Registro público
Informe de salud del softwareesquema 0.15.0 · métricas 1.13.0 · 2026-07-19 16:00 UTC

OpenSTEF / openstef

Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.

PythonMPL-2.0★ 155 estrellas⑂ 52 forksdesde feb 2021Ver en GitHub ↗
#forecasting#energy#python#data-science#machine-learning#time-series#energy-forecasting

OpenSTEF/openstef tiene un índice de salud de 83 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (96/100) y la más baja, AI Readiness (40/100). Se actualizó por última vez hace 2 días. 3 personas concentran la mayor parte del trabajo reciente.

83
global / 100
Bueno

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.

83
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

OpenSTEFOrganización
87 seguidores7 repositorios públicosdesde nov 2021

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIopenstef4.1.2-246hace 2 díasenergyforecastingmachinelearning

Métricas por categoría

Vitalidad

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

96Excelente · 22% del índice global

Actividad de desarrollo

95Excelente
Cómo se puntúa
36/36Recencia de push — último push hace 2 días
31.2/36Cadencia de commits — 45/52 semanas con commits
18/18Volumen de commits — 250 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year250
human_commit_share—
days_since_last_push2
active_weeks_last_year45

Disciplina de publicación

98Excelente
Cómo se puntúa
27/27Publica versiones — 100 versiones publicadas
36/36Recencia de las versiones — última versión hace 2 días
27/27Cadencia de publicación — una versión cada ~7,9 días
8/10OpenSSF Scorecard: Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
Datos de entrada utilizados
releases_count100
latest_release_tagv4.1.2
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases7,9

Comunidad y Adopción

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

72Bueno · 18% del índice global

Popularidad y adopción

54Moderado
Cómo se puntúa
35.5/60Estrellas — 155 estrellas
14.2/25Forks — 52 forks
3.9/15Observadores — 6 observadores
Datos de entrada utilizados
forks52
stars155
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Salud de la comunidad

92Excelente
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MPL-2.0)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readmesí
has_licensesí
has_contributingsí
has_issue_templateno
has_code_of_conductsí
has_pull_request_templatesí

Sostenibilidad y Gobernanza

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

79Bueno · 24% del índice global

Resiliencia de mantenedores (factor bus)

77Bueno
Cómo se puntúa
36/54Factor bus — la mitad de los commits recae en 3 contribuyente(s)
17.6/22.5Distribución de commits — el principal contribuyente firma el 22% de los commits
13.5/13.5Amplitud de contribuyentes — 47 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Datos de entrada utilizados
bus_factor3
contributors_sampled47
top_contributor_share0,22

Capacidad de respuesta a issues y PR

84Bueno
Cómo se puntúa
38.7/46.8Resolución de issues — 83% de issues cerradas
31.9/38.3Aceptación de PR — 692/831 PR decididos fusionados
13.5/15OpenSSF Scorecard: Code-Review — Found 24/25 approved changesets -- score normalized to 9
Datos de entrada utilizados
merged_prs692
open_issues35
closed_issues168
issue_closed_ratio0,828
closed_unmerged_prs139

Propiedad y custodia

60Moderado
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
14/25Alcance del propietario — 87 seguidores de OpenSTEF
16/25Trayectoria — 7 repos públicos, cuenta de ~4 años
Datos de entrada utilizados
followers87
owner_typeOrganization
is_verified—
owner_loginOpenSTEF
public_repos7
account_age_days1713

Mantenimiento de paquetes

100Excelente
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 2 días
20/20Historial de versiones — 246 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesopenstef
ecosystemspypi
any_deprecatedno
min_days_since_publish2

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

90Excelente · 20% del índice global

Prácticas de ingeniería

84Bueno
Cómo se puntúa
24/24Flujos de trabajo de CI — 8 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — ruff.toml
0/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_cisí
has_testssí
has_editorconfigno
has_linter_configsí
has_precommit_configno

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://openstef.github.io/openstef
10/10Descripción del repositorio
10/10Topics — 7 topics
10/10Wiki
Datos de entrada utilizados
topicsforecasting, energy, python, data-science, machine-learning, time-series, energy-forecasting
has_wikisí
homepagehttps://openstef.github.io/openstef
has_readmesí
has_docs_dirsí
has_descriptionsí

Seguridad

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

72Bueno · 16% del índice global

Postura de seguridad

72Bueno
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
5.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 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
6.8/7.5Code-Review — Found 24/25 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 15 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 — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
5/5Pinned-Dependencies — all dependencies are pinned
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
6/7.5Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7,2
Excluidos de la puntuación (sin datos o no aplicable): packaging. Los pesos restantes se han renormalizado.

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.

40En riesgo · 0% del índice global

Contexto y guía para agentes

1Crítico
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.

Bucle de verificación (compilación / pruebas / verificación de tipos)

64Moderado
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — ruff.toml
0/11Verificación estática de tipos
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — sin datos
5/8Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Datos de entrada utilizados
has_nixno
has_testssí
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configsí
typecheck_configs—
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes. Los pesos restantes se han renormalizado.

Legibilidad del código para modelos

55Moderado
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/419 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes40.325
source_files_sampled419
oversized_source_files0

Interfaces legibles por máquina

40En riesgo
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples, notebooks
Datos de entrada utilizados
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files—

Datos clave

155estrellas de GitHub
47contribuidores
250commits en los últimos 12 meses
2días desde el último push
100versiones publicadas
3factor bus
35issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Could not fetch pypi package 'openstef-docs' from its registry
  • Could not fetch pypi package 'openstef-examples' from its registry

Más detalle

OpenSSF Scorecard 7.2 / 10
7.2agregado

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 · 2026-07-19 15:59 UTC

10Binary-Artifactsno binaries found in the repo
7Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 24/25 approved changesets -- score normalized to 9
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
10Pinned-Dependenciesall dependencies are pinned
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
8Signed-Releases3 out of the last 3 releases have a total of 3 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Dependencias directas 29
RegistroPaqueteRestricción de versiónManifiesto
PyPIhuggingface-hub>=1.2.2docs/pyproject.toml
PyPIipython>=9.4docs/pyproject.toml
PyPIjupyter-cache>=1docs/pyproject.toml
PyPIjupytext>=1.16docs/pyproject.toml
PyPIkaleido>=0.2.1,<0.3,!=0.2.1.post1docs/pyproject.toml
PyPImatplotlib>=3.10.5docs/pyproject.toml
PyPImyst-nb>=1.2docs/pyproject.toml
PyPIopenstef—docs/pyproject.toml
PyPIopenstef-beam—docs/pyproject.toml
PyPIopenstef-core—docs/pyproject.toml
PyPIopenstef-foundation-models—docs/pyproject.toml
PyPIopenstef-models—docs/pyproject.toml
PyPIoptuna>=4.7docs/pyproject.toml
PyPIpydata-sphinx-theme>=0.16.1docs/pyproject.toml
PyPIsphinx>=8.2.3docs/pyproject.toml
PyPIsphinx-autobuild>=2024.10.3docs/pyproject.toml
PyPIsphinx-autodoc-typehints>=3.2docs/pyproject.toml
PyPIsphinx-copybutton>=0.5.2docs/pyproject.toml
PyPIsphinx-design>=0.6.1docs/pyproject.toml
PyPIsphinx-gallery>=0.19docs/pyproject.toml
PyPIsphinx-prompt>=1.10docs/pyproject.toml
PyPIsphinx-pyproject>=0.3docs/pyproject.toml
PyPIsphinxcontrib-mermaid>=0.9.2docs/pyproject.toml
PyPIopenstef—examples/pyproject.toml
PyPIopenstef-beam—examples/pyproject.toml
PyPIopenstef-core—examples/pyproject.toml
PyPIopenstef-models—examples/pyproject.toml
PyPIopenstef-core—pyproject.toml
PyPIopenstef-models—pyproject.toml
Todas las dependencias 458

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 45 paquetes directos y 413 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIhuggingface-hub—directa
PyPIhuggingface-hub1.20.1directa
PyPIipython—directa
PyPIipython9.14.1directa
PyPIjupyter-cache—directa
PyPIjupyter-cache1.0.1directa
PyPIjupytext—directa
PyPIjupytext1.19.4directa
PyPIkaleido—directa
PyPIkaleido0.2.1directa
PyPImatplotlib—directa
PyPImatplotlib3.11.0directa
PyPImyst-nb—directa
PyPImyst-nb1.4.0directa
PyPIopenstef—directa
PyPIopenstef0.0.0directa
PyPIopenstef-beam—directa
PyPIopenstef-beam0.0.0directa
PyPIopenstef-core—directa
PyPIopenstef-core0.0.0directa
PyPIopenstef-foundation-models0.0.0directa
PyPIopenstef-models—directa
PyPIopenstef-models0.0.0directa
PyPIoptuna—directa
PyPIoptuna4.9.0directa
PyPIpydata-sphinx-theme—directa
PyPIpydata-sphinx-theme0.19.0directa
PyPIsphinx—directa
PyPIsphinx9.1.0directa
PyPIsphinx-autobuild—directa
PyPIsphinx-autobuild2025.8.25directa
PyPIsphinx-autodoc-typehints—directa
PyPIsphinx-autodoc-typehints3.11.0directa
PyPIsphinx-copybutton—directa
PyPIsphinx-copybutton0.5.2directa
PyPIsphinx-design—directa
PyPIsphinx-design0.7.0directa
PyPIsphinx-gallery—directa
PyPIsphinx-gallery0.21.0directa
PyPIsphinx-prompt—directa
PyPIsphinx-prompt1.10.2directa
PyPIsphinx-pyproject—directa
PyPIsphinx-pyproject0.3.0directa
PyPIsphinxcontrib-mermaid—directa
PyPIsphinxcontrib-mermaid2.0.2directa
PyPIa2wsgi1.10.10indirecta
PyPIaccessible-pygments0.0.5indirecta
PyPIaiobotocore3.7.0indirecta
PyPIaiohappyeyeballs2.6.2indirecta
PyPIaiohttp3.14.1indirecta
PyPIaioitertools0.13.0indirecta
PyPIaiosignal1.4.0indirecta
PyPIaiosmtplib5.1.1indirecta
PyPIaiosqlite0.21.0indirecta
PyPIalabaster1.0.0indirecta
PyPIalembic1.18.4indirecta
PyPIamqp5.3.1indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIantlr4-python3-runtime4.13.2indirecta
PyPIanyio4.13.0indirecta
PyPIapache-airflow—indirecta
PyPIapache-airflow3.2.2indirecta
PyPIapache-airflow-core3.2.2indirecta
PyPIapache-airflow-providers-common-compat1.15.0indirecta
PyPIapache-airflow-providers-common-io1.7.2indirecta
PyPIapache-airflow-providers-common-sql2.0.0indirecta
PyPIapache-airflow-providers-smtp3.0.1indirecta
PyPIapache-airflow-providers-standard1.15.0indirecta
PyPIapache-airflow-task-sdk1.2.2indirecta
PyPIappnope0.1.4indirecta
PyPIargcomplete3.6.3indirecta
PyPIargon2-cffi25.1.0indirecta
PyPIargon2-cffi-bindings25.1.0indirecta
PyPIarrow1.4.0indirecta
PyPIasgiref3.11.1indirecta
PyPIasttokens3.0.1indirecta
PyPIasync-lru2.3.0indirecta
PyPIattrs26.1.0indirecta
PyPIaws-sam-translator1.110.0indirecta
PyPIaws-xray-sdk2.15.0indirecta
PyPIbabel2.18.0indirecta
PyPIbackoff2.2.1indirecta
PyPIbeautifulsoup44.14.3indirecta
PyPIbilliard4.2.4indirecta
PyPIbleach6.4.0indirecta
PyPIblinker1.9.0indirecta
PyPIboolean-py5.0indirecta
PyPIboto31.43.0indirecta
PyPIbotocore1.43.0indirecta
PyPIcachetools7.1.4indirecta
PyPIcadwyn7.1.0indirecta
PyPIcattrs24.1.3indirecta
PyPIcelery—indirecta
PyPIcelery5.6.3indirecta
PyPIcertifi2026.5.20indirecta
PyPIcffi2.0.0indirecta
PyPIcfn-lint1.51.2indirecta
PyPIcharset-normalizer3.4.7indirecta
PyPIclick8.4.1indirecta
PyPIclick-didyoumean0.3.1indirecta
PyPIclick-plugins1.1.1.2indirecta
PyPIclick-repl0.3.0indirecta
PyPIcloudpickle3.1.2indirecta
PyPIcolorama0.4.6indirecta
PyPIcoloredlogs14.0indirecta
PyPIcolorlog6.10.1indirecta
PyPIcomm0.2.3indirecta
PyPIconfigurator3.2.0indirecta
PyPIcontourpy1.3.3indirecta
PyPIcoverage7.14.1indirecta
PyPIcron-descriptor2.0.8indirecta
PyPIcroniter6.2.2indirecta
PyPIcryptography48.0.1indirecta
PyPIcycler0.12.1indirecta
PyPIdagster—indirecta
PyPIdagster1.13.10indirecta
PyPIdagster-graphql1.13.10indirecta
PyPIdagster-pipes1.13.10indirecta
PyPIdagster-shared1.13.10indirecta
PyPIdagster-webserver—indirecta
PyPIdagster-webserver1.13.10indirecta
PyPIdatabricks-sdk0.112.0indirecta
PyPIdebugpy1.8.20indirecta
PyPIdecorator5.3.1indirecta
PyPIdefusedxml0.7.1indirecta
PyPIdepgather0.5.0indirecta
PyPIdeprecated1.3.1indirecta
PyPIdill0.4.1indirecta
PyPIdnspython2.8.0indirecta
PyPIdocker7.1.0indirecta
PyPIdocstring-parser0.18.0indirecta
PyPIdocutils0.22.4indirecta
PyPIdom-toml2.3.0indirecta
PyPIdomdf-python-tools3.10.0indirecta
PyPIemail-validator2.3.0indirecta
PyPIexecnet2.1.2indirecta
PyPIexecuting2.2.1indirecta
PyPIfastapi0.138.0indirecta
PyPIfastapi-cli0.0.27indirecta
PyPIfastjsonschema2.21.2indirecta
PyPIfilelock3.29.0indirecta
PyPIflask3.1.3indirecta
PyPIflask-cors6.0.2indirecta
PyPIflatbuffers25.12.19indirecta
PyPIfonttools4.63.0indirecta
PyPIfqdn1.5.1indirecta
PyPIfrozenlist1.8.0indirecta
PyPIfsspec2026.6.0indirecta
PyPIgitdb4.0.12indirecta
PyPIgitpython3.1.50indirecta
PyPIgoogle-auth2.53.0indirecta
PyPIgoogleapis-common-protos1.75.0indirecta
PyPIgql4.0.0indirecta
PyPIgraphene3.4.3indirecta
PyPIgraphql-core3.2.8indirecta
PyPIgraphql-relay3.2.0indirecta
PyPIgreenback1.3.0indirecta
PyPIgreenlet3.5.1indirecta
PyPIgrpcio1.81.0indirecta
PyPIgrpcio-health-checking1.81.0indirecta
PyPIh110.16.0indirecta
PyPIh5py3.16.0indirecta
PyPIhatchling—indirecta
PyPIhf-xet1.5.1indirecta
PyPIholidays—indirecta
PyPIholidays0.99indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttptools0.8.0indirecta
PyPIhttpx0.28.1indirecta
PyPIhumanfriendly10.0indirecta
PyPIid1.6.1indirecta
PyPIidna3.17indirecta
PyPIimagesize2.0.0indirecta
PyPIimportlib-metadata9.0.0indirecta
PyPIiniconfig2.3.0indirecta
PyPIipykernel7.3.0indirecta
PyPIipython-pygments-lexers1.1.1indirecta
PyPIipywidgets8.1.8indirecta
PyPIisoduration20.11.0indirecta
PyPIitsdangerous2.2.0indirecta
PyPIjedi0.20.0indirecta
PyPIjinja23.1.6indirecta
PyPIjmespath1.1.0indirecta
PyPIjoblib—indirecta
PyPIjoblib1.5.3indirecta
PyPIjoserfc1.6.8indirecta
PyPIjson50.14.0indirecta
PyPIjsonpatch1.33indirecta
PyPIjsonpath-ng1.8.0indirecta
PyPIjsonpointer3.1.1indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-path0.5.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPIjupyter—indirecta
PyPIjupyter1.1.1indirecta
PyPIjupyter-builder1.0.2indirecta
PyPIjupyter-client8.9.1indirecta
PyPIjupyter-console6.6.3indirecta
PyPIjupyter-core5.9.1indirecta
PyPIjupyter-events0.12.1indirecta
PyPIjupyter-lsp2.3.1indirecta
PyPIjupyter-server2.20.0indirecta
PyPIjupyter-server-terminals0.5.4indirecta
PyPIjupyterlab4.6.0indirecta
PyPIjupyterlab-pygments0.3.0indirecta
PyPIjupyterlab-server2.28.0indirecta
PyPIjupyterlab-widgets3.0.16indirecta
PyPIkiwisolver1.5.0indirecta
PyPIkombu5.6.2indirecta
PyPIlark1.3.1indirecta
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PyPIlibcst1.8.6indirecta
PyPIlicense-expression30.4.4indirecta
PyPIlicensecheck2026.0.8indirecta
PyPIlightgbm—indirecta
PyPIlightgbm4.6.0indirecta
PyPIlinkify-it-py2.1.0indirecta
PyPIlockfile0.12.2indirecta
PyPIloguru0.7.3indirecta
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PyPImicrosoft-python-type-stubs0indirecta
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PyPImlflow-skinny—indirecta
PyPImlflow-skinny3.14.0indirecta
PyPImore-itertools11.1.0indirecta
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PyPImpmath1.3.0indirecta
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PyPInbformat5.10.4indirecta
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PyPInetworkx3.6.1indirecta
PyPInotebook7.6.0indirecta
PyPInotebook-shim0.2.4indirecta
PyPInumpy—indirecta
PyPInumpy2.4.6indirecta
PyPInumpy-typing-compat20251206.2.4indirecta
PyPInvidia-cublas-cu12—indirecta
PyPInvidia-cublas-cu1212.9.2.10indirecta
PyPInvidia-cuda-nvrtc-cu1212.9.86indirecta
PyPInvidia-cuda-runtime-cu12—indirecta
PyPInvidia-cuda-runtime-cu1212.9.79indirecta
PyPInvidia-cudnn-cu12—indirecta
PyPInvidia-cudnn-cu129.23.2.1indirecta
PyPInvidia-cufft-cu12—indirecta
PyPInvidia-cufft-cu1211.4.1.4indirecta
PyPInvidia-curand-cu12—indirecta
PyPInvidia-curand-cu1210.3.10.19indirecta
PyPInvidia-nccl-cu122.30.4indirecta
PyPInvidia-nvjitlink-cu1212.9.86indirecta
PyPIonnxruntime—indirecta
PyPIonnxruntime1.27.0indirecta
PyPIonnxruntime-gpu—indirecta
PyPIonnxruntime-gpu1.27.0indirecta
PyPIopenapi-schema-validator0.9.0indirecta
PyPIopenapi-spec-validator0.9.0indirecta
PyPIopenstef-deployment-examples0.0.0indirecta
PyPIopenstef-docs0.0.0indirecta
PyPIopenstef-examples0.0.0indirecta
PyPIopenstef-meta—indirecta
PyPIopenstef-meta0.0.0indirecta
PyPIopentelemetry-api1.42.1indirecta
PyPIopentelemetry-exporter-otlp1.42.1indirecta
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PyPIpandas—indirecta
PyPIpandas2.3.3indirecta
PyPIpandas-stubs2.3.3.260113indirecta
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PyPIs3fs2026.6.0indirecta
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Informe JSON sin procesar legible por máquina
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            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 7,
            "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": "30 out of 30 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": 9,
            "reason": "Found 24/25 approved changesets -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 15 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 25 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": 10,
            "reason": "all dependencies are pinned",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 9,
            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 8,
            "reason": "3 out of the last 3 releases have a total of 3 signed artifacts.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "24 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "db18ab34dd35f3db41e71295f4711504dbfc94a8",
        "ran_at": "2026-07-19T15:59:47Z",
        "aggregate_score": 7.2,
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      },
      "has_codeql_workflow": true,
      "has_security_policy": false,
      "has_dependabot_config": true
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  "config": {
    "disabled_metrics": [],
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    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/OpenSTEF/openstef",
    "host": "github.com",
    "name": "openstef",
    "owner": "OpenSTEF"
  },
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      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
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        "vitality": 96,
        "community": 72,
        "governance": 79,
        "engineering": 90
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 96,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
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              "human_commit_share": null,
              "days_since_last_push": 2,
              "active_weeks_last_year": 45
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                "key": "push_recency",
                "name": "Push recency",
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                      "days": 2
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                "key": "commit_cadence",
                "name": "Commit cadence",
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                "points": 31.2,
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                      "weeks": 45
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                "key": "commit_volume",
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                "key": "openssf_scorecard_maintained",
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            ]
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          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": null,
            "notes": [],
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            "components": [
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                "key": "ships_releases",
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                "key": "release_cadence",
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            "components": [
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                "key": "stars",
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                "key": "forks",
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                "key": "watchers",
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                    "code": "watchers",
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                      "count": 6
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          {
            "key": "community_health",
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            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
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                "key": "readme",
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              },
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                "key": "license",
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                "detail": "recognized license (MPL-2.0)",
                "points": 22.5,
                "status": "met",
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                    "code": "license_standard",
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                  {
                    "code": "license_spdx",
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                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "key": "code_of_conduct",
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                "key": "issue_template",
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                "points": 0,
                "status": "missed",
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                "key": "pr_template",
                "name": "PR template",
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                "points": 6.3,
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                "max_points": 6.3
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            ]
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        ],
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        "key": "governance",
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        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "notes": [],
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
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                    "code": "bus_factor",
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                      "count": 3
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 22% of commits",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 22
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "47 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 15 contributing companies or organizations",
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                "details": [],
                "max_points": 10
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            ]
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            "key": "responsiveness",
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            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 692,
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              "closed_issues": 168,
              "issue_closed_ratio": 0.828,
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            "components": [
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                "key": "issue_resolution",
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                "status": "partial",
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                    "code": "issues_closed_share",
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                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
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                "detail": "692/831 decided PRs merged",
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                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                ],
                "max_points": 38.25
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 24/25 approved changesets -- score normalized to 9",
                "points": 13.5,
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "followers": 87,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "OpenSTEF",
              "public_repos": 7,
              "account_age_days": 1713
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            "components": [
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                "key": "ownership_backing",
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                    "code": "owner_organization",
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              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "87 followers of OpenSTEF",
                "points": 14,
                "status": "partial",
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                      "login": "OpenSTEF"
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                ],
                "max_points": 25
              },
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                "key": "track_record",
                "name": "Track record",
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                "status": "partial",
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                    "code": "public_repos",
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                      "count": 7
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                  {
                    "code": "account_age_years",
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                      "years": 4
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
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            "components": [
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                    "code": "packages_published",
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                ],
                "max_points": 25
              },
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                "key": "publish_recency",
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              },
              {
                "key": "version_history",
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                "max_points": 20
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                "key": "not_deprecated",
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        ],
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      },
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        "key": "engineering",
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        "metrics": [
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            "key": "engineering_practices",
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            "components": [
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                "key": "ci_workflows",
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              },
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                "key": "tests_present",
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              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "ruff.toml",
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                "key": "pre_commit_hooks",
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                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 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": 100,
            "inputs": {
              "topics": [
                "forecasting",
                "energy",
                "python",
                "data-science",
                "machine-learning",
                "time-series",
                "energy-forecasting"
              ],
              "has_wiki": true,
              "homepage": "https://openstef.github.io/openstef",
              "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://openstef.github.io/openstef",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 72,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 7.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 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 24/25 approved changesets -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 25 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": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "3 out of the last 3 releases have a total of 3 signed artifacts.",
                "points": 6,
                "status": "partial",
                "details": [],
                "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": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 7
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 40,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 40325,
              "source_files_sampled": 419,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/419 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 419,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "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": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, 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": [
    "Could not fetch pypi package 'openstef-docs' from its registry",
    "Could not fetch pypi package 'openstef-examples' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-19T16:00:17.771820Z",
  "schema_version": "0.15.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/OpenSTEF/openstef.svg",
  "full_name": "OpenSTEF/openstef",
  "license_state": "standard",
  "license_spdx": "MPL-2.0"
}

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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 v0.15.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.