiasa/ixmp tiene un índice de salud de 68 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Engineering Quality (92/100) y la más baja, Security (54/100). Se actualizó por última vez hace 1 día. Una sola persona concentra la mayor parte del trabajo reciente.

68
global / 100
Moderado

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.

68
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.

Titularidad

IIASAOrganización
212 seguidores202 repositorios públicosdesde oct 2015

Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIixmp3.11.1141622hace 417 días

Métricas por categoría

Vitalidad

¿Está vivo el proyecto: se escribe código y se publican versiones?

71Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 1 días
19.4/36Cadencia de commits — 28/52 semanas con commits
18/18Volumen de commits — 189 commits en el último año
10/10OpenSSF Scorecard: Maintained — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year189
human_commit_share0,9
days_since_last_push1
active_weeks_last_year28
Cómo se puntúa
27/27Publica versiones — 19 versiones publicadas
7.2/36Recencia de las versiones — última versión hace 417 días
12.6/27Cadencia de publicación — una versión cada ~163 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count19
latest_release_tagv3.11.1
releases_from_tagsno
days_since_latest_release417
mean_days_between_releases163
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

59Moderado · 18% del índice global
Cómo se puntúa
25.8/60Estrellas — 40 estrellas
17.1/25Forks — 113 forks
5/15Observadores — 9 observadores
Datos de entrada utilizados
forks113
stars40
watchers9
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conductno
has_pull_request_template
Cómo se puntúa
42/80Descargas mensuales — 1416 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesixmp
dependents
ecosystemspypi
total_downloads
monthly_downloads1416
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?

62Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
4.3/22.5Distribución de commits — el principal contribuyente firma el 81% de los commits
13.5/13.5Amplitud de contribuyentes — 16 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled16
top_contributor_share0,809
Cómo se puntúa
32.4/46.8Resolución de issues — 69% de issues cerradas
32.4/38.3Aceptación de PR — 357/422 PR decididos fusionados
4.5/15OpenSSF Scorecard: Code-Review — Found 1/3 approved changesets -- score normalized to 3
Datos de entrada utilizados
merged_prs357
open_issues65
closed_issues147
issue_closed_ratio0,693
closed_unmerged_prs65
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
16.7/25Alcance del propietario — 212 seguidores de iiasa
25/25Trayectoria — 202 repos públicos, cuenta de ~10 años
Datos de entrada utilizados
followers212
owner_typeOrganization
is_verified
owner_loginiiasa
public_repos202
account_age_days3930
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
14/35Recencia de publicación — última publicación hace 417 días
20/20Historial de versiones — 22 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesixmp
ecosystemspypi
any_deprecatedno
min_days_since_publish417

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

92Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://docs.messageix.org/ixmp
10/10Descripción del repositorio
10/10Topics — 5 topics
0/10Wiki
Datos de entrada utilizados
topicsintegrated-assessment, energy-system, modeling-tool, data-warehouse, open-source
has_wikino
homepagehttps://docs.messageix.org/ixmp
has_readme
has_docs_dir
has_description

Seguridad

¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?

54Moderado · 16% del índice global
Cómo se puntúa
0/7.5Binary-Artifacts — binaries present in source code
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
2.2/7.5Code-Review — Found 1/3 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 11 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0.8/7.5Vulnerabilities — 9 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,2
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages25
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:ixmp@3.11.1 —lo que arrastra la instalación del paquete publicado—: 25 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

55Moderado · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
17.2/40Historial de commits legible — 29 de 90 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,322
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — doc/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — ixmp/py.typed
10/10Entorno reproducible — Dockerfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
8/8Mantenimiento automatizado — 10 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_languageno
bootstrap_filesdoc/Makefile
has_devcontainerno
has_linter_config
typecheck_configsixmp/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,1
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (ixmp/py.typed)
54.2/55Tamaños de archivo manejables — 1/65 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes71.040
source_files_sampled65
oversized_source_files1
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — notebooks
Datos de entrada utilizados
example_dirsnotebooks
has_mcp_signalno
api_schema_files

Datos clave

40estrellas de GitHub
16contribuidores
189commits en los últimos 12 meses
1días desde el último push
19versiones publicadas
1factor bus
65issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Más detalle

Historial de estrellas y forks 0 ★ / 113 ⇿
0Estrellas
113Forks
19Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

02040608010012011152018-022021-122025-10
Mayor 2Menor 13Parche 4

Cada punto abarca 8 días.

OpenSSF Scorecard 4.2 / 10
4.2agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-26 08:50 UTC

0Binary-Artifactsbinaries present in source code
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 1/3 approved changesets -- score normalized to 3
10Contributorsproject has 11 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
1Vulnerabilities9 existing vulnerabilities detected
Dependencias directas 9
RegistroPaqueteRestricción de versiónManifiesto
PyPIclickpyproject.toml
PyPIgenno>= 1.20pyproject.toml
PyPIJPype1>= 1.2.1pyproject.toml
PyPIJPype1<= 1.4.0pyproject.toml
PyPIopenpyxlpyproject.toml
PyPIpandas>= 1.2pyproject.toml
PyPIpintpyproject.toml
PyPIPyYAMLpyproject.toml
PyPIxarraypyproject.toml
Todas las dependencias 52

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 10 paquetes directos y 42 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIclickdirecta
PyPIgennodirecta
PyPIjpype1directa
PyPIopenpyxldirecta
PyPIpandasdirecta
PyPIpandas2.2.3directa
PyPIpintdirecta
PyPIpyyamldirecta
PyPIpyyaml6.0.1directa
PyPIxarraydirecta
PyPIalabaster1.0.0indirecta
PyPIbabel2.17.0indirecta
PyPIcertifi2024.7.4indirecta
PyPIcharset-normalizer3.2.0indirecta
PyPIdocutils0.21.2indirecta
PyPIgamsapiindirecta
PyPIgitdb4.0.10indirecta
PyPIgitpython3.1.50indirecta
PyPIidna3.15indirecta
PyPIimagesize1.4.1indirecta
PyPIixmp4indirecta
PyPIjinja23.1.6indirecta
PyPIlatexcodec2.0.1indirecta
PyPImarkupsafe2.1.3indirecta
PyPInbclientindirecta
PyPInumpy2.3.0indirecta
PyPInumpydoc1.8.0indirecta
PyPIpackaging23.1indirecta
PyPIpybtex0.25.1indirecta
PyPIpybtex-docutils1.0.2indirecta
PyPIpygments2.20.0indirecta
PyPIpytestindirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpytz2025.2indirecta
PyPIrequests2.33.0indirecta
PyPIroman-numerals-py3.1.0indirecta
PyPIsix1.16.0indirecta
PyPIsmmap5.0.0indirecta
PyPIsnowballstemmer2.2.0indirecta
PyPIsphinx8.2.3indirecta
PyPIsphinx-rtd-theme3.0.2indirecta
PyPIsphinxcontrib-applehelp2.0.0indirecta
PyPIsphinxcontrib-bibtex2.6.5indirecta
PyPIsphinxcontrib-devhelp2.0.0indirecta
PyPIsphinxcontrib-htmlhelp2.1.0indirecta
PyPIsphinxcontrib-jquery4.1indirecta
PyPIsphinxcontrib-jsmath1.0.1indirecta
PyPIsphinxcontrib-qthelp2.0.0indirecta
PyPIsphinxcontrib-serializinghtml2.0.0indirecta
PyPItabulate0.9.0indirecta
PyPItzdata2025.2indirecta
PyPIurllib32.7.0indirecta
Avisos de dependencias 0

Instalar pypi:ixmp@3.11.1 arrastra 25 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [
        "integrated-assessment",
        "energy-system",
        "modeling-tool",
        "data-warehouse",
        "open-source"
      ],
      "is_fork": false,
      "size_kb": 49402,
      "has_wiki": false,
      "homepage": "https://docs.messageix.org/ixmp",
      "languages": {
        "R": 5836,
        "GAMS": 6456,
        "Shell": 271,
        "Python": 690426,
        "Dockerfile": 846,
        "Jupyter Notebook": 45153
      },
      "pushed_at": "2026-07-25T00:03:08Z",
      "created_at": "2017-11-23T07:14:57Z",
      "owner_type": "Organization",
      "updated_at": "2026-06-30T09:42:40Z",
      "description": "The ix modeling platform for integrated and cross-cutting scenario analysis",
      "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": "v3.11.1",
          "kind": "patch",
          "published_at": "2025-06-03T10:34:03Z"
        },
        {
          "tag": "v3.11.0",
          "kind": "minor",
          "published_at": "2025-05-26T11:19:01Z"
        },
        {
          "tag": "v3.10.0",
          "kind": "minor",
          "published_at": "2025-02-19T12:29:33Z"
        },
        {
          "tag": "v3.9.0",
          "kind": "minor",
          "published_at": "2024-06-04T10:02:12Z"
        },
        {
          "tag": "v3.8.0",
          "kind": "minor",
          "published_at": "2024-01-12T08:34:54Z"
        },
        {
          "tag": "v3.7.0",
          "kind": "minor",
          "published_at": "2023-05-16T09:48:11Z"
        },
        {
          "tag": "v3.6.0",
          "kind": "minor",
          "published_at": "2022-08-18T07:53:41Z"
        },
        {
          "tag": "v3.5.0",
          "kind": "minor",
          "published_at": "2022-05-06T08:11:16Z"
        },
        {
          "tag": "v3.4.0",
          "kind": "minor",
          "published_at": "2022-01-24T12:04:32Z"
        },
        {
          "tag": "v3.3.0",
          "kind": "minor",
          "published_at": "2021-05-28T10:05:09Z"
        },
        {
          "tag": "v3.2.0",
          "kind": "minor",
          "published_at": "2021-01-24T16:36:06Z"
        },
        {
          "tag": "v3.1.0",
          "kind": "minor",
          "published_at": "2020-08-28T10:40:11Z"
        },
        {
          "tag": "v3.0.0",
          "kind": "major",
          "published_at": "2020-06-07T12:04:33Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2020-01-14T10:51:20Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2019-06-25T08:32:06Z"
        },
        {
          "tag": "v0.1.3",
          "kind": "patch",
          "published_at": "2018-11-21T10:41:06Z"
        },
        {
          "tag": "v0.1.2",
          "kind": "patch",
          "published_at": "2018-06-05T13:44:17Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2018-06-05T12:51:11Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2018-05-15T11:44:48Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "baa0bc43354eebe1cd695a8ddd2cc11aee0192aa",
          "body": "Bumps the all-actions group with 1 update: [actions/cache](https://github.com/actions/cache).\n\n\nUpdates `actions/cache` from 5 to 6\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/action\n[…]\ncache\n  dependency-version: '6'\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 actions/cache from 5 to 6 in the all-actions group",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-30T09:42:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "de4d0715efda6ccfe0117d3d342a0c314482a244",
          "body": "Use cached HyperSQL tables by default",
          "is_bot": false,
          "headline": "Merge pull request #645 from iiasa/issue/643",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-23T11:54:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6e2d3e0b722f35399a5dce872e81301371cf860",
          "body": null,
          "is_bot": false,
          "headline": "Add #645, #643, #433 to release notes",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-23T11:23:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a180de7813c0dcd9aadfeaff143afbdc81d872f",
          "body": null,
          "is_bot": false,
          "headline": "Add HyperSQL table type settings to documentation",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-23T11:23:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fdb955e6fe43a98b61bdebe410dcb3098dab5089",
          "body": "- jdbc/\n  - __init__.py contains the JDBCBackend class only.\n  - jvm.py contains code for interacting with the JVM, ixmp_source,\n    JPype, etc.\n  - options.py contains the Options class.\n- Add JClassProxy and use more explicit paths to reference Java classes.\n- Expand and improve docstrings.\n- Adjust imports.\n- Reorganize tests.",
          "is_bot": false,
          "headline": "Split ixmp/backend/jdbc.py to 3 files",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-23T11:23:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "975ad96054977f7288a959c2e4cdf6a35206baf6",
          "body": null,
          "is_bot": false,
          "headline": "Quiet cleanup exceptions in JDBCBackend.close_db()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-23T11:23:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "449713bf99decb94c267420f784bf549e73ca695",
          "body": "- DRIVER: new enumeration.\n- Options: collect all options and option-handling code, parallel to\n  .backend.ixmp4.Options.\n  - Remove _create_properties().\n  - Add hsqldb.default_table_type=cached by default for HyperSQL file\n    databases; partly addresses #643.\n- Replace _read_properties() with Options.from_file().\n- Replace JDBCBackend.handle_config() with a call to\n  Options.handle_config().\n- Simplify JDBCBackend.__init__().\n- Adjust usage.\n- Add and expand tests.",
          "is_bot": false,
          "headline": "Add .backend.jdbc.{DRIVER,Options}",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-23T07:56:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ed48c8ca77d57427b384d2ecc451a9a798018e2",
          "body": null,
          "is_bot": false,
          "headline": "Use parentheses in default pytest -m option",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-22T21:28:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f0902bc4c3dcc4d76969d023becffe553a6e15e",
          "body": null,
          "is_bot": false,
          "headline": "Silence noisy logging from 'faker' in tests",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-22T21:27:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a469534fed79cd4bbb6e19a2e51dc95ea6e2dad9",
          "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": "2026-06-22T12:54:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4190847668cc78166e5d540ab92d0b79442fc5e9",
          "body": null,
          "is_bot": false,
          "headline": "Bump GAMS 45.7.0 → 48.7.0 in \"pytest\" CI workflow",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-22T12:54:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0f7e3f3be88f0cf34a382b7acddf82f6bb03986",
          "body": null,
          "is_bot": false,
          "headline": "Work around pandas-dev/pandas-stubs#1787",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-06-22T12:50:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "834b82179d422d696d31e016af51e8be4f63a24d",
          "body": "* Bump idna from 3.7 to 3.15 in /doc\n\nBumps [idna](https://github.com/kjd/idna) from 3.7 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.7...v3.15)\n\n---\nupdated-depen\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Paul Natsuo Kishimoto <mail@paul.kishimoto.name>",
          "is_bot": true,
          "headline": "Bump idna from 3.7 to 3.15 in /doc (#639)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-22T10:06:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ae56de3efdfc6ae4a2d27e8b39a1a9a69a33538d",
          "body": "Adjust type hints for genno 1.30.0",
          "is_bot": false,
          "headline": "Merge pull request #638 from iiasa/ci/mypy-genno-1.30",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-05-18T10:09:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e5342738f92ae5911d0b5bced5ed19a39ba6f54",
          "body": "…per #636, #637.",
          "is_bot": false,
          "headline": "Update doc/ versions of gitpyuthon, urllib",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-05-18T09:29:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1057276db89007e7f2ac91c158cffc8f02db6b53",
          "body": "click.ParamType is a parametrized generic; give the value type.",
          "is_bot": false,
          "headline": "Adjust VersionType hint for click 8.4.0",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-05-18T09:25:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a2fc51e10fb8ab002fbe0b192115c797d8a3e38",
          "body": null,
          "is_bot": false,
          "headline": "Remove \"type: ignore\" obviated by genno 1.30",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-05-18T09:24:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2128fc272f940b2cc9c349fa8ccdd1286c687596",
          "body": "Bumps [gitpython](https://github.com/gitpython-developers/GitPython) from 3.1.44 to 3.1.47.\n- [Release notes](https://github.com/gitpython-developers/GitPython/releases)\n- [Changelog](https://github.com/gitpython-developers/GitPython/blob/main/CHANGES)\n- [Commits](https://github.com/gitpython-develo\n[…]\npare/3.1.44...3.1.47)\n\n---\nupdated-dependencies:\n- dependency-name: gitpython\n  dependency-version: 3.1.47\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump gitpython from 3.1.44 to 3.1.47 in /doc",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-27T12:59:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "65d68b7c7034a1f82a85d59183bc53d58053412c",
          "body": "Supersedes #633.",
          "is_bot": false,
          "headline": "Require pygments ≥ 2.20 in doc/requirements.in",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-03-31T13:45:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9f3180920d6c256d3b4a2ee8301da6766759b99",
          "body": "Bumps the all-actions group with 1 update: [codecov/codecov-action](https://github.com/codecov/codecov-action).\n\n\nUpdates `codecov/codecov-action` from 5 to 6\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANG\n[…]\nction\n  dependency-version: '6'\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 codecov/codecov-action from 5 to 6 in the all-actions group",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-31T13:45:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a1097c0fcd03e0073cf0d0024fe713c2b41c8e81",
          "body": "* Bump requests from 2.32.4 to 2.33.0 in /doc\n- Require requests>=2.33.0 in doc/requirements.in\n- Mention CVE, upstream release notes in comment.\n- Regenerate doc/requirements.txt.\n\nBumps [requests](https://github.com/psf/requests) from 2.32.4 to 2.33.0.\n- [Release notes](https://github.com/psf/requ\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Paul Natsuo Kishimoto <mail@paul.kishimoto.name>",
          "is_bot": true,
          "headline": "Bump requests from 2.32.4 to 2.33.0 in /doc (#630)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-27T11:49:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4c0e18f1c02b3e51d0e91d8dd22526b473c39f21",
          "body": "Add batch removal for remove par",
          "is_bot": false,
          "headline": "Merge pull request #603 from iiasa/feat/fix_slow_remove",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-03-22T23:44:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcc19945e43bd810b0b7ac6fe3d040634157e20c",
          "body": null,
          "is_bot": false,
          "headline": "Refresh downscoped batch removal jar",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T12:49:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0065e0265133d1f58f951260f0344ef037bb6dc",
          "body": null,
          "is_bot": false,
          "headline": "Add #603 to release notes",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T09:16:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98a9470404737b19c04a96fd417397d0d565a54f",
          "body": "Source diff https://github.com/iiasa/ixmp_source/compare/2a7433a...fef6b59",
          "is_bot": false,
          "headline": "Bump jar file",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c0671d7fde921b3008e03cf31c1dea337bd2128",
          "body": null,
          "is_bot": false,
          "headline": "DRY changes and restore faster JPype path",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9e76bf072843c1c77326c6865a674e228127a480",
          "body": null,
          "is_bot": false,
          "headline": "Ruff formatting",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f17704af87c8d7a7f693d6b1476e57abb8a7413",
          "body": null,
          "is_bot": false,
          "headline": "Bump jar file",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b7ade206180f41ce097e95247cd4f15a32fd615",
          "body": null,
          "is_bot": false,
          "headline": "Fix linelength",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbdcac92ae7e5372e646c704242a07e67f7219ea",
          "body": null,
          "is_bot": false,
          "headline": "Address PR comments",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19466124d93dfdc45fead02cd9097a78d399a7d9",
          "body": "- For primitive data types np.array can directly copy without\nelementwise iteration\n- For strings iteration required since java strings are objects. Faster\nto directly pass to pd.series than to use [:] and rely on jpype to\nconvert",
          "is_bot": false,
          "headline": "Apply micro-optimizations",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41299c969926523c78bea4762a204671d99bd2cf",
          "body": null,
          "is_bot": false,
          "headline": "Bump batch size to 1e6",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adf24738ad96eee1b66f00f2f76baa5582faa0df",
          "body": "- Batch calls can have unbounded memory use on large removals.\n- Add a batch size of 10,000 to keep memory usage bounded.",
          "is_bot": false,
          "headline": "Fix excess memory use",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87a56979dc923de303f08b1b6319c215d31a597b",
          "body": null,
          "is_bot": false,
          "headline": "Fix test failures",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7a80194b873ac8d043f32a21ec107977464b5c2",
          "body": null,
          "is_bot": false,
          "headline": "Fix line length",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0cb2fd7dea7d903d31b5b08edeff971bccb9e327",
          "body": null,
          "is_bot": false,
          "headline": "Bump jar file to latest build",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af8ef14ed7c9852f4a8a0261180cc89ed64593e1",
          "body": null,
          "is_bot": false,
          "headline": "Fix slow remove par",
          "author_name": "Vignesh Raghunathan",
          "author_login": "Wegatriespython",
          "committed_at": "2026-03-12T08:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55fc2725ddaeb3a1f174028c953bca590f41b96e",
          "body": "- Systematize marks in .test_tutorials.",
          "is_bot": false,
          "headline": "XFAIL test_R_transport_scenario with pandas > 3",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-03-06T17:51:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d40ac4ac871325781b1ae327552a19eab3eb44a1",
          "body": "Address ReadTheDocs build failures due to\nmcmtroffaes/sphinxcontrib-bibtex#345.",
          "is_bot": false,
          "headline": "Bump sphinxcontrib-bibtex to 2.6.5 in doc/",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-03-06T17:51:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1ba13d8b5d588a090c7743d07df790f85c61f0b",
          "body": "Work around rstudio/reticulate#1889 / iiasa/ixmp#628.",
          "is_bot": false,
          "headline": "Force reticulate 1.44.1 in \"pytest\" CI workflow",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-03-06T17:51:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad8beae33326b6c5da0ef4fc1213ccb02bd8950b",
          "body": "Test against/adjust for pandas 3.0.0, pytest 9",
          "is_bot": false,
          "headline": "Merge pull request #627 from iiasa/enh/pytest-9",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:46:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15b18da174e1186faa14e18aebd4eb31de8c0a13",
          "body": null,
          "is_bot": false,
          "headline": "Add #627, #626 to release notes",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:10:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7f33496e7f8263cc642fa5dc9d85c9813c88b2a",
          "body": "- Add strict_config, strict_markers settings.",
          "is_bot": false,
          "headline": "Use pytest >= 9, native/TOML config syntax",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:10:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6cffbae24b629056b14d735c13dcf4971fb9a547",
          "body": null,
          "is_bot": false,
          "headline": "Update copyright year 2025 → 2026",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:04:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9996a0f2bd08eadf997802ea85aa41a3cf36cfc9",
          "body": null,
          "is_bot": false,
          "headline": "Add \"pytest\" workflow job using pandas >=3",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:01:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb3867b49aa8db750958b56aeed00e83395928fd",
          "body": null,
          "is_bot": false,
          "headline": "Ensure expected dtypes in TimeSeries.get_geodata()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:01:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "986dd79a774e5f33130bf6b6f3d8395fdc51bf3c",
          "body": null,
          "is_bot": false,
          "headline": "Adjust _align_dtypes_for_filters() for pandas 3",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:01:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "356a7768f44be1c97f51e2f26d1e6c247fbd44f3",
          "body": null,
          "is_bot": false,
          "headline": "Construct marks flexibly in test_timeseries",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T12:01:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "881a8cd7f23d89002a3e362c75ffe7f03f91692d",
          "body": null,
          "is_bot": false,
          "headline": "Remove deprecated pd.concat(copy=…) in JDBCBackend",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "668d204151f6c3bffac63c4a477ea4393bcf0815",
          "body": null,
          "is_bot": false,
          "headline": "Add and apply pytest mark \"ixmp4-pandas-3\"",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eefddd72cc09553cd63ea7d497587f5a20d78c5e",
          "body": "Avoid KeyError that occurs with Pytest 9 only.",
          "is_bot": false,
          "headline": "Ensure KEY_IXMP4_PG_NAME exists in pytest stash",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5c3d36ac0f35e87d8a36970c601737d069d35d5",
          "body": "…in both core code and tests.",
          "is_bot": false,
          "headline": "Use .util.pandas.STRING_DTYPE where needed",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e67baa9cf84bbb6b1aacdff6fbe0a06170ac488b",
          "body": "This class was removed in pandas 3.0.0, so use in pyproject.toml causes\nerrors on pytest start-up.",
          "is_bot": false,
          "headline": "Omit pd.SettingWithCopyWarning in pytest config",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1ee0148d2da09aef0c644101c81f4ec4a7c44ff",
          "body": "Mark only the test functions (all but one) that XFAIL with current\nixmp4.",
          "is_bot": false,
          "headline": "Adjust marks on TestMeta",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4400d7d458366a4c575cda60fd21771fe8c393bf",
          "body": "Handle varying order of log messages when ixmp4 raises exceptions.",
          "is_bot": false,
          "headline": "Adjust test_discard_on_error",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bfb04731eb4ed5feb73d1ed0f5af46da69b505c",
          "body": null,
          "is_bot": false,
          "headline": "Log exceptions in discard_on_error()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "133d2c0e56e6a73eda4efa8516b2a2956382b542",
          "body": null,
          "is_bot": false,
          "headline": "Use compat SettingWithCopyWarning in .util.ixmp4",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee9b461f68035d55711059ebee515af619097edd",
          "body": null,
          "is_bot": false,
          "headline": "Add .util.pandas compatibility module",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-26T11:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c946bf03b0305dd81d8092655ed35063e1397bb4",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.6.0 to 2.6.3.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.6.0...2.6.3)\n\n---\nupdated-dependencies:\n- dependency-name: urllib3\n  dependency-version: 2.6.3\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump urllib3 from 2.6.0 to 2.6.3 in /doc",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-12T17:42:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb97092dd030a46ea8aa73a616851c6f81112d73",
          "body": "Bumps the all-actions group with 1 update: [actions/cache](https://github.com/actions/cache).\n\n\nUpdates `actions/cache` from 4 to 5\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/action\n[…]\ncache\n  dependency-version: '5'\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 actions/cache from 4 to 5 in the all-actions group",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-12T16:55:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "902946682ec503c1e506f4c7c0285ca40601f79c",
          "body": "Adjust for pandas-stubs v2.3.3.251219",
          "is_bot": false,
          "headline": "Merge pull request #625 from iiasa/ci/pandas-stubs-251219",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-12T15:48:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d284c3e8a68f7d8e7fffe26f326cc3f9e7d74ea",
          "body": "- Update type: ignore [misc] to [untyped-decorator]\n- Type guard loop variables when iterating over Pandas objects.\n- Use unbound pd.Series method instead of lambda function.\n- Use assign to avoid missing attribute error.",
          "is_bot": false,
          "headline": "Satisfy mypy 1.19 with pandas-stubs 2.3.3.251219",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-12T14:27:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29b8237441a9d699ae4618aa3bde2e78944b4cd9",
          "body": null,
          "is_bot": false,
          "headline": "Add .util.is_dict_int_float() type guard",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-12T14:25:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f042ec965823f0f87bcc2ec3c46dbf7fc9649d0f",
          "body": "- mypy v1.17.1 → 1.19.1\n- ruff v0.12.10 → v0.14.11",
          "is_bot": false,
          "headline": "Bump mypy, ruff versions",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2026-01-12T13:31:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94480271d67f24f40405ef4be1ebc62289f41f5c",
          "body": "* Bump urllib3 from 2.5.0 to 2.6.0 in /doc\n\nBumps [urllib3](https://github.com/urllib3/urllib3) from 2.5.0 to 2.6.0.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/c\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Paul Natsuo Kishimoto <mail@paul.kishimoto.name>",
          "is_bot": true,
          "headline": "Bump urllib3 from 2.5.0 to 2.6.0 in /doc (#617)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-08T10:11:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "51ccb3276ea1d85a437ad14232890f3f3e8dec70",
          "body": "Improve .util.sphinx_linkcode_github",
          "is_bot": false,
          "headline": "Merge pull request #616 from iiasa/enh/sphinx-linkcode-github",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-04T09:21:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ca8815eb6d38ebc36c05fbc7d463080cc0e906d",
          "body": null,
          "is_bot": false,
          "headline": "Correct links in docstring of .add_timeseries()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-03T14:38:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c8ec7b16cdb55b2a80a44bba36cc5276ca372b2",
          "body": null,
          "is_bot": false,
          "headline": "Add comment in TestScenario",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-03T14:37:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "399106ff5d56523291b9ce3a297a50d6e97def85",
          "body": "- Recursively unwrap, for e.g. multiply-decorated objects.\n- Handle wrapper_descriptor.\n- Never raise exceptions; instead log a warning.\n- Expand comments.",
          "is_bot": false,
          "headline": "Improve autodoc_process_docstring()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-03T14:36:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f93c3a22ca1318eb17cf59dc9902bc057258ba8f",
          "body": null,
          "is_bot": false,
          "headline": "Avoid raising exception in linkcode_resolve()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-03T14:34:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "456f85aaaaf8fb4408caa7c5e8c2cae88a56dd1b",
          "body": null,
          "is_bot": false,
          "headline": "Adjust type hint for GitHubLinker.line_numbers",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-03T14:33:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "319bd13a1ea6311bdecbd650927faadeb7b56fdc",
          "body": "- Quiet Sphinx warning for config value type.",
          "is_bot": false,
          "headline": "Mark Sphinx extension as parallel_{r,w}_safe",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-03T11:52:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c11c84110385548b3c75fc3eea845a1d2fe58b86",
          "body": "Enable cloning from jdbc to ixmp4",
          "is_bot": false,
          "headline": "Merge pull request #610 from iiasa/enh/clone-from-jdbc-to-ixmp4",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:56:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab623ecb389d19684751ab3c41706628f816be24",
          "body": null,
          "is_bot": false,
          "headline": "Add #610 to docs, release notes",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:29:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55170bbdb428f1a065453fc9f43614f9122656ed",
          "body": null,
          "is_bot": false,
          "headline": "Skip `platforms` fixture & tests without ixmp4",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:29:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bfc3f698ca5de48e7fc177fde51a5b6f0ef8a5a",
          "body": "- Avoid cross-import of upstream/underlying code and packages and\n  ixmp4-specific code outside of .backend.ixmp4.\n- Raise CrossPlatformClone from JDBCBackend.clone() to trigger generic\n  .core.scenario._clone().",
          "is_bot": false,
          "headline": "Remove JDBCBackend._clone_to_ixmp4()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:29:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d69e01fb977fee397053b321005ff9eb97f15763",
          "body": "- Adjust signature to match .base.Backend()\n- Handle data for Equation and Variable by constructing ixmp4's\n  preferred input data type directly.\n- Switch on item type at the top level, then loop over elements.\n- Narrow type of ._get_set_data():\n  - Sets may not contain float.\n  - Sets may contain *only* int or str, not a mix of both.",
          "is_bot": false,
          "headline": "Improve IXMP4Backend.item_set_elements()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:29:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfc27112e7fd563bc7a57863fd3a1b17b8731ae9",
          "body": "- Backend-unaware clone of data associated with a Scenario object.\n- Scenario.clone() falls back to this function if Backend.clone() raises\n  a CrossPlatformClone exception.",
          "is_bot": false,
          "headline": "Add .core.scenario._clone()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:29:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da3e3009e305e2d5c488ca3163f8399f4a3e9c1a",
          "body": "- Use a subclass of ixmp.core.item.Item instead of str.\n- Document which types a concrete Backend implementation must, or may\n  not, support.\n- Adjust JDBCBackend, Scenario to match the updated signature.",
          "is_bot": false,
          "headline": "Change type of Backend.item_set_elements(…, type=…)",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:29:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "412c0864d1ad6305b5af705ff2a4055c4ddcbe63",
          "body": "- Separate setup to fixture functions; don't duplicate teardown code\n  from _platform_fixture().\n- Add and use assert_frame_equal_sorted(), to be tolerant of different\n  data order in returned data frames.\n- Check the creation of a parameter that is not automatically present in\n  the destination Scenario.",
          "is_bot": false,
          "headline": "Improve TestScenario.test_clone_jdbc_to_ixmp4",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T20:29:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60aedeefee4e04498b7e4f6274beb5b87eb9762b",
          "body": "Ensure teardown code is executed even when fixture-using test functions\nraise exceptions.",
          "is_bot": false,
          "headline": "Use try/finally in .testing._platform_fixture()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T16:05:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b3e26f76eeeaa8cf24740c205528a282d13e348",
          "body": "Backend-unaware clone of data associated with a TimeSeries object.",
          "is_bot": false,
          "headline": "Add .timeseries._clone()",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T16:03:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb147e9988405c66273d94634474e8e8f466b2e5",
          "body": null,
          "is_bot": false,
          "headline": "Ensure Platform.name is always populated",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T16:02:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3b91eb9fdff2ab81adca760e60d7d48a26e5312",
          "body": "- Document when .base.Backend.clone() should raise an exception of this\n  type.",
          "is_bot": false,
          "headline": "Add .backend.common.CrossPlatformClone exception",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T16:01:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d69f528d53944834e01ec5c0e575cd14e7ce1271",
          "body": null,
          "is_bot": false,
          "headline": "Test cloning from JDBC to ixmp4",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-12-02T11:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8aa918727f9e28df47e4b9b55ed6cb21e314180",
          "body": null,
          "is_bot": false,
          "headline": "Add function to clone from JDBC to ixmp4",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-12-02T11:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bbf3b628ec0b354112321bc3704bbe13b72bcda3",
          "body": null,
          "is_bot": false,
          "headline": "Add function to iterate over all item/data types",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-12-02T11:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b66634191a5263ae02d3b575d25b79ad3e2ef471",
          "body": null,
          "is_bot": false,
          "headline": "Enable unique platform name for test using both backends",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-12-02T11:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c17fcaf399784871aaf09b2e9782d5f27b1b0d40",
          "body": null,
          "is_bot": false,
          "headline": "Fix type hint",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-12-02T11:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d4e9722391ddc2a816ec6f0459c3f09d69bc174",
          "body": "- Adjust for pandas-stubs v2.3.3.251201.\n- Narrow types of Scenario.add_par(…, value=…, unit=…, comment=…) args\n  from Iterable to Sequence.",
          "is_bot": false,
          "headline": "Satisfy mypy in .core.scenario",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-12-02T10:02:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d061bb0aed3ed46070dad858bb016b4835b6dce6",
          "body": "- Replace reuse of workflow from iiasa/actions.\n- Run in \"publish\" environment.",
          "is_bot": false,
          "headline": "Use `uv publish` in \"publish\" CI workflow",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-11-28T09:57:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15f764f2c54c2274eea3b0307958a6942779ed17",
          "body": null,
          "is_bot": false,
          "headline": "Add PR to release notes",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-11-27T16:39:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e5d42ba034d7dea2d9d8c9c62560ab1eba6d2d3",
          "body": null,
          "is_bot": false,
          "headline": "Bump ixmp4 version mentioned in docs",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-11-27T16:39:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "322c8140e8a3c8db05b80d6b44c9b814e4d60da3",
          "body": null,
          "is_bot": false,
          "headline": "Remove outdated pytest marker",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-11-27T16:39:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1503a20cf42c02c79e0ea208a2b3f50fdbd8b4aa",
          "body": null,
          "is_bot": false,
          "headline": "Bump ixmp4 version to support Python 3.14",
          "author_name": "Fridolin Glatter",
          "author_login": "glatterf42",
          "committed_at": "2025-11-27T16:39:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5b053245e8240c58dfeccd901672d8c5f7f7bb7",
          "body": "Bumps the all-actions group with 1 update: [actions/checkout](https://github.com/actions/checkout).\n\n\nUpdates `actions/checkout` from 5 to 6\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://g\n[…]\nversion-update:semver-major\n  dependency-group: all-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 5 to 6 in the all-actions group (#612)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-25T09:23:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dacb3c5187a9e241a285b506e92950e5996b87d2",
          "body": "Tolerate missing PostgreSQL database in ixmp.testing",
          "is_bot": false,
          "headline": "Merge pull request #611 from iiasa/fix/test-ixmp4-postgres",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-11-19T11:59:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c92b9c7a63f2140bbbf27ef86b2be93cdc4080a0",
          "body": null,
          "is_bot": false,
          "headline": "Add #611 to release notes",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-11-19T11:04:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14dee8b654bcd2d5e14c9c667bb0bfb3ce539016",
          "body": "Don't include the \"ixmp_test\" value used in the test suite as part of\nthe default configuration for users.",
          "is_bot": false,
          "headline": "Use \"ixmp\" DB name for \"ixmp4-local\" platform",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-11-19T11:04:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b66c63355f90a033566dd2a4f430021511a7d581",
          "body": null,
          "is_bot": false,
          "headline": "Drop redefinition of `GHA` in .test_tutorials",
          "author_name": "Paul Natsuo Kishimoto",
          "author_login": "khaeru",
          "committed_at": "2025-11-19T11:03:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 19,
      "commits_last_year": 189,
      "latest_release_at": "2025-06-03T10:34:03Z",
      "latest_release_tag": "v3.11.1",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 28,
      "days_since_latest_release": 417,
      "mean_days_between_releases": 163
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "ixmp",
          "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 :: 3.9",
            "Programming Language :: R",
            "Topic :: Scientific/Engineering",
            "Topic :: Scientific/Engineering :: Information Analysis"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/ixmp/",
          "is_deprecated": false,
          "latest_version": "3.11.1",
          "repository_url": "https://github.com/iiasa/ixmp",
          "versions_count": 22,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 1416,
          "first_published_at": "2019-06-25T08:28:47.116755Z",
          "latest_published_at": "2025-06-03T10:34:41.004030Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 417
        }
      ]
    },
    "popularity": {
      "forks": 113,
      "stars": 40,
      "watchers": 9,
      "fork_history": {
        "days": [
          {
            "date": "2018-02-05",
            "count": 1
          },
          {
            "date": "2018-02-09",
            "count": 1
          },
          {
            "date": "2018-02-12",
            "count": 1
          },
          {
            "date": "2018-02-15",
            "count": 1
          },
          {
            "date": "2018-02-16",
            "count": 1
          },
          {
            "date": "2018-03-07",
            "count": 1
          },
          {
            "date": "2018-03-13",
            "count": 1
          },
          {
            "date": "2018-03-16",
            "count": 1
          },
          {
            "date": "2018-03-28",
            "count": 1
          },
          {
            "date": "2018-04-11",
            "count": 1
          },
          {
            "date": "2018-04-12",
            "count": 1
          },
          {
            "date": "2018-04-13",
            "count": 1
          },
          {
            "date": "2018-04-24",
            "count": 1
          },
          {
            "date": "2018-04-26",
            "count": 1
          },
          {
            "date": "2018-05-09",
            "count": 1
          },
          {
            "date": "2018-05-11",
            "count": 1
          },
          {
            "date": "2018-05-13",
            "count": 1
          },
          {
            "date": "2018-05-17",
            "count": 1
          },
          {
            "date": "2018-05-18",
            "count": 1
          },
          {
            "date": "2018-05-20",
            "count": 2
          },
          {
            "date": "2018-05-21",
            "count": 1
          },
          {
            "date": "2018-06-02",
            "count": 1
          },
          {
            "date": "2018-06-06",
            "count": 1
          },
          {
            "date": "2018-06-21",
            "count": 1
          },
          {
            "date": "2018-06-26",
            "count": 1
          },
          {
            "date": "2018-07-02",
            "count": 1
          },
          {
            "date": "2018-07-09",
            "count": 1
          },
          {
            "date": "2018-07-10",
            "count": 1
          },
          {
            "date": "2018-08-10",
            "count": 5
          },
          {
            "date": "2018-09-09",
            "count": 1
          },
          {
            "date": "2018-09-17",
            "count": 1
          },
          {
            "date": "2018-10-05",
            "count": 1
          },
          {
            "date": "2018-11-16",
            "count": 1
          },
          {
            "date": "2018-12-20",
            "count": 1
          },
          {
            "date": "2019-01-09",
            "count": 2
          },
          {
            "date": "2019-01-15",
            "count": 1
          },
          {
            "date": "2019-01-28",
            "count": 1
          },
          {
            "date": "2019-02-08",
            "count": 1
          },
          {
            "date": "2019-02-19",
            "count": 1
          },
          {
            "date": "2019-03-28",
            "count": 1
          },
          {
            "date": "2019-04-17",
            "count": 1
          },
          {
            "date": "2019-05-16",
            "count": 1
          },
          {
            "date": "2019-06-04",
            "count": 2
          },
          {
            "date": "2019-07-14",
            "count": 1
          },
          {
            "date": "2019-08-04",
            "count": 1
          },
          {
            "date": "2019-08-17",
            "count": 1
          },
          {
            "date": "2019-09-06",
            "count": 1
          },
          {
            "date": "2019-10-01",
            "count": 1
          },
          {
            "date": "2019-10-02",
            "count": 1
          },
          {
            "date": "2019-10-03",
            "count": 1
          },
          {
            "date": "2019-10-04",
            "count": 1
          },
          {
            "date": "2019-10-09",
            "count": 1
          },
          {
            "date": "2019-10-15",
            "count": 1
          },
          {
            "date": "2019-10-30",
            "count": 1
          },
          {
            "date": "2019-11-22",
            "count": 1
          },
          {
            "date": "2020-01-17",
            "count": 1
          },
          {
            "date": "2020-02-04",
            "count": 1
          },
          {
            "date": "2020-04-04",
            "count": 1
          },
          {
            "date": "2020-04-17",
            "count": 1
          },
          {
            "date": "2020-04-25",
            "count": 1
          },
          {
            "date": "2020-05-25",
            "count": 1
          },
          {
            "date": "2020-06-17",
            "count": 1
          },
          {
            "date": "2020-09-20",
            "count": 1
          },
          {
            "date": "2020-09-23",
            "count": 1
          },
          {
            "date": "2020-11-09",
            "count": 1
          },
          {
            "date": "2020-11-21",
            "count": 1
          },
          {
            "date": "2021-03-12",
            "count": 1
          },
          {
            "date": "2021-04-19",
            "count": 1
          },
          {
            "date": "2021-05-07",
            "count": 1
          },
          {
            "date": "2021-06-28",
            "count": 1
          },
          {
            "date": "2021-07-01",
            "count": 1
          },
          {
            "date": "2021-08-17",
            "count": 1
          },
          {
            "date": "2021-09-02",
            "count": 1
          },
          {
            "date": "2021-10-04",
            "count": 1
          },
          {
            "date": "2022-01-08",
            "count": 1
          },
          {
            "date": "2022-01-27",
            "count": 1
          },
          {
            "date": "2022-02-02",
            "count": 1
          },
          {
            "date": "2022-02-10",
            "count": 1
          },
          {
            "date": "2022-02-21",
            "count": 1
          },
          {
            "date": "2022-03-17",
            "count": 1
          },
          {
            "date": "2022-05-24",
            "count": 1
          },
          {
            "date": "2022-05-31",
            "count": 1
          },
          {
            "date": "2022-08-22",
            "count": 1
          },
          {
            "date": "2022-10-11",
            "count": 1
          },
          {
            "date": "2023-01-13",
            "count": 1
          },
          {
            "date": "2023-03-17",
            "count": 1
          },
          {
            "date": "2023-04-13",
            "count": 1
          },
          {
            "date": "2023-04-14",
            "count": 1
          },
          {
            "date": "2023-06-06",
            "count": 1
          },
          {
            "date": "2023-06-27",
            "count": 1
          },
          {
            "date": "2023-11-10",
            "count": 1
          },
          {
            "date": "2023-11-14",
            "count": 1
          },
          {
            "date": "2023-11-28",
            "count": 1
          },
          {
            "date": "2024-01-08",
            "count": 1
          },
          {
            "date": "2024-01-31",
            "count": 1
          },
          {
            "date": "2024-03-28",
            "count": 1
          },
          {
            "date": "2024-04-17",
            "count": 1
          },
          {
            "date": "2024-05-22",
            "count": 1
          },
          {
            "date": "2024-08-27",
            "count": 1
          },
          {
            "date": "2024-12-10",
            "count": 1
          },
          {
            "date": "2025-01-23",
            "count": 1
          },
          {
            "date": "2025-03-20",
            "count": 1
          },
          {
            "date": "2025-04-17",
            "count": 1
          },
          {
            "date": "2025-10-06",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 111,
        "total_forks": 113
      },
      "star_history": null,
      "open_issues_and_prs": 74
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "doc/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "ixmp/py.typed"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 71040,
      "source_files_sampled": 65,
      "oversized_source_files": 1,
      "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": 25,
        "malicious_count": 0,
        "assessed_package": "pypi:ixmp@3.11.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "genno",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">= 1.20"
        },
        {
          "name": "JPype1",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">= 1.2.1"
        },
        {
          "name": "JPype1",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "<= 1.4.0"
        },
        {
          "name": "openpyxl",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">= 1.2"
        },
        {
          "name": "pint",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "xarray",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "click",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "genno",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jpype1",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pint",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "xarray",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2024.7.4",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "gamsapi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.50",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.15",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ixmp4",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "latexcodec",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "2.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpydoc",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pybtex",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pybtex-docutils",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.33.0",
            "ecosystem": "pypi"
          },
          {
            "name": "roman-numerals-py",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "8.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-bibtex",
            "direct": false,
            "version": "2.6.5",
            "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": "tabulate",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 52,
        "direct_count": 10,
        "indirect_count": 42
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 9,
        "merged_prs": 357,
        "open_issues": 65,
        "closed_ratio": 0.693,
        "closed_issues": 147,
        "closed_unmerged_prs": 65
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "khaeru",
          "commits": 1409,
          "avatar_url": "https://avatars.githubusercontent.com/u/1634164?v=4"
        },
        {
          "type": "User",
          "login": "glatterf42",
          "commits": 145,
          "avatar_url": "https://avatars.githubusercontent.com/u/83776373?v=4"
        },
        {
          "type": "User",
          "login": "zikolach",
          "commits": 40,
          "avatar_url": "https://avatars.githubusercontent.com/u/79057?v=4"
        },
        {
          "type": "User",
          "login": "danielhuppmann",
          "commits": 34,
          "avatar_url": "https://avatars.githubusercontent.com/u/16931589?v=4"
        },
        {
          "type": "User",
          "login": "gidden",
          "commits": 29,
          "avatar_url": "https://avatars.githubusercontent.com/u/1392657?v=4"
        },
        {
          "type": "User",
          "login": "francescolovat",
          "commits": 24,
          "avatar_url": "https://avatars.githubusercontent.com/u/56022262?v=4"
        },
        {
          "type": "User",
          "login": "LauWien",
          "commits": 19,
          "avatar_url": "https://avatars.githubusercontent.com/u/57132039?v=4"
        },
        {
          "type": "User",
          "login": "Wegatriespython",
          "commits": 14,
          "avatar_url": "https://avatars.githubusercontent.com/u/149388560?v=4"
        },
        {
          "type": "User",
          "login": "fonfon",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/1867309?v=4"
        },
        {
          "type": "User",
          "login": "GamzeUnlu95",
          "commits": 7,
          "avatar_url": "https://avatars.githubusercontent.com/u/44092465?v=4"
        }
      ],
      "contributors_sampled": 16,
      "top_contributor_share": 0.809
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "publish.yaml",
        "pytest.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": 0,
            "reason": "binaries present in source code",
            "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": "8 out of 8 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": 3,
            "reason": "Found 1/3 approved changesets -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 11 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": "18 commit(s) and 2 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": 1,
            "reason": "9 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "baa0bc43354eebe1cd695a8ddd2cc11aee0192aa",
        "ran_at": "2026-07-26T08:50:26Z",
        "aggregate_score": 4.2,
        "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": "2026-07-26T06:28:48Z",
      "oldest_open_prs": [
        {
          "number": 400,
          "created_at": "2021-02-23T11:42:03Z",
          "last_comment_at": "2021-02-24T05:32:47Z",
          "last_comment_author": "codecov"
        },
        {
          "number": 420,
          "created_at": "2021-06-29T07:08:39Z",
          "last_comment_at": "2023-05-11T09:03:08Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 472,
          "created_at": "2023-03-07T09:44:05Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 605,
          "created_at": "2025-10-21T13:38:14Z",
          "last_comment_at": "2025-12-10T14:00:26Z",
          "last_comment_author": "Wegatriespython"
        },
        {
          "number": 620,
          "created_at": "2025-12-11T13:50:35Z",
          "last_comment_at": "2025-12-11T13:56:36Z",
          "last_comment_author": "codecov"
        },
        {
          "number": 621,
          "created_at": "2025-12-11T13:55:31Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 622,
          "created_at": "2025-12-11T14:51:34Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 640,
          "created_at": "2026-06-03T15:27:29Z",
          "last_comment_at": "2026-06-23T16:18:39Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 648,
          "created_at": "2026-07-25T00:03:03Z",
          "last_comment_at": "2026-07-25T00:09:05Z",
          "last_comment_author": "codecov"
        }
      ],
      "last_merged_pr_at": "2026-06-30T09:42:35Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 30,
          "created_at": "2018-05-08T07:59:41Z",
          "last_comment_at": "2022-02-18T09:16:21Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 66,
          "created_at": "2018-07-06T08:01:52Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 72,
          "created_at": "2018-07-25T10:00:30Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 75,
          "created_at": "2018-07-30T13:51:10Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 78,
          "created_at": "2018-07-31T11:36:31Z",
          "last_comment_at": "2020-08-27T12:48:11Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 84,
          "created_at": "2018-08-30T14:00:48Z",
          "last_comment_at": "2018-09-25T11:41:49Z",
          "last_comment_author": "tzipperle"
        },
        {
          "number": 85,
          "created_at": "2018-09-05T15:07:54Z",
          "last_comment_at": "2020-01-24T07:58:39Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 87,
          "created_at": "2018-09-10T08:37:11Z",
          "last_comment_at": "2020-10-19T10:46:02Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 91,
          "created_at": "2018-10-13T12:39:36Z",
          "last_comment_at": "2019-06-16T08:10:49Z",
          "last_comment_author": "tzipperle"
        },
        {
          "number": 102,
          "created_at": "2018-11-26T09:37:18Z",
          "last_comment_at": "2025-11-28T15:30:25Z",
          "last_comment_author": "glatterf42"
        },
        {
          "number": 113,
          "created_at": "2019-01-21T11:11:09Z",
          "last_comment_at": "2019-03-13T13:39:34Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 119,
          "created_at": "2019-02-13T13:30:00Z",
          "last_comment_at": "2020-08-27T12:49:52Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 136,
          "created_at": "2019-05-10T09:53:22Z",
          "last_comment_at": "2019-05-10T12:41:25Z",
          "last_comment_author": "behnam-zakeri"
        },
        {
          "number": 187,
          "created_at": "2019-09-13T06:49:38Z",
          "last_comment_at": "2019-10-24T20:54:38Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 215,
          "created_at": "2019-11-22T10:47:19Z",
          "last_comment_at": "2020-04-23T18:46:11Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 221,
          "created_at": "2019-11-25T09:46:46Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 222,
          "created_at": "2019-11-25T10:11:48Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 228,
          "created_at": "2019-11-28T09:41:01Z",
          "last_comment_at": "2019-11-30T12:04:43Z",
          "last_comment_author": "khaeru"
        },
        {
          "number": 235,
          "created_at": "2019-12-11T12:14:37Z",
          "last_comment_at": "2019-12-11T19:53:49Z",
          "last_comment_author": "zikolach"
        },
        {
          "number": 241,
          "created_at": "2019-12-19T09:13:40Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/iiasa/ixmp",
    "host": "github.com",
    "name": "ixmp",
    "owner": "iiasa"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 68,
      "inputs": {
        "security": 54,
        "vitality": 71,
        "community": 59,
        "governance": 62,
        "engineering": 92
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 71,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "commits_last_year": 189,
              "human_commit_share": 0.9,
              "days_since_last_push": 1,
              "active_weeks_last_year": 28
            },
            "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": "28/52 weeks with commits",
                "points": 19.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 28
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "189 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 189
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "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": 52,
            "inputs": {
              "releases_count": 19,
              "latest_release_tag": "v3.11.1",
              "releases_from_tags": false,
              "days_since_latest_release": 417,
              "mean_days_between_releases": 163
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "19 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 417 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 417
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~163 days",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 163
                    }
                  }
                ],
                "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": 32,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 32 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 32
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 59,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "forks": 113,
              "stars": 40,
              "watchers": 9,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "40 stars",
                "points": 25.8,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 40
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "113 forks",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 113
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "9 watchers",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "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": 18,
                "status": "met",
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "packages": [
                "ixmp"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 1416
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,416 downloads/month across pypi",
                "points": 42,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 1416,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 62,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 16,
              "top_contributor_share": 0.809
            },
            "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 81% of commits",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 81
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "16 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 11 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "merged_prs": 357,
              "open_issues": 65,
              "closed_issues": 147,
              "issue_closed_ratio": 0.693,
              "closed_unmerged_prs": 65
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "69% of issues closed",
                "points": 32.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 69
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "357/422 decided PRs merged",
                "points": 32.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 357,
                      "decided": 422
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/3 approved changesets -- score normalized to 3",
                "points": 4.5,
                "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": "good",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "packages": [
                "ixmp"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 417
            },
            "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 417 days ago",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 417
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "22 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "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": 92,
        "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": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "integrated-assessment",
                "energy-system",
                "modeling-tool",
                "data-warehouse",
                "open-source"
              ],
              "has_wiki": false,
              "homepage": "https://docs.messageix.org/ixmp",
              "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/ixmp",
                "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": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": 54,
        "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": 42,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 0,
                "status": "missed",
                "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": "8 out of 8 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 1/3 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 11 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": "18 commit(s) and 2 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": "9 existing vulnerabilities detected",
                "points": 0.8,
                "status": "partial",
                "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:ixmp@3.11.1 runtime dependency closure — what installing the published package pulls in — 25 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:ixmp@3.11.1",
                  "assessed": 25
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 25,
              "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": 25,
              "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": 16
            },
            "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": 55,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 17,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.322,
              "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": "29 of 90 human commits state their intent (structured subject or explanatory body)",
                "points": 17.2,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 29,
                      "sampled": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "doc/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "ixmp/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.1
            },
            "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": "ixmp/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ixmp/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "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": "10 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "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": 71040,
              "source_files_sampled": 65,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (ixmp/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "ixmp/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/65 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 65,
                      "oversized": 1
                    }
                  }
                ],
                "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": "2026-07-26T08:50:48.501412Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iiasa/ixmp.svg",
  "full_name": "iiasa/ixmp",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadasPyPI.