Registro público
Informe de salud del softwareesquema 0.12.0 · métricas 1.13.0 · 2026-07-18 12:55 UTC

apache / iceberg-python

PyIceberg

PythonApache-2.0★ 1094 estrellas⑂ 532 forksdesde ago 2023Ver en GitHub ↗

apache/iceberg-python tiene un índice de salud de 86 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (93/100) y la más baja, AI Readiness (78/100). Se actualizó por última vez hoy. 2 personas concentran la mayor parte del trabajo reciente.

86
global / 100
Excelente

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.

86
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

23.468 seguidores3145 repositorios públicosdesde ene 2009

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIpyiceberg0.11.136.316.61061hace 137 días

Métricas por categoría

Vitalidad

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

93Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
36/36Cadencia de commits — 52/52 semanas con commits
18/18Volumen de commits — 869 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year869
human_commit_share
days_since_last_push0
active_weeks_last_year52
Cómo se puntúa
27/27Publica versiones — 14 versiones publicadas
27/36Recencia de las versiones — última versión hace 137 días
19.8/27Cadencia de publicación — una versión cada ~62,3 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count14
latest_release_tagpyiceberg-0.11.1
releases_from_tagsno
days_since_latest_release137
mean_days_between_releases62,3
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?

82Bueno · 18% del índice global
Cómo se puntúa
49.3/60Estrellas — 1094 estrellas
22.7/25Forks — 532 forks
8.1/15Observadores — 30 observadores
Datos de entrada utilizados
forks532
stars1094
watchers30
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)
0/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conduct
has_pull_request_template
Cómo se puntúa
80/80Descargas mensuales — 36.316.610 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagespyiceberg
dependents
ecosystemspypi
total_downloads
monthly_downloads36.316.610
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?

80Bueno · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
11.9/22.5Distribución de commits — el principal contribuyente firma el 47% de los commits
13.5/13.5Amplitud de contribuyentes — 100 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 21 contributing companies or organizations
Datos de entrada utilizados
bus_factor2
contributors_sampled100
top_contributor_share0,471
Cómo se puntúa
39/46.8Resolución de issues — 84% de issues cerradas
31.5/38.3Aceptación de PR — 2159/2621 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs2159
open_issues154
closed_issues782
issue_closed_ratio0,835
closed_unmerged_prs462
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
25/25Alcance del propietario — 23.468 seguidores de apache
25/25Trayectoria — 3145 repos públicos, cuenta de ~17 años
Datos de entrada utilizados
followers23.468
owner_typeOrganization
is_verified
owner_loginapache
public_repos3145
account_age_days6390
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 137 días
20/20Historial de versiones — 61 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagespyiceberg
ecosystemspypi
any_deprecatedno
min_days_since_publish137

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

86Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 13 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — ruff.toml
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config
Cómo se puntúa
30/30README
0/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://py.iceberg.apache.org/
10/10Descripción del repositorio
10/10Topics — 4 topics
10/10Wiki
Datos de entrada utilizados
topicsapache, hacktoberfest, iceberg, pyiceberg
has_wiki
homepagehttps://py.iceberg.apache.org/
has_readme
has_docs_dirno
has_description

Seguridad

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

89Excelente · 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 — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 21 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate8,9
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.

78Bueno · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md
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_filesAGENTS.md
agent_instruction_max_bytes1225
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
18/18Arranque con un solo comando — Makefile, vendor/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato — ruff.toml
11/11Verificación estática de tipos — pyiceberg/py.typed
10/10Entorno reproducible — Dockerfile, lockfile
0/10Práctica demostrada con agentes — sin datos
5/8Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfile
typed_languageno
bootstrap_filesMakefile, vendor/Makefile
has_devcontainerno
has_linter_config
typecheck_configspyiceberg/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes. Los pesos restantes se han renormalizado.
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (pyiceberg/py.typed)
50.3/55Tamaños de archivo manejables — 16/189 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes207.049
source_files_sampled189
oversized_source_files16
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

1094estrellas de GitHub
100contribuidores
869commits en los últimos 12 meses
0días desde el último push
14versiones publicadas
2factor bus
154issues abiertas
PyPIecosistemas de paquetes

Más detalle

OpenSSF Scorecard 8.9 / 10
8.9agregado

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 · 2026-07-18 12:55 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-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 21 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
7Vulnerabilities3 existing vulnerabilities detected
Dependencias directas 12
RegistroPaqueteRestricción de versiónManifiesto
PyPImmh3>=4.0.0pyproject.toml
PyPIrequests>=2.20.0pyproject.toml
PyPIclick>=7.1.1pyproject.toml
PyPIrich>=10.11.0pyproject.toml
PyPIstrictyaml>=1.7.0pyproject.toml
PyPIpydantic>=2.0,<3.0,!=2.4.0,!=2.4.1,!=2.12.0,!=2.12.1pyproject.toml
PyPIfsspec>=2023.1.0pyproject.toml
PyPIpyparsing>=3.1.0pyproject.toml
PyPItenacity>=8.2.3pyproject.toml
PyPIpyroaring>=1.0.0pyproject.toml
PyPIcachetools>=5.5pyproject.toml
PyPIzstandard>=0.13.0pyproject.toml
Todas las dependencias 297

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 12 paquetes directos y 285 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIcachetools7.1.4directa
PyPIclick8.4.2directa
PyPIfsspec2026.4.0directa
PyPImmh35.2.1directa
PyPIpydantic2.13.4directa
PyPIpyparsing3.3.2directa
PyPIpyroaring1.1.0directa
PyPIrequests2.34.2directa
PyPIrich15.0.0directa
PyPIstrictyaml1.7.3directa
PyPItenacity9.1.4directa
PyPIzstandard0.25.0directa
PyPIadlfs2026.5.0indirecta
PyPIaiobotocore3.7.0indirecta
PyPIaiohappyeyeballs2.6.2indirecta
PyPIaiohttp3.14.1indirecta
PyPIaioitertools0.13.0indirecta
PyPIaiosignal1.4.0indirecta
PyPIalabaster0.7.16indirecta
PyPIannotated-types0.7.0indirecta
PyPIantlr4-python3-runtime4.13.2indirecta
PyPIanyio4.14.1indirecta
PyPIappnope0.1.4indirecta
PyPIargon2-cffi25.1.0indirecta
PyPIargon2-cffi-bindings25.1.0indirecta
PyPIarrow1.4.0indirecta
PyPIasttokens3.0.1indirecta
PyPIasync-lru2.3.0indirecta
PyPIasync-timeout5.0.1indirecta
PyPIattrs26.1.0indirecta
PyPIaws-sam-translator1.110.0indirecta
PyPIaws-xray-sdk2.15.0indirecta
PyPIazure-core1.41.0indirecta
PyPIazure-identity1.25.3indirecta
PyPIazure-storage-blob12.30.0indirecta
PyPIbabel2.18.0indirecta
PyPIbackports-tarfile1.2.0indirecta
PyPIbackrefs7.0indirecta
PyPIbeautifulsoup44.15.0indirecta
PyPIbleach6.4.0indirecta
PyPIblinker1.9.0indirecta
PyPIbodo2026.6indirecta
PyPIboto31.43.0indirecta
PyPIbotocore1.43.0indirecta
PyPIbuild1.5.0indirecta
PyPIcertifi2026.6.17indirecta
PyPIcffi2.0.0indirecta
PyPIcfn-lint1.52.1indirecta
PyPIcharset-normalizer3.4.7indirecta
PyPIcloudpickle3.1.2indirecta
PyPIcolorama0.4.6indirecta
PyPIcomm0.2.3indirecta
PyPIcoverage7.14.3indirecta
PyPIcramjam2.11.0indirecta
PyPIcryptography49.0.0indirecta
PyPIcython3.2.8indirecta
PyPIdaft0.7.16indirecta
PyPIdatafusion52.3.0indirecta
PyPIdebugpy1.8.21indirecta
PyPIdecorator5.3.1indirecta
PyPIdefusedxml0.7.1indirecta
PyPIdeptry0.25.1indirecta
PyPIdistlib0.4.3indirecta
PyPIdocker7.1.0indirecta
PyPIdocutils0.23indirecta
PyPIdomdf-python-tools3.10.0indirecta
PyPIduckdb1.5.4indirecta
PyPIentrypoints0.4indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIexecuting2.2.1indirecta
PyPIfastavro1.12.2indirecta
PyPIfastjsonschema2.21.2indirecta
PyPIfilelock3.29.4indirecta
PyPIflask3.1.3indirecta
PyPIflask-cors6.0.5indirecta
PyPIfqdn1.5.1indirecta
PyPIfrozenlist1.8.0indirecta
PyPIgcsfs2026.6.0indirecta
PyPIgeoarrow-c0.3.1indirecta
PyPIgeoarrow-pyarrow0.2.0indirecta
PyPIgeoarrow-types0.3.0indirecta
PyPIghp-import2.1.0indirecta
PyPIgoogle-api-core2.31.0indirecta
PyPIgoogle-auth2.55.1indirecta
PyPIgoogle-auth-oauthlib1.4.0indirecta
PyPIgoogle-cloud-bigquery3.42.1indirecta
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
PyPIgraphql-core3.2.11indirecta
PyPIgreenlet3.5.3indirecta
PyPIgriffe2.1.0indirecta
PyPIgriffecli2.1.0indirecta
PyPIgriffelib2.1.0indirecta
PyPIgrpc-google-iam-v10.14.4indirecta
PyPIgrpcio1.81.1indirecta
PyPIgrpcio-status1.81.1indirecta
PyPIh110.16.0indirecta
PyPIhf-xet1.5.1indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx0.28.1indirecta
PyPIhuggingface-hub1.22.0indirecta
PyPIidna3.18indirecta
PyPIimagesize2.0.0indirecta
PyPIimpi-rt2021.17.2indirecta
PyPIimportlib-metadata9.0.0indirecta
PyPIiniconfig2.3.0indirecta
PyPIipykernel7.3.0indirecta
PyPIipython8.39.0indirecta
PyPIipython9.15.0indirecta
PyPIipython-pygments-lexers1.1.1indirecta
PyPIisodate0.7.2indirecta
PyPIisoduration20.11.0indirecta
PyPIitsdangerous2.2.0indirecta
PyPIjaraco-context6.1.2indirecta
PyPIjaraco-packaging10.4.0indirecta
PyPIjedi0.20.0indirecta
PyPIjinja23.1.6indirecta
PyPIjmespath1.1.0indirecta
PyPIjoserfc1.7.2indirecta
PyPIjson50.15.0indirecta
PyPIjsonpatch1.33indirecta
PyPIjsonpath-ng1.8.0indirecta
PyPIjsonpointer3.1.1indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-path0.5.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPIjupyter-builder1.0.2indirecta
PyPIjupyter-client8.9.1indirecta
PyPIjupyter-core5.9.1indirecta
PyPIjupyter-events0.12.1indirecta
PyPIjupyter-lsp2.3.1indirecta
PyPIjupyter-server2.20.0indirecta
PyPIjupyter-server-terminals0.5.4indirecta
PyPIjupyterlab4.6.1indirecta
PyPIjupyterlab-pygments0.3.0indirecta
PyPIjupyterlab-server2.28.0indirecta
PyPIkerberos1.3.1indirecta
PyPIlark1.3.1indirecta
PyPIlazy-object-proxy1.12.0indirecta
PyPIllvmlite0.47.0indirecta
PyPImarkdown3.10.2indirecta
PyPImarkdown-it-py4.2.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImatplotlib-inline0.2.2indirecta
PyPImdurl0.1.2indirecta
PyPImergedeep1.3.4indirecta
PyPImistune3.3.2indirecta
PyPImkdocs1.6.1indirecta
PyPImkdocs-autorefs1.4.4indirecta
PyPImkdocs-gen-files0.6.1indirecta
PyPImkdocs-get-deps0.2.2indirecta
PyPImkdocs-literate-nav0.6.3indirecta
PyPImkdocs-material9.7.6indirecta
PyPImkdocs-material-extensions1.3.1indirecta
PyPImkdocs-section-index0.3.12indirecta
PyPImkdocstrings1.0.4indirecta
PyPImkdocstrings-python2.0.5indirecta
PyPImoto5.2.2indirecta
PyPImpi4py4.1.2indirecta
PyPImpmath1.3.0indirecta
PyPImsal1.37.0indirecta
PyPImsal-extensions1.3.1indirecta
PyPImsgpack1.2.1indirecta
PyPImultidict6.7.1indirecta
PyPImypy-boto3-dynamodb1.43.0indirecta
PyPImypy-boto3-glue1.43.37indirecta
PyPInatsort8.4.0indirecta
PyPInbclient0.11.0indirecta
PyPInbconvert7.17.1indirecta
PyPInbformat5.10.4indirecta
PyPInest-asyncio21.7.2indirecta
PyPInetworkx3.4.2indirecta
PyPInetworkx3.6.1indirecta
PyPInotebook-shim0.2.4indirecta
PyPInumba0.65.1indirecta
PyPInumpy2.2.6indirecta
PyPInumpy2.4.6indirecta
PyPIoauthlib3.3.1indirecta
PyPIopenapi-schema-validator0.9.0indirecta
PyPIopenapi-spec-validator0.9.0indirecta
PyPIopenmpi5.0.10indirecta
PyPIoverrides7.7.0indirecta
PyPIpackaging26.2indirecta
PyPIpaginate0.5.7indirecta
PyPIpandas2.3.3indirecta
PyPIpandas3.0.3indirecta
PyPIpandocfilters1.5.1indirecta
PyPIpapermill2.7.0indirecta
PyPIparso0.8.7indirecta
PyPIpathable0.6.0indirecta
PyPIpathspec1.1.1indirecta
PyPIpexpect4.9.0indirecta
PyPIplatformdirs4.10.0indirecta
PyPIpluggy1.6.0indirecta
PyPIpolars1.42.1indirecta
PyPIpolars-runtime-321.42.1indirecta
PyPIprek0.4.6indirecta
PyPIprometheus-client0.25.0indirecta
PyPIprompt-toolkit3.0.52indirecta
PyPIpropcache0.5.2indirecta
PyPIproperdocs1.6.7indirecta
PyPIproto-plus1.28.0indirecta
PyPIprotobuf6.33.5indirecta
PyPIpsutil7.2.2indirecta
PyPIpsycopg2-binary2.9.12indirecta
PyPIptyprocess0.7.0indirecta
PyPIpure-eval0.2.3indirecta
PyPIpure-sasl0.6.2indirecta
PyPIpy-partiql-parser0.6.3indirecta
PyPIpy4j0.10.9.9indirecta
PyPIpyarrow24.0.0indirecta
PyPIpyarrow-stubs20.0.0.20260625indirecta
PyPIpyasn10.6.3indirecta
PyPIpyasn1-modules0.4.2indirecta
PyPIpycparser3.0indirecta
PyPIpydantic-core2.46.4indirecta
PyPIpydantic-settings2.14.2indirecta
PyPIpygments2.20.0indirecta
PyPIpyiceberg0.11.0indirecta
PyPIpyiceberg-core0.9.1indirecta
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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",
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          {
            "key": "popularity",
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            "note": null,
            "notes": [],
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            "components": [
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                "points": 49.3,
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              {
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              {
                "key": "watchers",
                "name": "Watchers",
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                "points": 8.1,
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                    "code": "watchers",
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                      "count": 30
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
            "note": null,
            "notes": [],
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              "has_readme": true,
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              "has_contributing": false,
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                "key": "license",
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                "status": "met",
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                  {
                    "code": "license_standard",
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                  {
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                "max_points": 80
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
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                    "code": "top_contributor_share",
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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                "max_points": 10
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            ]
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            "notes": [],
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                "key": "issue_resolution",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "max_points": 38.25
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                "key": "openssf_scorecard_code_review",
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            ]
          },
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            "key": "stewardship",
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              "followers": 23468,
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                "key": "ownership_backing",
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                "max_points": 30
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                "key": "verified_domain",
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                "key": "owner_reach",
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                "key": "track_record",
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                "details": [
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                    "code": "public_repos",
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            "key": "package_maintenance",
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                "key": "publish_recency",
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                "key": "version_history",
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                "key": "not_deprecated",
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        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
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                "key": "ci_workflows",
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                "key": "tests_present",
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              {
                "key": "linter_config",
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                "key": "pre_commit_hooks",
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              {
                "key": "editorconfig",
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          },
          {
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            "components": [
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                "key": "documentation_homepage_site",
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        ],
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              {
                "key": "dependency_update_tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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              },
              {
                "key": "license",
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              },
              {
                "key": "maintained",
                "name": "Maintained",
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                "key": "packaging",
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              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
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              },
              {
                "key": "sast",
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              {
                "key": "security_policy",
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                "detail": "security policy file detected",
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                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 7.5
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              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
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                "status": "met",
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                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
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                "status": "partial",
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
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              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
                    "params": {}
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                ],
                "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": "good",
        "name": "AI Readiness",
        "value": 78,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "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": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 1225
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "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": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 96,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "vendor/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pyiceberg/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, vendor/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, vendor/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pyiceberg/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pyiceberg/py.typed"
                    }
                  }
                ],
                "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": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 207049,
              "source_files_sampled": 189,
              "oversized_source_files": 16
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pyiceberg/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pyiceberg/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "16/189 source files over 60KB",
                "points": 50.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
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                      "sampled": 189,
                      "oversized": 16
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-18T12:55:53.125620Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/apache/iceberg-python.svg",
  "full_name": "apache/iceberg-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 v1.13.0, esquema v0.12.0 — metodología completa · wiki de métricas.

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