Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 2.5.0 · 2026-08-02 16:00 UTC

sktime / skbase

Base classes for creating scikit-learn-like parametric objects, and tools for working with them.

PythonBSD-3-Clause★ 40 estrellas⑂ 48 forksdesde may 2022Ver en GitHub ↗
TipoBibliotecacómo se determina

sktime/skbase tiene un índice de salud de 88 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (92/100) y la más baja, Community & Adoption (48/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

88
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.

88
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 74 se calibra a 88 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

sktimeOrganización
340 seguidores48 repositorios públicosdesde oct 2019

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
PyPIscikit-base1.1.0-44hace 0 díasdata-sciencemachine-learningscikit-learn

Métricas por categoría

Vitalidad

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

92Excelente · 21% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
22.8/36Cadencia de commits — 33/52 semanas con commits
17.7/18Volumen de commits — 93 commits en el último año
10/10OpenSSF Scorecard: Maintained — 20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year93
human_commit_share0,56
days_since_last_push0
active_weeks_last_year33
Cómo se puntúa
27/27Publica versiones — 47 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~41,6 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count47
latest_release_tagv1.1.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases41,6
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

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

48Débil · 17% del índice global
Cómo se puntúa
25.8/60Estrellas — 40 estrellas
13.9/25Forks — 48 forks
1.7/15Observadores — 3 observadores
Datos de entrada utilizados
forks48
stars40
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (BSD-3-Clause)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_template

Sostenibilidad y Gobernanza

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

71Bueno · 23% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
9.7/22.5Distribución de commits — el principal contribuyente firma el 57% de los commits
13.5/13.5Amplitud de contribuyentes — 26 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Datos de entrada utilizados
bus_factor1
contributors_sampled26
top_contributor_share0,571
Cómo se puntúa
34.2/42Resolución de issues — 82% de issues cerradas
28.1/30Aceptación de PR — 415/443 PR decididos fusionados
0/13Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d
7.5/15OpenSSF Scorecard: Code-Review — Found 9/18 approved changesets -- score normalized to 5
Datos de entrada utilizados
merged_prs415
open_issues22
closed_issues97
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,815
closed_unmerged_prs28
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
18.2/25Alcance del propietario — 340 seguidores de sktime
24.3/25Trayectoria — 48 repos públicos, cuenta de ~6 años
Datos de entrada utilizados
followers340
owner_typeOrganization
is_verified
owner_loginsktime
public_repos48
account_age_days2488
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 — 44 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesscikit-base
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

89Excelente · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 5 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

85Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
10/10Topics — 5 topics
10/10Wiki
Datos de entrada utilizados
topicsframework, python, scikit-learn-api, sktime, skbase
has_wiki
homepage
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?

73Bueno · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.2/2.5CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 9/18 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
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 — 20 commit(s) and 1 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
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7,3
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? 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.

51Moderado · 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 — 55 de 56 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,982
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — docs/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
0/10Entorno reproducible
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
8/8Mantenimiento automatizado — 27 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,27
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
54.2/55Tamaños de archivo manejables — 1/70 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes72.525
source_files_sampled70
oversized_source_files1

Datos clave

40estrellas de GitHub
26contribuidores
93commits en los últimos 12 meses
0días desde el último push
47versiones publicadas
1factor bus
22issues 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:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Más detalle

Historial de estrellas y forks 0 ★ / 48 ⇿
0Estrellas
48Forks
46Versiones

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.

010203040504832022-052024-062026-06
Mayor 1Menor 13Parche 32

Cada punto abarca 4 días.

OpenSSF Scorecard 7.3 / 10
7.3agregado

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 · 2026-08-02 15:59 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
9CI-Tests28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 9/18 approved changesets -- score normalized to 5
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained20 commit(s) and 1 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
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Todas las dependencias 7

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 7 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPInbsphinxindirecta
PyPIscikit-learnindirecta
PyPIsetuptoolsindirecta
PyPIsphinxindirecta
PyPIsphinx-designindirecta
PyPIsphinx-galleryindirecta
PyPIsphinx-issuesindirecta
Avisos de dependencias sin evaluar

El cotejo de avisos no pudo ejecutarse para este informe: No resolved dependencies carried a version and a supported ecosystem

Informe JSON sin procesar legible por máquina
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          "oid": "48621dd92c3a348b8dfe7559d13aa44120f457f8",
          "body": "…(#577)\n\nBumps [github/codeql-action](https://github.com/github/codeql-action)\nfrom 4 to 4.37.3.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump github/codeql-action from 4 to 4.37.3 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-31T21:02:32Z",
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        },
        {
          "oid": "521822443ced9c89156d59cf7d6ea3c85fb8ff53",
          "body": "…ve performance in repeated tag inspection (#576)\n\n#### Reference Issues/PRs\n- The FlagManager was causing a lot of deepcopies for each fit/predict\ncycle.\n- BaseObject calle `_get_init_signature` for each `get_params`, but it\nis always the same.\n\n\n\n#### What does this implement/fix? Explain your cha\n[…]\ntps://skbase.readthedocs.io/en/latest/contribute/development/developer_guide/creating_docs.html))\n- [ ] New public functionality has been added to the API Reference\n\n\n<!--\nThanks for contributing!\n-->",
          "is_bot": false,
          "headline": "[ENH] Cache `_get_init_signature` and `_collect_class_flags` to impro…",
          "author_name": "Benedikt Heidrich",
          "author_login": "benHeid",
          "committed_at": "2026-07-31T20:57:24Z",
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          "is_coding_agent": false
        },
        {
          "oid": "4ff0bdf6f79dbf4e7c7ec74542037f7bd59fd685",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 6 to 7 (#575)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-30T18:48:33Z",
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          "is_coding_agent": false
        },
        {
          "oid": "5710193dfb60c42004b7ba80fdd5e4f3bd2edc41",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 9.0.0a3 →\n9.0.0b1](https://github.com/pycqa/isort/compare/9.0.0a3...9.0.0b1)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#572)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-07-18T16:36:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ee9cd46e10f2ce6ab6ce48188b70721c2703acc",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 6\nto 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 6 to 7 (#573)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-18T16:36:18Z",
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        {
          "oid": "00f55a2ca1ca1fc39e1463672a94ade89490e3f3",
          "body": "The `.readthedocs.yaml` no longer builds due to an outdated ubuntu\nversion.\n\nThis PR fixes the ubuntu version in the readthedocs file, enabling\nbuilds.",
          "is_bot": false,
          "headline": "[MNT] fix broken `.readthedocs.yaml` (#570)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-22T19:40:56Z",
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        {
          "oid": "9670ce3d09bac514b342d9523082a9b320a75869",
          "body": "Release 1.0.2\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.0.2 (#569)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-22T19:27:44Z",
          "body_truncated": false,
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        },
        {
          "oid": "67b63fa6d3bcdc4f55f153cff7df01bd6ae70154",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to\n7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 6 to 7 (#567)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-20T16:03:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22695ad74a197d64aef6df57d197b29cfee60957",
          "body": "This fixes the following problem\n\n\n```python\n    from pytorch_forecasting.metrics.quantile import QuantileLoss\n    import numpy as np\n\n    a = QuantileLoss(quantiles=[0.1, 0.2])\n    assert deep_equals(a, a)  # Fails\n```\nthis fails since the `QuantileLoss` overwrites `__eq__` and `__ne__`. I\nsimulate this in a test that fails on main as well, in order to not\nintroduce another heavy dependency.",
          "is_bot": false,
          "headline": "[ENH] early return for `deep_equals` in case of object identity (#568)",
          "author_name": "Tobias Pitters",
          "author_login": "CloseChoice",
          "committed_at": "2026-06-20T16:02:45Z",
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        },
        {
          "oid": "e11c4b1e33152bca1bd63e3f1a3cfa2a79d47bbf",
          "body": "Adds a CI run of integration tests that ensures `pandas 3`.",
          "is_bot": false,
          "headline": "[MNT] add integration testing for `pandas 3` (#563)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-13T11:51:59Z",
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          "is_coding_agent": false
        },
        {
          "oid": "ee63439d92776e496b89e22a9421cbe9b5999da0",
          "body": "Bumps\n[codecov/codecov-action](https://github.com/codecov/codecov-action) from\n6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump codecov/codecov-action from 6 to 7 (#566)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-13T11:51:29Z",
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          "is_coding_agent": false
        },
        {
          "oid": "8b5af1768bc93855afd54ce1d2d0b7a42e080d1e",
          "body": "Missing changelog for 1.0.1",
          "is_bot": false,
          "headline": "Release 1.0.1 - changelog (#565)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-03T20:57:05Z",
          "body_truncated": false,
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        },
        {
          "oid": "8aeb9b37931d0401b236e0555cca710369518ad2",
          "body": "Release 1.0.1\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.0.1 (#564)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-03T20:50:24Z",
          "body_truncated": false,
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        },
        {
          "oid": "e19ec4f18a7e152ea72e64ea00c4fe9b405502b7",
          "body": "Fixes #551\n\nThe function `make_strings_unique` was mutating the input list in-place\ndue to a direct reference assignment. This PR ensures a copy is created\nbefore modification.\n\nVerified with a reproduction script:\n```python\nmylist = [\"a\", \"b\", \"a\"]\nmake_strings_unique(mylist)\n# mylist remains [\"a\", \"b\", \"a\"]\n```",
          "is_bot": false,
          "headline": "[BUG] Fix in-place mutation in make_strings_unique (#553)",
          "author_name": "Shivansh Goel",
          "author_login": "SHIVANSH-ux-ys",
          "committed_at": "2026-06-03T20:43:48Z",
          "body_truncated": false,
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        },
        {
          "oid": "6932a62e4d29846c947f3c39c65f25ddd39297ca",
          "body": "….0) (#519)\n\nFixes #517\n\n## What was the bug?\n`deep_equals` crashed with a `TypeError` when comparing numpy arrays \nwith string dtype on numpy < 2.0.\n\nThe check `if x.dtype == \"str\"` in `_numpy_equals_plugin` never matched \nin numpy < 2.0, because string arrays have dtype like `U3` or `<U1` \n(not `\"\n[…]\ny versions (both < 2.0 \nand >= 2.0).\n\n## Testing\nAdded a new test file `tests/test_deep_equals.py` covering:\n- equal string arrays return `True`\n- unequal string arrays return `False`\n\nAll tests pass.",
          "is_bot": false,
          "headline": "[BUG] Fix deep_equals failing on string-dtype numpy arrays (numpy < 2…",
          "author_name": "Sourya Singh",
          "author_login": "shourya1419-netizen",
          "committed_at": "2026-06-03T20:38:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e02111f4828e1cb648be5e77c4e05e1c0ca1ec01",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 26.3.1 →\n26.5.1](https://github.com/psf/black-pre-commit-mirror/compare/26.3.1...26.5.1)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#557)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-03T20:36:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5df20aaba19d37fd176b0c90d3fbcd628bcb312",
          "body": "This PR makes the `get_params` branch for `deep=True` safer, i.e.,\nrecursion into component `get_params` calls.\n\nIt avoids failure if `get_params` is present, but it is not an instance\nmethod that returns a `dict`.\n\nAlso adds a regression test that would trigger the previous \"unsafe\"\nbehaviour.",
          "is_bot": false,
          "headline": "[ENH] safer `get_params(deep=True)` nesting (#562)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-03T20:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76600b6ce3dc848b389dac79960a554b0863bd14",
          "body": "## Summary\n\nFixes #558.\n\n`get_params(deep=True)` and the HTML diagram repr (`_get_visual_block`)\npreviously treated any parameter value with a `get_params` attribute as\na nested component. That breaks when the parameter holds a **BaseObject\nsubclass (type)** rather than an instance—for example `dist\n[…]\nlass_param`\n- [x] `pytest\nskbase/base/_pretty_printing/tests/test_object_html_repr.py::test_html_repr_with_baseobject_class_param`\n- [x] `pytest skbase/tests/test_base.py -k \"get_params or repr_html\"`",
          "is_bot": false,
          "headline": "[BUG] Fix get_params(deep=True) for BaseObject class parameters (#559)",
          "author_name": "Chaitany Patel",
          "author_login": "patelchaitany",
          "committed_at": "2026-06-03T20:16:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3a4fd1056f30134652d96ea5b182d50f1afa8b28",
          "body": "…4 to 5 (#556)\n\nBumps\n[actions/dependency-review-action](https://github.com/actions/dependency-review-action)\nfrom 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/dependency-review-action from …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-17T17:29:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd8a65132759bc4eacf88346004a85bd139e1fa7",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.1 →\n9.0.0a3](https://github.com/pycqa/isort/compare/8.0.1...9.0.0a3)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#552)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-05-03T15:39:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ed8b0d47b545faf0520021e1b80ac2d407e91f7",
          "body": "This PR updates the release workflow to a more simplified and\nstandardized setup:\n\n* single `test_wheels` job instead of one per operating system\n* remove `anaconda` environment, use `uv`\n* use same workflow as in `sktime`",
          "is_bot": false,
          "headline": "[MNT] update release workflow to simplified setup (#550)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-25T19:09:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd2ae2b7366987b96d3704b2d4a781436ee46d3e",
          "body": "…<0.21.0 to <0.22.0 (#548)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-gallery requirement from …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-24T22:06:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d20a8809ea7837603c34bfa2d0aef475e51ccad",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 5 to 6 (#547)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-21T08:39:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cba0306d3af04e3d0ae712e6583c7ce3fc080f63",
          "body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 4\nto 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump astral-sh/setup-uv from 4 to 7 (#546)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-21T08:39:08Z",
          "body_truncated": false,
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        },
        {
          "oid": "aa995503b6cf60184698cd63e3c88e7e641acd44",
          "body": "Release 1.0.0\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.0.0 (#545)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-19T20:15:10Z",
          "body_truncated": false,
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        },
        {
          "oid": "1ae228a696af6dc008bd61d44b8efd1c3e589ca2",
          "body": "…tance (#540)\n\n## Summary\n\nFixes #539 - _FlagManager._get_class_flags dropped flags from\nuser-defined Mixin classes under multiple inheritance due to a hardcoded\n[:-2] MRO slice.\n\n## Root Cause\n\nThe previous code assumed the last two MRO entries are always BaseObject\nand object:\n\n```python\nfor paren\n[…]\ny reverted.\n- - skbase/tests/test_meta.py: Add missing _FlagManager import + add\ntest_get_class_flags_preserves_mixin_tags regression test that pins this\nfix and will fail loudly if the slice returns.",
          "is_bot": false,
          "headline": "[BUG] Fix _get_class_flags dropping Mixin flags under multiple inheri…",
          "author_name": "Vedant Sachin Malode",
          "author_login": "vedant21-oss",
          "committed_at": "2026-04-19T19:56:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac01912177d41e0c104a879067bcd0e405ff7062",
          "body": "… inheritance (#511)\n\n## Fix incorrect tag/config resolution in diamond inheritance\n\n### Summary\n\n`_FlagManager._get_class_flags` currently uses `hasattr` and `getattr`\nwhen iterating over the class MRO.\nBecause `getattr` follows Python's full attribute lookup chain, classes\nthat do not define `_tag\n[…]\nMixin(A):\n    _tags = {\"handles_missing_data\": True}\n\nclass MyBase(A):\n    pass\n\nclass Concrete(MyBase, MissingDataMixin):\n    _tags = {\"custom_flag\": True}\n\nConcrete().get_tag(\"handles_missing_data\")",
          "is_bot": false,
          "headline": "[BUG] Fix incorrect tag resolution in `_get_class_flags` with diamond…",
          "author_name": "David laid",
          "author_login": "WHOIM1205",
          "committed_at": "2026-04-19T19:34:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fa1b62804179da98a04cb92a70e003aae816ed83",
          "body": "…` to auto-detect (#466)\n\n#### Reference Issues/PRs\n\nCloses #159\n\n\n#### What does this implement/fix? Explain your changes.\n<!--\nA clear and concise description of what you have implemented. Remember\nto implement\nunit tests and docstrings if your pull request commits code to the\nrepository.\n-->\n\nSets `attr_name` to `None` and auto detect from\n\"named_object_parameters\" of `attr_name` remains `None`",
          "is_bot": false,
          "headline": "[ENH] change `_MetaObjectMixin._check_objects` default for `attr_name…",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2026-04-19T19:00:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bfe22c4a8d9179e9815e34b368c41c941bef1d0",
          "body": "Adds a new GitHub Actions workflow\n`.github/workflows/test_deep_equals_compat.yml`\nthat tests `deep_equals` against older versions of numpy and pandas\nusing uv's\n`--exclude-newer` flag, as proposed in #532.\n\nThree matrix jobs are added:\n- `numpy-1x-cutoff` — cutoff Jan 2024, resolves numpy 1.x (befo\n[…]\nsolves the\nintended older versions.\nThe approach (uv --exclude-newer to simulate older environments) was\nagreed\nwith @fkiraly in #532. Happy to adjust cutoff dates or add further\ntimepoints\nif needed.",
          "is_bot": false,
          "headline": "[MNT] downwards compatibility testing for deep_equals (#537)",
          "author_name": "Siddhi Khandelwal",
          "author_login": "sid200727",
          "committed_at": "2026-04-19T17:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d334c89963dec497640ad78b2933012bcc17901f",
          "body": "… PEP 503 (#544)\n\nFixes #543, by also normalizing underscores and dots in package names\npassed to `_check_soft_dependencies`.\n\nExpands the test for `_check_soft_dependencies` to include package names\nunderscore or dot in place of hyphen.",
          "is_bot": false,
          "headline": "[BUG] normalize package names in `_check_soft_dependencies` following…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-18T21:40:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "033dff32400847ee60841890349141f6eff133fe",
          "body": "Accidentally, `pyproject.toml` was not pushed for the 0.13.2 release.\n\nNo upload happened since the CI caught the inconsistency - this just\nneeds to get fixed.",
          "is_bot": false,
          "headline": "[MNT] fix 0.13.2 release version in `pyproject.toml` (#542)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-13T20:16:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e4fbe5c4c8953a514665f5af819e9489f64d074",
          "body": "Release 0.13.2\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.13.2 (#541)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-12T20:59:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08998867a68a45ffcb2a24bc53b4f1e76557aa3e",
          "body": "updates:\n- [github.com/psf/black-pre-commit-mirror: 26.3.0 →\n26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/26.3.0...26.3.1)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#535)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-04-12T16:43:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f1fd02069c7603f38b472c591043096ad065e28",
          "body": "Bumps\n[codecov/codecov-action](https://github.com/codecov/codecov-action) from\n5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump codecov/codecov-action from 5 to 6 (#538)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-28T13:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef2a332454c2e4bf119ed70a69a84dd83f42151b",
          "body": "…6.0.0 to <7.0.0 (#534)\n\nUpdates the requirements on\n[sphinx-issues](https://github.com/sloria/sphinx-issues) to permit the\nlatest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-issues requirement from <…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-25T19:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09d0e327d1d5ac4e2a00dea488876b9ab9826448",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 26.1.0 →\n26.3.0](https://github.com/psf/black-pre-commit-mirror/compare/26.1.0...26.3.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#522)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-14T17:15:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28d07555f8e14a4e788b809fa6f7a1b1e257193f",
          "body": "Title: Fix cross-class equality in BaseObject.__eq__\n\n## Summary\n\n`BaseObject.__eq__` previously only checked that `other` was an instance\nof\n`BaseObject`, but did not verify that both objects were of the same\nclass.\n\nThis allowed two different estimator classes with identical parameter\nnames\nand va\n[…]\nmented contract\n- No behavior change for same-class comparisons\n\n## Tests\n\nAdded coverage to ensure:\n- Cross-class objects with identical params are not equal\n- Non-BaseObject comparisons return False",
          "is_bot": false,
          "headline": "[BUG] Fix `__eq__` missing class type check (#507)",
          "author_name": "David laid",
          "author_login": "WHOIM1205",
          "committed_at": "2026-03-05T20:05:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "104a762c3fb7a36e581947e58f2def843033908e",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.0 →\n8.0.1](https://github.com/pycqa/isort/compare/8.0.0...8.0.1)\n- [github.com/PyCQA/bandit: 1.9.3 →\n1.9.4](https://github.com/PyCQA/bandit/compare/1.9.3...1.9.4)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#509)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-02T23:46:23Z",
          "body_truncated": false,
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        },
        {
          "oid": "b41ef429e1db395b3b1c0669447c39d8a9bf05c4",
          "body": "… `test_base.py` (#496)\n\n#### Reference Issues/PRs\nFixes #495\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves a `SparseEfficiencyWarning` triggered during the test\nsuite in\n`skbase/tests/test_base.py::test_clone_none_and_empty_array_nan_sparse_matrix`.\n\nPreviously, `sp.csr\n[…]\narray_nan_sparse_matrix` to ensure it aligns\nwith `skbase` testing standards for sparse matrices.\n\n#### Any other comments?\nTested locally using `pytest`. The warning has been successfully\neliminated.",
          "is_bot": false,
          "headline": "[ENH] Fix `SparseEfficiencyWarning` when comparing sparse matrices in…",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-03-01T00:55:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5ecc8c94ea9118a4d2941b978bd2634931a619b2",
          "body": "#### Reference Issues/PRs\nFixes #497\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves an issue in\n`skbase/tests/test_tagaliaser.py::test_tag_aliaser` where 10 expected\n`FutureWarning` messages were leaking into the pytest console output.\n\nThe test correctly interacts with d\n[…]\nFutureWarning)` context\nmanager in `test_tag_aliaser`.\n\n#### Any other comments?\nTested locally using `pytest`. The 10 leaking warnings have been\nsuccessfully caught and cleared from the test summary.",
          "is_bot": false,
          "headline": "[MNT] Catch expected FutureWarnings in test_tag_aliaser (#498)",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-03-01T00:53:04Z",
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          "is_coding_agent": false
        },
        {
          "oid": "9f969e2899b7feabf4c44d4b47f7dcb77120f5f2",
          "body": "…506)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 6 to 7 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T00:51:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7561224088d29feeb4993bc77f4644351e208a7f",
          "body": "…(#505)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 7 to 8.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 7 to 8 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T00:51:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ff40f334308639d0f17be5e2df779e58448da34",
          "body": "#### Reference Issues/PRs\nFixes #499 \n\n#### What does this implement/fix? Explain your changes.\nThis PR updates the hardcoded `black==20.8b1` dependency in the\n`nbqa-black` pre-commit hook to `black>=22.3.0`.\n\nThe legacy version from 2020 relies on the deprecated `typed-ast`\npackage, which fails to \n[…]\nhook\nrequirements without breaking formatting CI.\n\n#### Any other comments?\nTested locally on macOS ARM64 / Python 3.14. The `pre-commit`\nenvironment now installs smoothly without compilation crashes.",
          "is_bot": false,
          "headline": "[MNT] Update legacy black dependency in pre-commit hook (#500)",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-02-25T17:59:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a7584a3af5ca3c460063ce902e1ea9a44dd34dd4",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 7.0.0 →\n8.0.0](https://github.com/pycqa/isort/compare/7.0.0...8.0.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#501)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-02-25T17:53:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93eeff0f10154786e3401c67a50bd63216c1179d",
          "body": "…tError & AttributeError in `_safe_import` (#494)\n\n#### Reference Issues/PRs\nFixes #493 by moving functionality from `sktime` to `skbase`.\n\n#### What does this implement/fix? Explain your changes.\nI have added a catch-all exception block in `_safe_import` instead of\nthe current exception block, whic\n[…]\n## Did you add any tests for the change?\nYes, added `test_safe_import_catches_non_import_error` in\n`skbase/utils/dependencies/tests/test_safe_import.py` to check the flow\nof catch-all exception block.",
          "is_bot": false,
          "headline": "[ENH] Added catch all exceptions block instead of just catching Impor…",
          "author_name": "Nirbhai",
          "author_login": "RecreationalMath",
          "committed_at": "2026-02-25T17:52:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc6e827505a79d94a67e8aab1805b91224691547",
          "body": "Release 0.13.1\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.13.1 (#490)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-25T11:22:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a428675a4b66f5cb00653bcaa2e564c82b43b382",
          "body": "…<9.0.0 to !=7.2.0,<10.0.0 (#486)\n\nUpdates the requirements on\n[sphinx](https://github.com/sphinx-doc/sphinx) to permit the latest\nversion.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx requirement from !=7.2.0,…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-24T08:26:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83f8aec74e6ce2142dd7b0d1362c4f99c2418068",
          "body": "Deletes the unused `cancel.yml` workflow and third party dependencies\ntherein.\n\nThe logic is already covered by the `concurrency` setting.",
          "is_bot": false,
          "headline": "[MNT] Delete unused `cancel.yml` workflow (#489)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-24T08:25:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af92c7064d108685d2bf5b45f319aefa1d1ccdfa",
          "body": "…2.1 to 0.13.0 (#487)\n\nBumps\n[styfle/cancel-workflow-action](https://github.com/styfle/cancel-workflow-action)\nfrom 0.12.1 to 0.13.0.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump styfle/cancel-workflow-action from 0.1…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-22T22:16:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55ac6f247ca3b565140e3b1cfcb1f9fdfe78468d",
          "body": "…482)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 5 to 6 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-22T22:15:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34515b1b56a2a0b84057c69a7d0fecf357b8aae9",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.12.0 →\n26.1.0](https://github.com/psf/black-pre-commit-mirror/compare/25.12.0...26.1.0)\n- [github.com/PyCQA/bandit: 1.9.2 →\n1.9.3](https://github.com/PyCQA/bandit/compare/1.9.2...1.9.3)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#488)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-01-22T22:15:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a79942a6028540ea44ef4db7c500cc2eeb59bb4",
          "body": "#### Reference Issues/PRs\n\nfixes #483",
          "is_bot": false,
          "headline": "[BUG] fix #483 (change .append() to .extend()) (#484)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2026-01-04T13:40:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88c5935325cadee0ad62584a9d1dd1880021b0a8",
          "body": "…(#481)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 6 to 7 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-04T00:00:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f36ab1214d85a7e69898087e4d37970c2891452",
          "body": "adds a precommit skip for a single `delattr` use in tests",
          "is_bot": false,
          "headline": "[MNT] add precommit skip for `delattr` use in test (#485)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-03T23:30:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efe18328bbe52c7cfc351a338904f1bd9450462c",
          "body": "#### Reference Issues/PRs\n\nFixes https://github.com/sktime/skpro/issues/95 after moving git_diff\nfrom sktime and skpro to skbase.\n\n#### What does this implement/fix? Explain your changes.\n\nThis PR adds git_diff from utils.git_diff to skbase which is a refactor\nbecause the same code is used in both skpro and sktime, This PR adds\ngit_diff in skbase and will import this git_diff in skpro and sktime.\nThe git_diff files and related tests will be removed from skpro and\nsktime and will be added here.",
          "is_bot": false,
          "headline": "[ENH] move `git_diff` utility from `sktime` to `skbase` (#471)",
          "author_name": "Param Thakkar",
          "author_login": "ParamThakkar123",
          "committed_at": "2025-12-21T12:52:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0f54f6c965c7eda35ed7ca35fe2016b276227ab",
          "body": "#### Reference Issues/PRs\nFixes #163.\n\n\n#### What does this implement/fix? Explain your changes.\ntest_object_html_repr.py — new test to ensure\n_object_html_repr(meta_object) returns an HTML string and does not\nraise.",
          "is_bot": false,
          "headline": "[ENH] regression test for HTML repr of meta-objects (#473)",
          "author_name": "Arnav Kapoor",
          "author_login": "arnavk23",
          "committed_at": "2025-12-13T22:34:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29480ac2cbce4a693f3cb6be602a2544be27aa42",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.11.0 →\n25.12.0](https://github.com/psf/black-pre-commit-mirror/compare/25.11.0...25.12.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#480)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-12-11T22:20:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4440fe6d77a383785aa5e0f3700963fade8e771",
          "body": "…<0.20.0 to <0.21.0 (#479)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-gallery requirement from …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-07T14:34:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3546e9ae944a3c981521c2c3981129cca36bffc0",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/PyCQA/bandit: 1.8.6 →\n1.9.2](https://github.com/PyCQA/bandit/compare/1.8.6...1.9.2)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#470)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-11-28T11:29:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a755252a15b51b9e7a98d435fc36cc594fb084bf",
          "body": "#### Reference Issues/PRs\n\n#324\n\n#### What does this implement/fix? Explain your changes.\n\nTowards #324 by adding support in `deep_equals` for jax arrays. This PR\nalso adds a lot of tests for jax arrays.",
          "is_bot": false,
          "headline": "[ENH] `deep_equals` plugin for `jax` arrays (#477)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-11-28T00:54:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "390913e3c4e186ff60802d418e0ae5e2909487d9",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to\n6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 5 to 6 (#475)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-22T11:53:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "477ac96ca66ceeaa7a82801b214f84542af38ce5",
          "body": "…arams_resets_fitted_state' test to trigger error (#467)\n\n#### Reference Issues/PRs\n\nfixes #412\n\n\n#### What does this implement/fix? Explain your changes.\n\nThis PR adds a test to trigger the bug described in #412. If desired\nthis PR will also add a fix to the bug.",
          "is_bot": false,
          "headline": "[BUG] ensure `BaseMetaObject` resets at `set_params`; add 'test_set_p…",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-11-15T10:27:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "963bcfa94f2913509a0f4f1396848e5aed131075",
          "body": "…package metadata (#461)\n\n#### Reference Issues/PRs\n\n#433\n\n\n#### What does this implement/fix? Explain your changes.\n\nSome broken packages with empty `.egg-info` folder, will result in empty\nmetadata, which will give `None` as pkg name and cause `ValueError(\"A\ndistribution name is required.\")` in `Distribution.from_name`\n\nAdded some simple filters to ignore them.",
          "is_bot": false,
          "headline": "[ENH] ensure _get_installed_packages does not break in case of empty …",
          "author_name": "auderson",
          "author_login": "auderson",
          "committed_at": "2025-11-14T22:12:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c12ae2827c845845ae8ed9a4f337aaec5445caf8",
          "body": "…463)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 4 to 5 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-14T22:02:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d01476b9071d7d784486df3862bcb6d8eded194c",
          "body": "…(#462)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 5 to 6 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-14T22:01:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da697f61c5e2f53b61295a6a9d3f2ae31dee9ce3",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.9.0 →\n25.11.0](https://github.com/psf/black-pre-commit-mirror/compare/25.9.0...25.11.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#468)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-11-14T22:01:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62ab5fea8015a19df26fb83e2c127a09f73e91c5",
          "body": "#### Reference Issues/PRs\n\n#442\n\n#### What does this implement/fix? Explain your changes.\n\n- I used `_get_members_uw` instead of `inspect.getmembers` to retrieve\nclass.\n- `inspect.unwrap()` does not work with MagicAttribute. It does not\nreturn the class itself.\n- Verify inspect.isclass(MagicAttribut\n[…]\n) returns True before attempting\nto unwrap\n- Use klass.__name__ and klass.__module__ instead of trying to use the\nunwrapped version's attributes\n- Catch exceptions and fall back to the original object",
          "is_bot": false,
          "headline": " [BUG] Fix Metaclass lookup (#457)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-11-07T22:06:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "67bc1635c2a05a211be61de9cb3072f0798e7a1a",
          "body": "Fixes a `B042` issue raised by pre-commit in the `skbase` exception.",
          "is_bot": false,
          "headline": "[BUG] exceptions - fix `B042` pre-commit issue (#465)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-11-01T11:02:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05c8496b9854dcf2b92e3d05e5bf0bf70d8c83bc",
          "body": "The `case_sensitive` argument in `_check_soft_dependencies` was broken\nwith a sync from `sklearn`, currently it is not used.\n\nThis PR fixes the argument, and also adds regression tests for the\nargument.",
          "is_bot": false,
          "headline": "[BUG] fix `case_sensitive` argument in `_check_soft_dependencies` (#464)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-11-01T10:49:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          {
            "key": "release_discipline",
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            "notes": [
              {
                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 100,
            "inputs": {
              "releases_count": 47,
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              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 41.6
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "47 releases published",
                "points": 27,
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                "details": [
                  {
                    "code": "releases_published",
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                      "count": 47
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                "max_points": 27
              },
              {
                "key": "release_recency",
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                "details": [
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              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
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                    "code": "release_cadence",
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                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
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                    "code": "no_data",
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                "max_points": 10
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          },
          {
            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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        ],
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      },
      {
        "key": "community",
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        "name": "Community & Adoption",
        "value": 48,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
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            "note": null,
            "notes": [],
            "value": 41,
            "inputs": {
              "forks": 48,
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              "watchers": 3,
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            "components": [
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                "points": 25.8,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                      "count": 40
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                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
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                "points": 13.9,
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                "details": [
                  {
                    "code": "forks",
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                "max_points": 25
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              {
                "key": "watchers",
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                    "code": "watchers",
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                      "count": 3
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (BSD-3-Clause)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
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                "max_points": 22.5
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              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 6.3,
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                "details": [],
                "max_points": 6.3
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 71,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "bus_factor": 1,
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                "key": "bus_factor",
                "name": "Bus factor",
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                "status": "partial",
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                "detail": "top contributor authored 57% of commits",
                "points": 9.7,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                      "share": 57
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "26 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
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            "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 80,
            "inputs": {
              "merged_prs": 415,
              "open_issues": 22,
              "closed_issues": 97,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
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              "closed_unmerged_prs": 28,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "82% of issues closed",
                "points": 34.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 82
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                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "415/443 decided PRs merged",
                "points": 28.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 415,
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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",
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                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 9/18 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "followers": 340,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "sktime",
              "public_repos": 48,
              "account_age_days": 2488
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "340 followers of sktime",
                "points": 18.2,
                "status": "partial",
                "details": [
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                    "code": "owner_followers",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
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                "detail": "48 public repos, account ~6 yr old",
                "points": 24.3,
                "status": "partial",
                "details": [
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                    "code": "public_repos",
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                  {
                    "code": "account_age_years",
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                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                    "code": "packages_published",
                    "params": {
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
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                "details": [
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                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
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                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
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              "has_editorconfig": false,
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              "has_precommit_config": true
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            "components": [
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                "key": "ci_workflows",
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                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
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                    "code": "ci_workflows",
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
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              },
              {
                "key": "linter_config",
                "name": "Linter config",
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              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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              },
              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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            ]
          },
          {
            "key": "documentation",
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            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
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              "homepage": null,
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            "components": [
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              },
              {
                "key": "documentation_directory",
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                "points": 25,
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              },
              {
                "key": "repository_description",
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              {
                "key": "topics",
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                "details": [
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                    "code": "topics_count",
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                ],
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              },
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                "key": "wiki",
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                "status": "met",
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                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 73,
            "inputs": {
              "source": "openssf_scorecard",
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            "components": [
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                "key": "binary_artifacts",
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                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
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                "points": 0,
                "status": "excluded",
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                ],
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              },
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                "key": "ci_tests",
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              },
              {
                "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",
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                "status": "partial",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
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                "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",
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                "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": "20 commit(s) and 1 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 detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 12
            },
            "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": 51,
        "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": 0.982,
              "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": "55 of 56 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 55,
                      "sampled": 56
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.27
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "27 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 27,
                      "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": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 72525,
              "source_files_sampled": 70,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/70 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 70,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 8
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "tags",
          "label": "library",
          "source": "tag:framework",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "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:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-02T16:00:00.801913Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/sktime/skbase.svg",
  "full_name": "sktime/skbase",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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.