Registro público
Informe de salud del softwareesquema 0.11.0 · métricas 1.13.0 · 2026-07-15 05:56 UTC

fedbiomed / fedbiomed

A collaborative learning framework for empowering biomedical research

Python · Jupyter NotebookLicencia propia★ 88 estrellas⑂ 18 forksdesde may 2023Ver en GitHub ↗
#ai#analytics#biomedical#clinical#collaborative#data-science#dataset#federated#healthcare#learning#multicentric#privacy#security

fedbiomed/fedbiomed tiene un índice de salud de 73 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (96/100) y la más baja, AI Readiness (41/100). Se actualizó por última vez hace 4 días. 2 personas concentran la mayor parte del trabajo reciente.

73
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.

73
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

Fed-BioMedOrganización
15 seguidores5 repositorios públicosdesde abr 2023

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
PyPIfedbiomed6.3.34729hace 7 díasaianalyticsbiomedicalclinicalcollaborativefederatedhealthcarelearningmulticentric

Métricas por categoría

Vitalidad

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

91Excelente · 22% del índice global

Actividad de desarrollo

91Excelente
Cómo se puntúa
36/36Recencia de push — último push hace 4 días
27/36Cadencia de commits — 39/52 semanas con commits
18/18Volumen de commits — 279 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year279
human_commit_share—
days_since_last_push4
active_weeks_last_year39

Disciplina de publicación

92Excelente
Cómo se puntúa
27/27Publica versiones — 9 versiones publicadas
36/36Recencia de las versiones — última versión hace 7 días
19.8/27Cadencia de publicación — una versión cada ~64,6 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count9
latest_release_tagv6.3.3
releases_from_tagsno
days_since_latest_release7
mean_days_between_releases64,6
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?

54Moderado · 18% del índice global

Popularidad y adopción

46En riesgo
Cómo se puntúa
31.5/60Estrellas — 88 estrellas
10.3/25Forks — 18 forks
4.7/15Observadores — 8 observadores
Datos de entrada utilizados
forks18
stars88
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Salud de la comunidad

71Bueno
Cómo se puntúa
22.5/22.5README
16.9/22.5Licencia — archivo de licencia presente, no es una licencia reconocida
18/18Guía CONTRIBUTING
0/13.5Código 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_conductno
has_pull_request_templatesí

Adopción en el ecosistema (descargas)

45En riesgo
Cómo se puntúa
35.7/80Descargas mensuales — 472 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesfedbiomed
dependents—
ecosystemspypi
total_downloads—
monthly_downloads472
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?

71Bueno · 24% del índice global

Resiliencia de mantenedores (factor bus)

64Moderado
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
15.5/22.5Distribución de commits — el principal contribuyente firma el 31% de los commits
13.5/13.5Amplitud de contribuyentes — 23 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 35 contributing companies or organizations
Datos de entrada utilizados
bus_factor2
contributors_sampled23
top_contributor_share0,309

Capacidad de respuesta a issues y PR

78Bueno
Cómo se puntúa
39.3/46.8Resolución de issues — 84% de issues cerradas
31.5/38.3Aceptación de PR — 464/563 PR decididos fusionados
7.5/15OpenSSF Scorecard: Code-Review — Found 14/27 approved changesets -- score normalized to 5
Datos de entrada utilizados
merged_prs464
open_issues204
closed_issues1070
issue_closed_ratio0,84
closed_unmerged_prs99

Propiedad y custodia

51Moderado
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
8.7/25Alcance del propietario — 15 seguidores de fedbiomed
12.1/25Trayectoria — 5 repos públicos, cuenta de ~3 años
Datos de entrada utilizados
followers15
owner_typeOrganization
is_verified—
owner_loginfedbiomed
public_repos5
account_age_days1177

Mantenimiento de paquetes

100Excelente
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 7 días
20/20Historial de versiones — 9 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesfedbiomed
ecosystemspypi
any_deprecatedno
min_days_since_publish7

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

96Excelente · 20% del índice global

Prácticas de ingeniería

94Excelente
Cómo se puntúa
24/24Flujos de trabajo de CI — 9 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — .flake8, tox.ini
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 27 out of 27 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_configsí

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://fedbiomed.org
10/10Descripción del repositorio
10/10Topics — 13 topics
10/10Wiki
Datos de entrada utilizados
topicsai, analytics, biomedical, clinical, collaborative, data-science, dataset, federated, healthcare, learning, multicentric, privacy, security
has_wikisí
homepagehttps://fedbiomed.org
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?

46En riesgo · 16% del índice global

Postura de seguridad

46En riesgo
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 27 out of 27 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
3.8/7.5Code-Review — Found 14/27 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 35 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
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
0/7.5Vulnerabilities — 121 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,6
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, signed_releases. 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.

41En 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)

52Moderado
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — .flake8, tox.ini
0/11Verificación estática de tipos
10/10Entorno reproducible — Dockerfile, lockfile
0/10Práctica demostrada con agentes — sin datos
0/8Mantenimiento automatizado — sin datos
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_testssí
lockfilespdm.lock, yarn.lock
has_dockerfilesí
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configsí
typecheck_configs—
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes, Mantenimiento automatizado. Los pesos restantes se han renormalizado.

Legibilidad del código para modelos

54Moderado
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
54.4/55Tamaños de archivo manejables — 5/446 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes99.804
source_files_sampled446
oversized_source_files5

Interfaces legibles por máquina

80Bueno
Cómo se puntúa
40/40Esquema de API (OpenAPI/GraphQL/proto) — fedbiomed/transport/protocols/researcher.proto
0/20Servidor MCP
40/40Ejemplos ejecutables — notebooks, samples
Datos de entrada utilizados
example_dirsnotebooks, samples
has_mcp_signalno
api_schema_filesfedbiomed/transport/protocols/researcher.proto

Datos clave

88estrellas de GitHub
23contribuidores
279commits en los últimos 12 meses
4días desde el último push
9versiones publicadas
2factor bus
204issues abiertas
PyPIecosistemas de paquetes

Más detalle

OpenSSF Scorecard 4.6 / 10
4.6agregado

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 · 2026-07-15 05:55 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests27 out of 27 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 14/27 approved changesets -- score normalized to 5
10Contributorsproject has 35 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow 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
0Vulnerabilities121 existing vulnerabilities detected
Dependencias directas 29
RegistroPaqueteRestricción de versiónManifiesto
PyPItinydb~=4.7.1pyproject.toml
PyPIvalidators>=0.20.0,<0.21.0pyproject.toml
PyPItabulate>=0.9.0,<0.10.0pyproject.toml
PyPIpsutil~=6.0.0pyproject.toml
PyPIrequests~=2.29pyproject.toml
PyPIpackaging~=24.1pyproject.toml
PyPIcryptography~=40.0pyproject.toml
PyPIpyopenssl~=23.1.1pyproject.toml
PyPIjoblib~=1.2pyproject.toml
PyPIitk!=5.4.4,>=5.3.0pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIscikit-learn>=1.2.0pyproject.toml
PyPItorch>=1.13.0pyproject.toml
PyPItorchvision>=0.14.0pyproject.toml
PyPIopacus!=1.5.4,>=1.4.0pyproject.toml
PyPImonai>=1.1.0pyproject.toml
PyPImsgpack~=1.0pyproject.toml
PyPIpersist-queue>=0.5.1,<0.6.0pyproject.toml
PyPIpandas>=2.0.1pyproject.toml
PyPIpolars~=1.32.0pyproject.toml
PyPIpython-minifier~=2.11pyproject.toml
PyPIdeclearn>=2.0,<2.9pyproject.toml
PyPIgmpy2>=2.1.2,<2.2pyproject.toml
PyPIgrpcio~=1.82.0pyproject.toml
PyPIgrpcio-tools~=1.82.0pyproject.toml
PyPIunet>=0.7.7,<0.8.0pyproject.toml
PyPIpygments~=2.18.0pyproject.toml
PyPInibabel~=5.3pyproject.toml
PyPIpyarrow>=21.0.0pyproject.toml
Todas las dependencias 1658

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 29 paquetes directos y 1629 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIcryptography—directa
PyPIdeclearn—directa
PyPIgmpy2—directa
PyPIgrpcio—directa
PyPIgrpcio-tools—directa
PyPIitk—directa
PyPIjoblib—directa
PyPImonai—directa
PyPImsgpack—directa
PyPInibabel—directa
PyPIopacus—directa
PyPIpackaging—directa
PyPIpandas—directa
PyPIpersist-queue—directa
PyPIpolars—directa
PyPIpsutil—directa
PyPIpyarrow—directa
PyPIpygments—directa
PyPIpyopenssl—directa
PyPIpython-minifier—directa
PyPIrequests—directa
PyPIscikit-learn—directa
PyPIscipy—directa
PyPItabulate—directa
PyPItinydb—directa
PyPItorch—directa
PyPItorchvision—directa
PyPIunet—directa
PyPIvalidators—directa
npm@adobe/css-tools4.4.0indirecta
npm@alloc/quick-lru5.2.0indirecta
npm@ampproject/remapping2.3.0indirecta
npm@apideck/better-ajv-errors0.3.6indirecta
npm@babel/code-frame7.26.2indirecta
npm@babel/compat-data7.26.2indirecta
npm@babel/core7.26.0indirecta
npm@babel/eslint-parser7.25.9indirecta
npm@babel/generator7.26.2indirecta
npm@babel/helper-annotate-as-pure7.25.9indirecta
npm@babel/helper-builder-binary-assignment-operator-visitor7.25.9indirecta
npm@babel/helper-compilation-targets7.25.9indirecta
npm@babel/helper-create-class-features-plugin7.25.9indirecta
npm@babel/helper-create-regexp-features-plugin7.25.9indirecta
npm@babel/helper-define-polyfill-provider0.6.2indirecta
npm@babel/helper-member-expression-to-functions7.25.9indirecta
npm@babel/helper-module-imports7.25.9indirecta
npm@babel/helper-module-transforms7.26.0indirecta
npm@babel/helper-optimise-call-expression7.25.9indirecta
npm@babel/helper-plugin-utils7.25.9indirecta
npm@babel/helper-remap-async-to-generator7.25.9indirecta
npm@babel/helper-replace-supers7.25.9indirecta
npm@babel/helper-simple-access7.25.9indirecta
npm@babel/helper-skip-transparent-expression-wrappers7.25.9indirecta
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npm@babel/helper-validator-identifier7.25.9indirecta
npm@babel/helper-validator-option7.25.9indirecta
npm@babel/helper-wrap-function7.25.9indirecta
npm@babel/helpers7.26.0indirecta
npm@babel/parser7.26.2indirecta
npm@babel/plugin-bugfix-firefox-class-in-computed-class-key7.25.9indirecta
npm@babel/plugin-bugfix-safari-class-field-initializer-scope7.25.9indirecta
npm@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression7.25.9indirecta
npm@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining7.25.9indirecta
npm@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly7.25.9indirecta
npm@babel/plugin-proposal-class-properties7.18.6indirecta
npm@babel/plugin-proposal-decorators7.25.9indirecta
npm@babel/plugin-proposal-nullish-coalescing-operator7.18.6indirecta
npm@babel/plugin-proposal-numeric-separator7.18.6indirecta
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npm@babel/plugin-proposal-private-methods7.18.6indirecta
npm@babel/plugin-proposal-private-property-in-object7.21.0-placeholder-for-preset-env.2indirecta
npm@babel/plugin-syntax-async-generators7.8.4indirecta
npm@babel/plugin-syntax-bigint7.8.3indirecta
npm@babel/plugin-syntax-class-properties7.12.13indirecta
npm@babel/plugin-syntax-class-static-block7.14.5indirecta
npm@babel/plugin-syntax-decorators7.25.9indirecta
npm@babel/plugin-syntax-flow7.26.0indirecta
npm@babel/plugin-syntax-import-assertions7.26.0indirecta
npm@babel/plugin-syntax-import-attributes7.26.0indirecta
npm@babel/plugin-syntax-import-meta7.10.4indirecta
npm@babel/plugin-syntax-json-strings7.8.3indirecta
npm@babel/plugin-syntax-jsx7.25.9indirecta
npm@babel/plugin-syntax-logical-assignment-operators7.10.4indirecta
npm@babel/plugin-syntax-nullish-coalescing-operator7.8.3indirecta
npm@babel/plugin-syntax-numeric-separator7.10.4indirecta
npm@babel/plugin-syntax-object-rest-spread7.8.3indirecta
npm@babel/plugin-syntax-optional-catch-binding7.8.3indirecta
npm@babel/plugin-syntax-optional-chaining7.8.3indirecta
npm@babel/plugin-syntax-private-property-in-object7.14.5indirecta
npm@babel/plugin-syntax-top-level-await7.14.5indirecta
npm@babel/plugin-syntax-typescript7.25.9indirecta
npm@babel/plugin-syntax-unicode-sets-regex7.18.6indirecta
npm@babel/plugin-transform-arrow-functions7.25.9indirecta
npm@babel/plugin-transform-async-generator-functions7.25.9indirecta
npm@babel/plugin-transform-async-to-generator7.25.9indirecta
npm@babel/plugin-transform-block-scoped-functions7.25.9indirecta
npm@babel/plugin-transform-block-scoping7.25.9indirecta
npm@babel/plugin-transform-class-properties7.25.9indirecta
npm@babel/plugin-transform-class-static-block7.26.0indirecta
npm@babel/plugin-transform-classes7.25.9indirecta
npm@babel/plugin-transform-computed-properties7.25.9indirecta
npm@babel/plugin-transform-destructuring7.25.9indirecta
npm@babel/plugin-transform-dotall-regex7.25.9indirecta
npm@babel/plugin-transform-duplicate-keys7.25.9indirecta
npm@babel/plugin-transform-duplicate-named-capturing-groups-regex7.25.9indirecta
npm@babel/plugin-transform-dynamic-import7.25.9indirecta
npm@babel/plugin-transform-exponentiation-operator7.25.9indirecta
npm@babel/plugin-transform-export-namespace-from7.25.9indirecta
npm@babel/plugin-transform-flow-strip-types7.25.9indirecta
npm@babel/plugin-transform-for-of7.25.9indirecta
npm@babel/plugin-transform-function-name7.25.9indirecta
npm@babel/plugin-transform-json-strings7.25.9indirecta
npm@babel/plugin-transform-literals7.25.9indirecta
npm@babel/plugin-transform-logical-assignment-operators7.25.9indirecta
npm@babel/plugin-transform-member-expression-literals7.25.9indirecta
npm@babel/plugin-transform-modules-amd7.25.9indirecta
npm@babel/plugin-transform-modules-commonjs7.25.9indirecta
npm@babel/plugin-transform-modules-systemjs7.25.9indirecta
npm@babel/plugin-transform-modules-umd7.25.9indirecta
npm@babel/plugin-transform-named-capturing-groups-regex7.25.9indirecta
npm@babel/plugin-transform-new-target7.25.9indirecta
npm@babel/plugin-transform-nullish-coalescing-operator7.25.9indirecta
npm@babel/plugin-transform-numeric-separator7.25.9indirecta
npm@babel/plugin-transform-object-rest-spread7.25.9indirecta
npm@babel/plugin-transform-object-super7.25.9indirecta
npm@babel/plugin-transform-optional-catch-binding7.25.9indirecta
npm@babel/plugin-transform-optional-chaining7.25.9indirecta
npm@babel/plugin-transform-parameters7.25.9indirecta
npm@babel/plugin-transform-private-methods7.25.9indirecta
npm@babel/plugin-transform-private-property-in-object7.25.9indirecta
npm@babel/plugin-transform-property-literals7.25.9indirecta
npm@babel/plugin-transform-react-constant-elements7.25.9indirecta
npm@babel/plugin-transform-react-display-name7.25.9indirecta
npm@babel/plugin-transform-react-jsx7.25.9indirecta
npm@babel/plugin-transform-react-jsx-development7.25.9indirecta
npm@babel/plugin-transform-react-pure-annotations7.25.9indirecta
npm@babel/plugin-transform-regenerator7.25.9indirecta
npm@babel/plugin-transform-regexp-modifiers7.26.0indirecta
npm@babel/plugin-transform-reserved-words7.25.9indirecta
npm@babel/plugin-transform-runtime7.25.9indirecta
npm@babel/plugin-transform-shorthand-properties7.25.9indirecta
npm@babel/plugin-transform-spread7.25.9indirecta
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PyPImike—indirecta
PyPImkdocs—indirecta
PyPImkdocs-jupyter—indirecta
PyPImkdocs-material—indirecta
PyPImkdocs-minify-plugin—indirecta
PyPImkdocs-redirects—indirecta
PyPImkdocstrings—indirecta
PyPIpymdown-extensions—indirecta
Informe JSON sin procesar legible por máquina
{
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          {
            "name": "yaml",
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          {
            "name": "yargs",
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            "version": "16.2.0",
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            "name": "yargs-parser",
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            "version": "20.2.9",
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          {
            "name": "yarn-upgrade-all",
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            "ecosystem": "npm"
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          {
            "name": "yocto-queue",
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            "ecosystem": "npm"
          },
          {
            "name": "zwitch",
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          },
          {
            "name": "mike",
            "direct": false,
            "version": null,
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          {
            "name": "mkdocs",
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            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-jupyter",
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            "version": null,
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          {
            "name": "mkdocs-material",
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            "version": null,
            "ecosystem": "pypi"
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          {
            "name": "mkdocs-minify-plugin",
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            "version": null,
            "ecosystem": "pypi"
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          {
            "name": "mkdocs-redirects",
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            "version": null,
            "ecosystem": "pypi"
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          {
            "name": "mkdocstrings",
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          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
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        ],
        "collected": true,
        "truncated": false,
        "total_count": 1658,
        "direct_count": 29,
        "indirect_count": 1629
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    },
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        "open_prs": 8,
        "merged_prs": 464,
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        "closed_ratio": 0.84,
        "closed_issues": 1070,
        "closed_unmerged_prs": 99
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      "bus_factor": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "mvesin",
          "commits": 2289,
          "avatar_url": "https://avatars.githubusercontent.com/u/7047428?u=20253539366012d87401f1ca4ebab57a25acdd61&v=4"
        },
        {
          "type": "User",
          "login": "srcansiz",
          "commits": 1868,
          "avatar_url": "https://avatars.githubusercontent.com/u/28705816?v=4"
        },
        {
          "type": "User",
          "login": "ybouilla",
          "commits": 1046,
          "avatar_url": "https://avatars.githubusercontent.com/u/114240274?v=4"
        },
        {
          "type": "User",
          "login": "j-l-s",
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          "avatar_url": "https://avatars.githubusercontent.com/u/7069684?u=cee4c4b712f81161e1878aa564ff9a79dc1dcbbb&v=4"
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        {
          "type": "User",
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          "avatar_url": "https://avatars.githubusercontent.com/u/8224524?u=396e669479f23add9208639d492b7aea5fa6fcb1&v=4"
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        {
          "type": "User",
          "login": "pandrey-fr",
          "commits": 207,
          "avatar_url": "https://avatars.githubusercontent.com/u/20681218?v=4"
        },
        {
          "type": "User",
          "login": "ErwanDemairy",
          "commits": 186,
          "avatar_url": "https://avatars.githubusercontent.com/u/3737716?v=4"
        },
        {
          "type": "User",
          "login": "AyedSamy",
          "commits": 68,
          "avatar_url": "https://avatars.githubusercontent.com/u/55320208?v=4"
        },
        {
          "type": "User",
          "login": "leonard2103",
          "commits": 63,
          "avatar_url": "https://avatars.githubusercontent.com/u/31116530?u=864eb04f243fa0055a65eb0debae86e07b89387a&v=4"
        },
        {
          "type": "User",
          "login": "angeacn",
          "commits": 49,
          "avatar_url": "https://avatars.githubusercontent.com/u/135958748?v=4"
        }
      ],
      "contributors_sampled": 23,
      "top_contributor_share": 0.309
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    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build-and-deploy-documentation.yml",
        "build-test.yml",
        "codespell.yml",
        "deploy.yml",
        "docker-deploy.yml",
        "end-to-end.yml",
        "endurance-tests.yml",
        "fbm-generic-test.yml",
        "test-docker.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
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        "tox.ini"
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      "has_editorconfig": false,
      "has_linter_config": true,
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    "security_signals": {
      "lockfiles": [
        "pdm.lock",
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      "scorecard": {
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "27 out of 27 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": 5,
            "reason": "Found 14/27 approved changesets -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 35 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": 0,
            "reason": "no 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": 9,
            "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 17 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": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
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            "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"
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          {
            "name": "Signed-Releases",
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            "reason": "no releases found",
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            "name": "Token-Permissions",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "name": "Vulnerabilities",
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            "reason": "121 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_dependabot_config": false
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      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
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        "vitality": 91,
        "community": 54,
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        "engineering": 96
      },
      "components": []
    },
    "categories": [
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        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 91,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
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              "active_weeks_last_year": 39
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            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 4 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "push_recency",
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                ],
                "max_points": 36
              },
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                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "39/52 weeks with commits",
                "points": 27,
                "status": "partial",
                "details": [
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                      "weeks": 39
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                "max_points": 36
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                "key": "commit_volume",
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                "detail": "279 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
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                  }
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                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
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                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
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            "notes": [
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              },
              {
                "code": "weights_renormalized",
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                "key": "ships_releases",
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                "key": "release_recency",
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                "key": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
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          },
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            "key": "abandonment",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "guards": [],
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            "components": [
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                "key": "project_is_still_maintained",
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                "points": 100,
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                "details": [
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                    "code": "abandonment_unverified",
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                ],
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            ]
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        ],
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      {
        "key": "community",
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        "name": "Community & Adoption",
        "value": 54,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "growth_state": "unverified",
              "growth_factor_pct": 100,
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "88 stars",
                "points": 31.5,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "18 forks",
                "points": 10.3,
                "status": "partial",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 18
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "8 watchers",
                "points": 4.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
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                    "code": "license_custom",
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                  }
                ],
                "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
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "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": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 45,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 472
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "472 downloads/month across pypi",
                "points": 35.7,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 472,
                      "ecosystems": "pypi"
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                  }
                ],
                "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": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 71,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 23,
              "top_contributor_share": 0.309
            },
            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 31% of commits",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 31
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "23 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 23
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 35 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "merged_prs": 464,
              "open_issues": 204,
              "closed_issues": 1070,
              "issue_closed_ratio": 0.84,
              "closed_unmerged_prs": 99
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "84% of issues closed",
                "points": 39.3,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 84
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "464/563 decided PRs merged",
                "points": 31.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 464,
                      "decided": 563
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 14/27 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "followers": 15,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "fedbiomed",
              "public_repos": 5,
              "account_age_days": 1177
            },
            "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": "15 followers of fedbiomed",
                "points": 8.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 15,
                      "login": "fedbiomed"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "5 public repos, account ~3 yr old",
                "points": 12.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 5
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "fedbiomed"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 7
            },
            "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 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "9 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "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": 96,
        "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": "9 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "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": ".flake8, tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8, tox.ini"
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                  }
                ],
                "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": "27 out of 27 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": [
                "ai",
                "analytics",
                "biomedical",
                "clinical",
                "collaborative",
                "data-science",
                "dataset",
                "federated",
                "healthcare",
                "learning",
                "multicentric",
                "privacy",
                "security"
              ],
              "has_wiki": true,
              "homepage": "https://fedbiomed.org",
              "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://fedbiomed.org",
                "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": "13 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.6
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "27 out of 27 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 14/27 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 35 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 17 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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": "121 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": 3
            },
            "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": 41,
        "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, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pdm.lock",
                "yarn.lock"
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "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": ".flake8, tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8, tox.ini"
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                  }
                ],
                "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": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, 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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 99804,
              "source_files_sampled": 446,
              "oversized_source_files": 5
            },
            "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": "5/446 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 446,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "notebooks",
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}

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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 v0.11.0 — metodología completa · wiki de métricas.

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