Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 2.5.0 · 2026-07-30 19:55 UTC

TGSAI / mdio-python

Cloud native, scalable storage engine for various types of energy data.

PythonApache-2.0★ 41 estrellas⑂ 19 forksdesde ago 2022Ver en GitHub ↗
TipoBibliotecaHerramienta de línea de comandoscómo se determina

TGSAI/mdio-python tiene un índice de salud de 87 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Engineering Quality (96/100) y la más baja, Sustainability & Governance (57/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

87
global / 100
Excelente

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala estandarizada de 1 a 100. El resultado global parte de su media ponderada, calibrada contra la distribución del registro público para que las bandas tengan significado percentil; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe un límite «En riesgo» de 34.

87
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas 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.

El resultado global ponderado 73 se calibra a 87 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

TGS.AIOrganización
19 seguidores6 repositorios públicosdesde abr 2022

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
PyPImultidimio1.2.1371463hace 0 díasmdiomultidimioseismicwinddata

Métricas por categoría

Vitalidad

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

89Excelente · 21% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
16.6/36Cadencia de commits — 24/52 semanas con commits
18/18Volumen de commits — 115 commits en el último año
10/10OpenSSF Scorecard: Maintained — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year115
human_commit_share0,91
days_since_last_push0
active_weeks_last_year24
Cómo se puntúa
27/27Publica versiones — 64 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~32,8 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count64
latest_release_tagv1.2.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases32,8
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?

61Moderado · 17% del índice global
Cómo se puntúa
26/60Estrellas — 41 estrellas
10.5/25Forks — 19 forks
3.3/15Observadores — 5 observadores
Datos de entrada utilizados
forks19
stars41
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges
has_contributing
has_issue_templateno
has_code_of_conduct
readme_badge_services
has_pull_request_templateno
Cómo se puntúa
47.6/80Descargas mensuales — 3714 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesmultidimio
dependents
ecosystemspypi
total_downloads
monthly_downloads3714
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?

57Moderado · 23% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
4.4/22.5Distribución de commits — el principal contribuyente firma el 80% de los commits
8.1/13.5Amplitud de contribuyentes — 6 contribuyentes
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Datos de entrada utilizados
bus_factor1
contributors_sampled6
top_contributor_share0,803
Cómo se puntúa
34.9/42Resolución de issues — 83% de issues cerradas
17.4/30Aceptación de PR — 416/719 PR decididos fusionados
0/13Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d
0/15OpenSSF Scorecard: Code-Review — Found 2/29 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs416
open_issues20
closed_issues99
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,832
closed_unmerged_prs303
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluidos de la puntuación (sin datos o no aplicable): newcomer_pr_acceptance. Los pesos restantes se han renormalizado.
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
9.4/25Alcance del propietario — 19 seguidores de TGSAI
14.8/25Trayectoria — 6 repos públicos, cuenta de ~4 años
Datos de entrada utilizados
followers19
owner_typeOrganization
is_verified
owner_loginTGSAI
public_repos6
account_age_days1577
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 63 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesmultidimio
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

96Excepcional · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 28 out of 28 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://mdio.dev/
10/10Descripción del repositorio
10/10Topics — 6 topics
0/10Wiki
Datos de entrada utilizados
topicsdask, energy, machine-learning, segy, zarr, deep-learning
has_wikino
homepagehttps://mdio.dev/
has_readme
has_docs_dir
has_description

Seguridad

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

64Moderado · 16% del índice global
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 — 28 out of 28 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
0/7.5Code-Review — Found 2/29 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
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
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,5
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories5
affected_packages1
assessed_packages215
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 215 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Tiene un peso deliberadamente pequeño (4%): las herramientas para agentes son una señal real de mantenimiento, pero un repositorio sin ninguna puede alcanzar igualmente 100/100.

64Moderado · 4% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 79 de 91 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,868
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — noxfile.py
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — src/mdio/py.typed
10/10Entorno reproducible — devcontainer, lockfile
4/10Práctica demostrada con agentes — 2 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 9 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesnoxfile.py
has_devcontainer
has_linter_config
typecheck_configssrc/mdio/py.typed
agent_commit_share0,02
toolchain_manifests
dependency_bot_commit_share0,09
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (src/mdio/py.typed)
55/55Tamaños de archivo manejables — 0/161 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes28.508
source_files_sampled161
oversized_source_files0
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — notebooks
Datos de entrada utilizados
example_dirsnotebooks
has_mcp_signalno
api_schema_files

Datos clave

41estrellas de GitHub
6contribuidores
115commits en los últimos 12 meses
0días desde el último push
64versiones publicadas
1factor bus
20issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:multidimio@1.2.1; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 0 ★ / 19 ⇿
0Estrellas
19Forks
56Versiones

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

0481216201922022-082024-082026-07
Mayor 1Menor 9Parche 43

Cada punto abarca 4 días.

OpenSSF Scorecard 5.5 / 10
5.5agregado

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 · 2026-07-30 19:55 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-Tests28 out of 28 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 2/29 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
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
7Vulnerabilities3 existing vulnerabilities detected
Dependencias directas 14
RegistroPaqueteRestricción de versiónManifiesto
PyPIclick>=8.4.2pyproject.toml
PyPIclick-params>=0.5.0pyproject.toml
PyPIdask>=2026.7.0pyproject.toml
PyPIfsspec>=2025.9.0,<2026.2.0pyproject.toml
PyPIpint>=0.25.3pyproject.toml
PyPIpsutil>=7.2.2pyproject.toml
PyPIpydantic>=2.13.4pyproject.toml
PyPIpydantic-settings>=2.14.2pyproject.toml
PyPIrich>=15.0.0pyproject.toml
PyPIsegy>=0.6.0pyproject.toml
PyPItqdm>=4.68.3pyproject.toml
PyPIuniversal-pathlib>=0.3.10pyproject.toml
PyPIxarray>=2026.4.0pyproject.toml
PyPIzarr>=3.2.1pyproject.toml
Todas las dependencias 215

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 14 paquetes directos y 201 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIclick8.4.2directa
PyPIclick-params0.5.0directa
PyPIdask2026.7.0directa
PyPIfsspec2026.1.0directa
PyPIpint0.25.3directa
PyPIpsutil7.2.2directa
PyPIpydantic2.13.4directa
PyPIpydantic-settings2.14.2directa
PyPIrich15.0.0directa
PyPIsegy0.6.0directa
PyPItqdm4.68.3directa
PyPIuniversal-pathlib0.3.10directa
PyPIxarray2026.4.0directa
PyPIzarr3.3.0directa
PyPIaccessible-pygments0.0.5indirecta
PyPIadlfs2026.5.0indirecta
PyPIaiobotocore3.7.0indirecta
PyPIaiohappyeyeballs2.7.1indirecta
PyPIaiohttp3.14.1indirecta
PyPIaioitertools0.13.0indirecta
PyPIaiosignal1.4.0indirecta
PyPIalabaster1.0.0indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.14.1indirecta
PyPIappnope0.1.4indirecta
PyPIast-serialize0.6.0indirecta
PyPIasttokens3.0.1indirecta
PyPIattrs26.1.0indirecta
PyPIautodoc-pydantic2.2.0indirecta
PyPIazure-core1.41.0indirecta
PyPIazure-identity1.25.3indirecta
PyPIazure-storage-blob12.30.0indirecta
PyPIbabel2.18.0indirecta
PyPIbeautifulsoup44.15.0indirecta
PyPIbokeh3.9.1indirecta
PyPIbotocore1.43.0indirecta
PyPIcertifi2026.6.17indirecta
PyPIcffi2.0.0indirecta
PyPIcfgv3.5.0indirecta
PyPIcharset-normalizer3.4.8indirecta
PyPIcloudpickle3.1.2indirecta
PyPIcolorama0.4.6indirecta
PyPIcomm0.2.3indirecta
PyPIcontourpy1.3.3indirecta
PyPIcoverage7.15.0indirecta
PyPIcryptography49.0.0indirecta
PyPIcycler0.12.1indirecta
PyPIdebugpy1.8.21indirecta
PyPIdecorator5.3.1indirecta
PyPIdeprecated1.3.1indirecta
PyPIdistlib0.4.3indirecta
PyPIdistributed2026.7.0indirecta
PyPIdocutils0.22.4indirecta
PyPIdonfig0.8.1.post1indirecta
PyPIexecuting2.2.1indirecta
PyPIfastjsonschema2.21.2indirecta
PyPIfilelock3.29.5indirecta
PyPIflexcache0.3indirecta
PyPIflexparser0.4indirecta
PyPIfonttools4.63.0indirecta
PyPIfrozenlist1.8.0indirecta
PyPIfuro2025.12.19indirecta
PyPIgcsfs2026.1.0indirecta
PyPIgoogle-api-core2.31.0indirecta
PyPIgoogle-auth2.55.1indirecta
PyPIgoogle-auth-oauthlib1.4.0indirecta
PyPIgoogle-cloud-core2.6.0indirecta
PyPIgoogle-cloud-storage3.12.0indirecta
PyPIgoogle-cloud-storage-control1.12.0indirecta
PyPIgoogle-crc32c1.8.0indirecta
PyPIgoogle-resumable-media2.10.0indirecta
PyPIgoogleapis-common-protos1.75.0indirecta
PyPIgreenlet3.5.3indirecta
PyPIgrpc-google-iam-v10.14.4indirecta
PyPIgrpcio1.82.0indirecta
PyPIgrpcio-status1.82.0indirecta
PyPIh110.16.0indirecta
PyPIidentify2.6.19indirecta
PyPIidna3.18indirecta
PyPIimagesize2.0.0indirecta
PyPIimportlib-metadata9.0.0indirecta
PyPIiniconfig2.3.0indirecta
PyPIipykernel7.3.0indirecta
PyPIipython9.15.0indirecta
PyPIipython-pygments-lexers1.1.1indirecta
PyPIipywidgets8.1.8indirecta
PyPIisodate0.7.2indirecta
PyPIjedi0.20.0indirecta
PyPIjinja23.1.6indirecta
PyPIjmespath1.1.0indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPIjupyter-cache1.0.1indirecta
PyPIjupyter-client8.9.1indirecta
PyPIjupyter-core5.9.1indirecta
PyPIjupyterlab-widgets3.0.16indirecta
PyPIkiwisolver1.5.0indirecta
PyPIlibrt0.12.0indirecta
PyPIlinkify-it-py2.1.0indirecta
PyPIllvmlite0.48.0indirecta
PyPIlocket1.0.0indirecta
PyPImarkdown-it-py4.2.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImatplotlib3.11.0indirecta
PyPImatplotlib-inline0.2.2indirecta
PyPImdit-py-plugins0.6.1indirecta
PyPImdurl0.1.2indirecta
PyPImsal1.37.0indirecta
PyPImsal-extensions1.3.1indirecta
PyPImsgpack1.2.1indirecta
PyPImultidict6.7.1indirecta
PyPImultidimio1.2.1indirecta
PyPImypy2.1.0indirecta
PyPImypy-extensions1.1.0indirecta
PyPImyst-nb1.4.0indirecta
PyPImyst-parser5.1.0indirecta
PyPInarwhals2.23.0indirecta
PyPInbclient0.11.0indirecta
PyPInbformat5.10.4indirecta
PyPInest-asyncio21.7.2indirecta
PyPInodeenv1.10.0indirecta
PyPInumba0.66.0indirecta
PyPInumcodecs0.16.5indirecta
PyPInumpy2.4.6indirecta
PyPIoauthlib3.3.1indirecta
PyPIpackaging26.2indirecta
PyPIpandas2.3.3indirecta
PyPIparso0.8.7indirecta
PyPIpartd1.4.2indirecta
PyPIpathlib-abc0.5.2indirecta
PyPIpathspec1.1.1indirecta
PyPIpexpect4.9.0indirecta
PyPIpillow12.3.0indirecta
PyPIplatformdirs4.10.0indirecta
PyPIpluggy1.6.0indirecta
PyPIpre-commit4.6.0indirecta
PyPIpre-commit-hooks6.0.0indirecta
PyPIprompt-toolkit3.0.52indirecta
PyPIpropcache0.5.2indirecta
PyPIproto-plus1.28.0indirecta
PyPIprotobuf7.35.1indirecta
PyPIptyprocess0.7.0indirecta
PyPIpure-eval0.2.3indirecta
PyPIpyasn10.6.3indirecta
PyPIpyasn1-modules0.4.2indirecta
PyPIpycparser3.0indirecta
PyPIpydantic-core2.46.4indirecta
PyPIpygments2.20.0indirecta
PyPIpyjwt2.13.0indirecta
PyPIpyparsing3.3.2indirecta
PyPIpytest9.1.1indirecta
PyPIpytest-dependency0.6.1indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-discovery1.4.3indirecta
PyPIpython-dotenv1.2.2indirecta
PyPIpytz2026.2indirecta
PyPIpyyaml6.0.3indirecta
PyPIpyzmq27.1.0indirecta
PyPIrapidfuzz3.14.5indirecta
PyPIreferencing0.37.0indirecta
PyPIrequests2.34.2indirecta
PyPIrequests-oauthlib2.0.0indirecta
PyPIroman-numerals4.1.0indirecta
PyPIrpds-py2026.6.3indirecta
PyPIruamel-yaml0.19.1indirecta
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Avisos de dependencias 1

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 215 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 1 tienen avisos conocidos, de los cuales 0 son directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
pyasn10.6.3indirectaalta50.6.4

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

Informe JSON sin procesar legible por máquina
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          "body": "* Add string representations to core builder classes for better usability and debugging\n\n* Add error message hint for special case issue\n\n* Add html representations for key classes\n\n* pre-commit\n\n* pre-commit\n\n* Remove specific edge case error message\n\n* Migrate html reprs to isolated source file\n\n*\n[…]\npdate_template_units` for clarity\n\n* add unit addition to template before early return in `_update_template_units`\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add `__repr__` and `_repr_html_` to builder and template (#719)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-10-17T22:22:23Z",
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          "oid": "12dfee967e3f476688b9ed6649fe983c3441f0ef",
          "body": "…ow changing full chunk shape. (#722)\n\n* refactor: replace `abstract_dataset_template` with `base`, update dimensions handling\n\n* feat: add chunk_shape property with setter to manage variable chunk shapes\n\n* refactor: rename `chunk_shape` to `full_chunk_shape` for clarity and consistency\n\n* refactor\n[…]\nG-Y parsers\n\n* refactor: rename variable `tpl` to `template`\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>\nCo-authored-by: Brian Michell <brianm314@comcast.net>",
          "is_bot": false,
          "headline": "Make templates more clear by removing spatial dim names, and also all…",
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          "is_bot": false,
          "headline": "Cleanup and enhance template registry (#717)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
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          "headline": "Update summary stats return logic (#716)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-10-15T15:42:12Z",
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          "headline": "bump version to 1.0.7 (#715)",
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          "oid": "fe87a839ac0d2fce9196c12fa27943d02126fdd7",
          "body": "…to templates. (#714)\n\n* update templates to use unit-aware metadata\n\n* add spatial_dimension_names property to abstract_dataset_template and update headers variable usage\n\n* update SEG-Y converter to include angle and spatial unit handling in templates\n\n* remove debug print statement from SEG-Y con\n[…]\nFixing X/Y Units Issues\" section\n\n* fix external link in quickstart tutorial for \"Fixing X/Y Units Issues\" section\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Generalized specification of variable / coordinate / dimension units …",
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          "oid": "88d178d88254d08b31f9754d0902c0895ecab229",
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          "headline": "Wrap `SegyFile` to handle `asyncio` loop conflicts with Zarr. (#712)",
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          "author_login": "dmitriyrepin",
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          "oid": "bdebc7e88c2e62a20213215669e568f49311e9ce",
          "body": "…iciency. (#710)\n\n* Ingestion with zarr instead of xarray\n\n* Optimizations\n\n* Pre-commit\n\n* Flag patch version change for debugging and testing\n\n* Use sensible variable names\n\n* revert version change\n\nthis will trigger CI/CD to make a new release, better not done here, but must be done from `main`\n\n\n[…]\n unnecessary I/O calls by reading existing values\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
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          "headline": "Use native `zarr` for trace worker instead of `xarray` for memory eff…",
          "author_name": "Brian Michell",
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          "committed_at": "2025-10-13T22:08:41Z",
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          "body": "* Add coordinate scalar as validated field\n\n* Begin updating tests\n\n* Fix tests",
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          "headline": "Add missing `coordiante_scalar` to template validation (#713)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-10-13T22:01:58Z",
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          "headline": "bump version to 1.0.6",
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          "committed_at": "2025-10-08T22:39:27Z",
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          "headline": "bump dependencies versions (#708)",
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          "author_login": "tasansal",
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          "oid": "a75ab78dda5cfb3e5539cb99063e22e09f0fa9c0",
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          "is_bot": false,
          "headline": "bump segy to 0.5.3 (#707)",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-10-08T22:27:01Z",
          "body_truncated": false,
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          "oid": "bbabc08a5dd6e5f83d7dba0c974b8baf69e31eda",
          "body": "…ssues. (#701)\n\n* Fix bug 613 on top of latest main\n\n* Exclude TestBug613HandlesNotClosed from coverage\n\n* Space is added by pre-commit\n\n* Exclude from code coverage: test_teapot_import_cloud_to_cloud\n\n* Remove tests as per the PR review\n\n* PR review: move _get_coordinate_scalar()\n\n* PR Review fixes\n[…]\nd imports\n\n* refactor: update type hints in _workers.py for improved readability and compliance with TYPE_CHECKING\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Refactor initial file information handling while avoiding `asyncio` i…",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
          "committed_at": "2025-10-08T22:11:56Z",
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          "oid": "a664dbdab10522f857efc60bce8198fcb0ec50b1",
          "body": "* Implement validation for all required fields\n\n* Update logic to use sets\n\n* Add requested unit tests\n\n* Pre-commit\n\n* use magic mock\n\n* also print template name in error\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Implement SEG-Y header validation for required template keys  (#705)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-10-08T21:21:16Z",
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          "oid": "fd61ec44d1e5d49466fb86dfd0e8c106690c38c8",
          "body": null,
          "is_bot": false,
          "headline": "ChunkIterator: account for smaller last slice (#702)",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
          "committed_at": "2025-10-08T17:57:03Z",
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          "oid": "7392241cd1aad0c25c1015eff3ae17a9bf901d54",
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          "headline": "bump version",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-10-04T20:03:46Z",
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        {
          "oid": "a7708237efed920ad54e791d9e1e2569fadad9c5",
          "body": "…d applied. (#700)\n\n* Support SEG-Y header overrides during file ingestion\n\n* Clean up redundant SEG-Y file initialization and fix import naming inconsistency\n\n* Refactor SEG-Y file initialization and adjust import formatting for clarity\n\n* refine coordinate unit extraction logic\n\n* Refactor coordin\n[…]\nrray\n\n* add tutorial for dealing with corrupt SEG-Y files.\n\n* nicer syntax\n\n* fix broken tests after schema change\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Ensure header overrides functionality of `TGSAI/segy` is available an…",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-10-04T20:01:39Z",
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          "oid": "a0df7108dd064c58216e44414af4351872204186",
          "body": "* Bump `segy` dependency to `0.5.2`.\n\n* Update references to `SegySettings` to `SegyFileSettings` after dependency bump.\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump `segy` dependency to `0.5.2`. (#699)",
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          "committed_at": "2025-10-03T15:30:20Z",
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          "oid": "cf35aff31c2b786cca376ac968f7f049c3a83b2a",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 4 to 5.\n- [Release notes](https://github.com/actions/download-artifact/releases)\n- [Commits](https://github.com/actions/download-artifact/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/downlo\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 4 to 5 (#692)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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        {
          "oid": "0c69d543285d0651dde05b677d0057874b9bfbaf",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v5)\n\n---\nupdated-dependenc\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 5 (#694)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-03T15:29:24Z",
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        {
          "oid": "f4479619881cd6db71c8fd927eb1788f2ca6393e",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5.4.3 to 5.5.1.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/c\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5.4.3 to 5.5.1 (#695)",
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          "author_login": "dependabot[bot]",
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          "oid": "2c9447e2cb898e542edf3ed6fcc4a44f8e7acf39",
          "body": "* clean tests\n\n* pre-commit added a space\n\n* Remove DEBUG_MODE\n\n* Fix pre-commit issues\n\n* pre-commit\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "clean tests and make sure all test code is executed (#685)",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
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        {
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          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 5 to 6 (#693)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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        {
          "oid": "c0fb1e7f318e62993b1c4d5420d1683a9d84f87a",
          "body": "Bumps [furo](https://github.com/pradyunsg/furo) from 2025.7.19 to 2025.9.25.\n- [Release notes](https://github.com/pradyunsg/furo/releases)\n- [Changelog](https://github.com/pradyunsg/furo/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pradyunsg/furo/compare/2025.07.19...2025.09.25)\n\n---\n\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump furo from 2025.7.19 to 2025.9.25 in /docs (#696)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-01T19:06:28Z",
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        {
          "oid": "9b20936a6e045ccd08e64cf39ff0a0c19dc3a35c",
          "body": "* Remove CalculateCable grid override\n\n* Re-remove ChannelWrap added back by merge resolutions\n\n* Satisfy pre-commit",
          "is_bot": false,
          "headline": "Remove CalculateCable grid override (#697)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
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          "body": null,
          "is_bot": false,
          "headline": "Remove ChannelWrap grid override (#698)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-10-01T17:44:41Z",
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          "oid": "b48fece0b4141310b4fcd78203b8e925e57f2699",
          "body": null,
          "is_bot": false,
          "headline": "bump to `1.0.4`",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-10-01T00:19:36Z",
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        {
          "oid": "3dcbf25effdc158e76fd50dcb068fe448fb339ba",
          "body": "…nates (#660)\n\n* Re-implement on-the-fly chunking for non-dimension coordinates and live-mask\n\n* refactor a little\n\n* make chunks a little smaller\n\n* ensure non-dim coordinates are compressed\n\n* readjust sizes\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "(Re)implement dynamic chunking for live mask and non-dimension coordi…",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
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        {
          "oid": "bd541e1b7cc1e50ada615d822b0232d22e003747",
          "body": "…rom SEG-Y in `segy_file_header` variable. (#683)\n\n* binary_header_disaster_recovery 2\n\n* Update segy.py\n\nMake raw binary header serialization conditional to match with pending raw trace headers PR\n\n* Update test_segy_roundtrip_teapot.py\n\nSet the raw headers environment variable\n\n* refactor a little\n\n* monkey patch env vars for teapot\n\n---------\n\nCo-authored-by: Brian Michell <brianm314@comcast.net>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Environment variable flag to preserve unmodified, raw binary header f…",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
          "committed_at": "2025-09-30T23:11:47Z",
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        {
          "oid": "1b982559bcf6689995130f1063341c073d8f5a86",
          "body": "…rom SEG-Y as variable. (#659)\n\n* Reimplement disaster recovery logic\n\n* Ensure getting true raw bytes for DR array\n\n* Linting\n\n* Add v2 issue check\n\n* Fix pre-commit\n\n* Profiled disaster recovery array (#8)\n\n- Avoids duplicate read regression issue\n- Implements isolated and testable logic\n\n* Fix un\n[…]\nr/raw stuff\n\n* rename env var for raw headers\n\n* simplify 240-byte scalar type\n\n* rename trace wrapper and do lazy decoding\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Environment variable flag to preserve unmodified, raw trace headers f…",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-09-30T22:19:21Z",
          "body_truncated": true,
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          "oid": "48b949e80a8bc821aefe9843409e3f748d379398",
          "body": null,
          "is_bot": false,
          "headline": "update segy to prep for DR PRs (#691)",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-09-30T21:06:29Z",
          "body_truncated": false,
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        {
          "oid": "6bb180a6ca80929d483ccfa1065977fb9b664cbf",
          "body": null,
          "is_bot": false,
          "headline": "Update Xarray api access (#688)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-09-30T13:56:57Z",
          "body_truncated": false,
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        {
          "oid": "320b392268f7abae97eaa6c208f523000bd6d6ea",
          "body": null,
          "is_bot": false,
          "headline": "update zarr min to latest (#678)",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-09-19T22:37:33Z",
          "body_truncated": false,
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        },
        {
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                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 61,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "weak",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "forks": 19,
              "stars": 41,
              "watchers": 5,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "41 stars",
                "points": 26,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 41
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "19 forks",
                "points": 10.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "5 watchers",
                "points": 3.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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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": 13.5,
                "status": "met",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "packages": [
                "multidimio"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 3714
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "3,714 downloads/month across pypi",
                "points": 47.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 3714,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 28,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 6,
              "top_contributor_share": 0.803
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 80% of commits",
                "points": 4.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "6 contributors",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "merged_prs": 416,
              "open_issues": 20,
              "closed_issues": 99,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.832,
              "closed_unmerged_prs": 303,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "83% of issues closed",
                "points": 34.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "416/719 decided PRs merged",
                "points": 17.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 416,
                      "decided": 719
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                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 2/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "followers": 19,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "TGSAI",
              "public_repos": 6,
              "account_age_days": 1577
            },
            "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": "19 followers of TGSAI",
                "points": 9.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 19,
                      "login": "TGSAI"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "6 public repos, account ~4 yr old",
                "points": 14.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 6
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "multidimio"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "63 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 63
                    }
                  }
                ],
                "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": "exceptional",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "dask",
                "energy",
                "machine-learning",
                "segy",
                "zarr",
                "deep-learning"
              ],
              "has_wiki": false,
              "homepage": "https://mdio.dev/",
              "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://mdio.dev/",
                "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": "6 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 64,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "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": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.5
            },
            "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": "28 out of 28 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 2/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 215 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 215
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 5,
              "affected_packages": 1,
              "assessed_packages": 215,
              "unassessed_packages": 0,
              "affected_by_severity": "high 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 215,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 64,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.868,
              "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": "79 of 91 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 79,
                      "sampled": 91
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "noxfile.py"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/mdio/py.typed"
              ],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.09
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "noxfile.py",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "noxfile.py"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/mdio/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/mdio/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "9 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 9,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 28508,
              "source_files_sampled": 161,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/mdio/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/mdio/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/161 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 161,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library",
        "application"
      ],
      "labels": [
        "library",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:click",
          "weight": 4
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:multidimio@1.2.1; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T19:55:30.152348Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/TGSAI/mdio-python.svg",
  "full_name": "TGSAI/mdio-python",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.5.0, esquema v0.27.0 — metodología completa · wiki de métricas.

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