Registro público
Informe de salud del softwareesquema 0.23.0 · métricas 1.13.0 · 2026-07-21 20:19 UTC

skops-dev / skops

skops is a Python library helping you share your scikit-learn based models and put them in production

PythonMIT★ 522 estrellas⑂ 64 forksdesde may 2022Ver en GitHub ↗

skops-dev/skops tiene un índice de salud de 78 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (95/100) y la más baja, AI Readiness (55/100). Se actualizó por última vez hace 1 día. 2 personas concentran la mayor parte del trabajo reciente.

78
global / 100
Bueno

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.

78
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.

Titularidad

skops-devOrganización
19 seguidores1 repositorio públicodesde may 2022

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIskops0.14.018.648.98416hace 92 días

Métricas por categoría

Vitalidad

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

69Moderado · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 1 días
12.5/36Cadencia de commits — 18/52 semanas con commits
13.6/18Volumen de commits — 32 commits en el último año
0/10OpenSSF Scorecard: Maintained — sin datos
Datos de entrada utilizados
commits_last_year32
human_commit_share0,63
days_since_last_push1
active_weeks_last_year18
Cómo se puntúa
27/27Publica versiones — 14 versiones publicadas
16.2/36Recencia de las versiones — última versión hace 349 días
19.8/27Cadencia de publicación — una versión cada ~106,7 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count14
latest_release_tagv0.13.0
releases_from_tagsno
days_since_latest_release349
mean_days_between_releases106,7

Comunidad y Adopción

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

78Bueno · 18% del índice global
Cómo se puntúa
44.1/60Estrellas — 522 estrellas
15/25Forks — 64 forks
4.7/15Observadores — 8 observadores
Datos de entrada utilizados
forks64
stars522
watchers8
growth_stateorganic
growth_factor_pct100
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía 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
has_contributing
has_issue_templateno
has_code_of_conductno
has_pull_request_template
Cómo se puntúa
80/80Descargas mensuales — 18.648.984 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesskops
dependents
ecosystemspypi
total_downloads
monthly_downloads18.648.984
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

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

71Bueno · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
12.8/22.5Distribución de commits — el principal contribuyente firma el 43% de los commits
13.5/13.5Amplitud de contribuyentes — 22 contribuyentes
0/10OpenSSF Scorecard: Contributors — sin datos
Datos de entrada utilizados
bus_factor2
contributors_sampled22
top_contributor_share0,431
Cómo se puntúa
40.7/46.8Resolución de issues — 87% de issues cerradas
32.5/38.3Aceptación de PR — 311/366 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — sin datos
Datos de entrada utilizados
merged_prs311
open_issues20
closed_issues135
issue_closed_ratio0,871
closed_unmerged_prs55
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
9.4/25Alcance del propietario — 19 seguidores de skops-dev
10.6/25Trayectoria — 1 repos públicos, cuenta de ~4 años
Datos de entrada utilizados
followers19
owner_typeOrganization
is_verified
owner_loginskops-dev
public_repos1
account_age_days1539
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 92 días
20/20Historial de versiones — 16 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesskops
ecosystemspypi
any_deprecatedno
min_days_since_publish92

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

95Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — sin datos
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://skops.readthedocs.io/en/stable/
10/10Descripción del repositorio
10/10Topics — 5 topics
10/10Wiki
Datos de entrada utilizados
topicshuggingface, machine-learning, mlops, scikit-learn, hacktoberfest
has_wiki
homepagehttps://skops.readthedocs.io/en/stable/
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?

78Bueno · 16% del índice global
Cómo se puntúa
30/30Política de seguridad (SECURITY.md)
25/25Configuración de Dependabot
0/25Lockfiles de dependencias — biblioteca publicada — los lockfiles son cosa de las aplicaciones, no se esperan aquí
0/20Flujo de trabajo de CodeQL
Datos de entrada utilizados
sourcefile_signals
lockfiles
manifestsdocs/requirements.txt, pyproject.toml
has_codeql_workflowno
has_security_policy
has_dependabot_config
Excluidos de la puntuación (sin datos o no aplicable): Lockfiles de dependencias. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages9
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:skops@0.14.0 —lo que arrastra la instalación del paquete publicado—: 9 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

55Moderado · 0% 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 — 62 de 63 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,984
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — Makefile, docs/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
0/10Entorno reproducible
6/10Práctica demostrada con agentes — 3 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 37 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — sin datos
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesMakefile, docs/Makefile
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share0,03
toolchain_manifests
dependency_bot_commit_share0,37
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
53.3/55Tamaños de archivo manejables — 2/63 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes65.647
source_files_sampled63
oversized_source_files2
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signalno
api_schema_files

Datos clave

522estrellas de GitHub
22contribuidores
32commits en los últimos 12 meses
1días desde el último push
14versiones publicadas
2factor bus
20issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Más detalle

Historial de estrellas y forks 522 ★ / 64 ⇿
522Estrellas
64Forks
14Versiones

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.

010020030040050060052262622022-052024-062026-07
Mayor 0Menor 9Parche 0

Cada punto abarca 4 días.

Dependencias directas 5
RegistroPaqueteRestricción de versiónManifiesto
PyPInumpy>=1.25.0pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIscikit-learn>=1.2pyproject.toml
PyPIprettytable>=3.9pyproject.toml
PyPIpackaging>=17.0pyproject.toml
Todas las dependencias 19

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 5 paquetes directos y 14 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPInumpydirecta
PyPIpackagingdirecta
PyPIprettytabledirecta
PyPIscikit-learndirecta
PyPIscipydirecta
PyPIcatboostindirecta
PyPIfairlearnindirecta
PyPIhuggingface-hubindirecta
PyPIlightgbmindirecta
PyPImatplotlibindirecta
PyPInumpydocindirecta
PyPIpandasindirecta
PyPIrichindirecta
PyPIsphinxindirecta
PyPIsphinx-galleryindirecta
PyPIsphinx-issuesindirecta
PyPIsphinx-promptindirecta
PyPIsphinx-rtd-themeindirecta
PyPIxgboostindirecta
Avisos de dependencias 0

Instalar pypi:skops@0.14.0 arrastra 9 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [
        "huggingface",
        "machine-learning",
        "mlops",
        "scikit-learn",
        "hacktoberfest"
      ],
      "is_fork": false,
      "size_kb": 1491,
      "has_wiki": true,
      "homepage": "https://skops.readthedocs.io/en/stable/",
      "languages": {
        "Python": 450983,
        "Makefile": 149
      },
      "pushed_at": "2026-07-20T00:04:06Z",
      "created_at": "2022-05-04T13:30:17Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T06:20:53Z",
      "description": "skops is a Python library helping you share your scikit-learn based models and put them in production",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "Organization",
      "login": "skops-dev",
      "company": null,
      "location": null,
      "followers": 19,
      "avatar_url": "https://avatars.githubusercontent.com/u/104910083?v=4",
      "created_at": "2022-05-04T13:22:09Z",
      "is_verified": null,
      "public_repos": 1,
      "account_age_days": 1539
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": null,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.13.0",
          "kind": "minor",
          "published_at": "2025-08-06T09:50:24Z"
        },
        {
          "tag": "v0.12.0",
          "kind": "minor",
          "published_at": "2025-07-25T12:21:14Z"
        },
        {
          "tag": "v0.11.0",
          "kind": "minor",
          "published_at": "2024-12-10T12:24:12Z"
        },
        {
          "tag": "v0.10",
          "kind": "other",
          "published_at": "2024-08-08T14:05:43Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2023-10-23T12:23:08Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2023-06-28T10:06:50Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2023-06-07T10:44:18Z"
        },
        {
          "tag": "v0.6",
          "kind": "other",
          "published_at": "2023-04-03T10:09:52Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2023-01-24T15:44:55Z"
        },
        {
          "tag": "v0.4.0.post1",
          "kind": "other",
          "published_at": "2022-12-20T10:11:10Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2022-12-16T13:22:41Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2022-11-28T12:54:42Z"
        },
        {
          "tag": "v0.2",
          "kind": "other",
          "published_at": "2022-08-25T14:19:26Z"
        },
        {
          "tag": "v0.1",
          "kind": "other",
          "published_at": "2022-08-11T08:23:58Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "0791e84ea03b8c3482370ba634209d2aa97c47e0",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.6 to 0.10.0.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.6...v0.10.0)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.6 to 0.10.0 (#522)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-07T12:55:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "50d3165fd6abd9183520ba59bfff57af1c131f37",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\nmajor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 6 to 7 (#519)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-23T10:39:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "487e232053bdbc261b2026fc1b36a7abf87ec435",
          "body": "* MNT bump nightly scikit-learn pin to 1.10.dev0\n\nThe scientific-python-nightly-wheels index no longer publishes\nscikit-learn 1.9.dev0, so pixi fails to solve the `default` and\n`ci-sklearn-nightly` environments. Since every CI job resolves the\n`default` environment, this broke all of CI (e.g. PR #51\n[…]\ndirectory like fig1, so it is cleaned up with it.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix nightly sklearn pin (#520)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2026-06-23T10:21:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "aa11c372aa727d53405bea75b6f59bbe17aa3343",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6 to 7.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 6 to 7 (#518)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-08T09:07:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c9b827dbf5306674c245440cef20d1d74b6be8a4",
          "body": "* FIX overflow handling for sklearn nightly HTML repr\n\nNewer sklearn versions (1.9+) emit `sk-top-container` both as a CSS\nclass definition (.sk-top-container.sk-global { ... }) and as an HTML\nclass attribute. The previous naive string replace only ran when the\ntoken appeared exactly once and would \n[…]\ny, which was\nmissing from the v6 lock and would have broken the sklearn-nightly CI\nonce the new nightly wheels start depending on narwhals.\n\n* CI bump pixi version to v0.68.0 to support v7 lock format",
          "is_bot": false,
          "headline": "MNT remove HF-specific overflow injection from model plot (#517)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2026-05-26T08:42:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9581cd76a622b6c4600999fb2db1f4c164a8bd0e",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.5 to 0.9.6.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.5...v0.9.6)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.5 to 0.9.6 (#516)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-26T07:04:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f61636d4334ebb3a84546cdb47cf2cff670e0436",
          "body": null,
          "is_bot": false,
          "headline": "MNT start new version 0.15.dev0 (#514)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2026-04-20T18:30:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e74ebfbd9c39b648e41358aa10f030d70149d855",
          "body": "* Trust internal sklearn types needed for GB/HGB models\n\nAddress review comments from PR #508:\n- Add sklearn internal types to _trusted_types.py instead of creating\n  a new SklearnInternalObjectNode (review comment 2)\n- Include internal types in ObjectNode's trusted defaults\n- Add tests that save/lo\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>\nCo-authored-by: adrinjalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "Trust internal scikit-learn types needed for GB/HGB models (#513)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-04-17T13:21:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2c42dbb335d2f4586a6ad2e71af11d8e103c4d5d",
          "body": "* MNT Update type hints to modern Python syntax\n\nAgent-Logs-Url: https://github.com/skops-dev/skops/sessions/6f0f4f08-6cde-47f1-81e0-33fd192d422e\n\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>\n\n* Fix missing blank line between imports in _convert.py\n\nAgent-Logs-Url: http\n[…]\nali@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>",
          "is_bot": false,
          "headline": "MNT: Update type hints to modern Python 3.10+ syntax (#511)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-04-13T17:35:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7969d5d62954f91ba4051a86e469e157d111b938",
          "body": "* DOC improve persist messages\n\n* update docs for changed/removed/unmaintained HF related stuff",
          "is_bot": false,
          "headline": "DOC refresh docs to represent current status more clearly (#512)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2026-04-13T16:37:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1576473e736a906d30df18b20c0ca96dd71764f2",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.4 to 1.14.0.\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.4...v1.14.0)\n\n---\nupdated-dependencies:\n- dep\n[…]\nminor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.4 to 1.14.0 (#510)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T15:11:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2639483ff8bca07705d4a34baea72dae71565620",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.3 to 0.9.5.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.3...v0.9.5)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\npatch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.3 to 0.9.5 (#509)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T15:11:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "27462774c9b8aeb08fd1d983a8e36f81cdd801c0",
          "body": "* Change development status from Planning to Beta\n\n* Rename marie.sacksick@posteo.net to pyproject.toml\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "Maint: Change development status from Planning to Beta (#500)",
          "author_name": "Marie Sacksick",
          "author_login": "MarieSacksick",
          "committed_at": "2026-04-13T15:11:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e1c43ba0b15bc5438600fff430cd18d806a0ee3",
          "body": "* SEC fix load module issue in LossNode\n\n* minor fix to pyproject.toml\n\n* remove id\n\n* fix QuantileForest\n\n* bumping scipy since there's a known issue with lapack on windows CI\n\n* update pixi lock file\n\n* trigger CI\n\n* regression test\n\n* update pixi\n\n* fix card tests",
          "is_bot": false,
          "headline": "Fix a security issue in LossNode (#506)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2026-04-13T13:39:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5861ce510a70413f0ae892003b0aa5312b3765e",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5 to 6 (#507)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-30T11:58:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9e225a153be2072f325b6324d9791aff645c88f8",
          "body": "* add sklearn1.8 test runs\n\n* run gha\n\n* use reg_param to avoid singularity\n\n* lint\n\n* Delete pixi.lock\n\n* Uncomment conditional for pytest job\n\n* Add back pixi.lock\n\n* bump up python version\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\n\n* bump up numpy version\n\nCo-authored-by: Adrin Jalal\n[…]\nearn nightly ver is 1.9.dev0\n\n* update pixi lock\n\n* comment to TODO for catboost issue\n\n* Update build-test.yml\n\n* undo mistake delete\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT Fix CI issue from new scikit-learn==1.8.0 (#503)",
          "author_name": "Ivan Ivanov",
          "author_login": "divakaivan",
          "committed_at": "2026-01-05T15:33:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fafc22dbbe10af7c0032d497dfa38211aa1161e4",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v5...v6)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 5 to 6 (#499)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-15T12:25:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4abf4aeeccdebd95f65cb534dcfbfad94c794384",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.2 to 0.9.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.2...v0.9.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.2 to 0.9.3 (#497)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-13T13:53:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0cdfeb48acf19d2c74554c5363ee715ab4c2a687",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.1 to 0.9.2.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.1...v0.9.2)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.1 to 0.9.2 (#496)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-27T14:04:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9aed7034ccacbd555757e630365ee4dd0b1edc8d",
          "body": "* Clean up deprecation warnings in pyproject.toml\n\nRan the gha on my fork and all besides 1 is still needed.\n\n* ignore `PassiveAggressiveClassifier`'s `FutureWarning`\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\n\n* ignore PassiveAgressive(Classifier|Regressor) warnings\n\n* fix SparseCoder test\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "CI Cleanup pytest warning/errors (#495)",
          "author_name": "Ivan Ivanov",
          "author_login": "divakaivan",
          "committed_at": "2025-10-07T09:54:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0fa536e6583819c929896645cef192c42babdec0",
          "body": null,
          "is_bot": false,
          "headline": "DOC Minor text cleanup in model card page (#494)",
          "author_name": "Ivan Ivanov",
          "author_login": "divakaivan",
          "committed_at": "2025-10-03T15:23:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "25015879f0d166936a6fe687651473c5dd91d436",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.0 to 0.9.1.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.0...v0.9.1)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.0 to 0.9.1 (#493)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-02T14:16:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c183954b6b0ace2b999d37a5ae0c873eac0bcfc7",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: fix the way to point to the license file (#492)",
          "author_name": "Guillaume Lemaitre",
          "author_login": "glemaitre",
          "committed_at": "2025-09-12T11:23:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6d3f0fee9c1f8888be729a95b814a6707bc1c18",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 5 to 6 (#491)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-08T07:44:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d9294579e5c4f41c86f51c51b824c7c758fff75f",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v5)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 5 (#488)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-19T14:24:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "da7ffda51a9e202fbf06ebfc9d1a63708cc340a3",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.14 to 0.9.0.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.14...v0.9.0)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.14 to 0.9.0 (#489)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-19T14:24:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "de90d8355748507e042b25578ad17237f1242d04",
          "body": null,
          "is_bot": false,
          "headline": "MNT post release changes (#487)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-08-06T11:17:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29d61ea8a92f2bde6830e8f32cc72a1a87211cda",
          "body": "…ading (#485)\n\n* ENH harden Card by adding a flag to allow/disallow insecure pickle loading\n\n* improved typing for `trusted` arg in `Card`\n\n* TST updated test after `Card` hardening\n\n* ENH better exception handling when trying to load a pickle with allow_pickle=False\n\n* TST added tests for Card when pickle is passed and allow_pickle=False\n\n* changelog",
          "is_bot": false,
          "headline": "ENH harden Card by adding a flag to allow/disallow insecure pickle lo…",
          "author_name": "Gabriele Digregorio",
          "author_login": "io-no",
          "committed_at": "2025-08-06T09:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c457718a67229ca92190b718bdcbfe8a16672d8",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.12 to 0.8.14.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.12...v0.8.14)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 (#486)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-28T12:57:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d985ac91d2066754308b54c0dbd47ca0abcfede3",
          "body": "* MNT post release changes\n\n* feedstock",
          "is_bot": false,
          "headline": "MNT post release changes (#484)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-07-25T12:41:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0aeca055509dfb48c1506870aabdd9e247adf603",
          "body": "* ENH harden Method and Operator node audits\n\n* ...\n\n* ...\n\n* trigger CI\n\n* add tests\n\n* CI timeout\n\n* changelog\n\n* codecov count change\n\n* trigger CI",
          "is_bot": false,
          "headline": "ENH harden Method and Operator node audits (#482)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-07-25T12:01:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53cabd2c702b4d796656b64746df503b94024657",
          "body": "* MNT update CI\n\n* ...\n\n* ...\n\n* ...\n\n* ...",
          "is_bot": false,
          "headline": "MNT fix CI issues (#481)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-07-22T14:06:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d43ebdd2c5e0a53a257d82435153eee6db44a7d7",
          "body": "---\nupdated-dependencies:\n- dependency-name: prefix-dev/setup-pixi\n  dependency-version: 0.8.12\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.10 to 0.8.12 (#480)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-21T08:31:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d508c21e420dfdc3f04a3175ea28950ecaec46c",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.8 to 0.8.10.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.8...v0.8.10)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.8 to 0.8.10 (#477)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-06-17T12:24:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c0a96e2ec55379ba77b88b9e0c1e94db2c0e3301",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.4 to 0.8.8.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.4...v0.8.8)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.4 to 0.8.8 (#476)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-04-23T12:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cedb63ca7e762dc349967993b5529fcc93e4fa8e",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.3 to 0.8.4.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.3...v0.8.4)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.3 to 0.8.4 (#474)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-04-10T15:06:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5d35fcbb17ca710d714a03288c25b9007abf2f1b",
          "body": "* FIX use rich.tree instead of rich.print\n\n* iter\n\n* iter\n\n* linter\n\n* few fixes\n\n* fix tags and adapt test color rich\n\n* fix\n\n---------\n\nCo-authored-by: adrinjalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "FIX use rich.tree instead of rich.print (#472)",
          "author_name": "Guillaume Lemaitre",
          "author_login": "glemaitre",
          "committed_at": "2025-03-08T17:44:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcd2328feee7686ae76309ea60d52de69f17c4f1",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.2 to 0.8.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.2...v0.8.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.2 to 0.8.3 (#471)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-24T16:05:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2ec709c04785a280f8bf807a7c441aefec4011d7",
          "body": "* ENH support types with a safe __reduce__\n\n* update pixi config\n\n* cleanup and add test\n\n* add sklearn12 to CI",
          "is_bot": false,
          "headline": "ENH support types with a safe __reduce__ (#467)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-02-18T17:00:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60ba9bfdd50913df93d94e21a888b0ba5a222d11",
          "body": null,
          "is_bot": false,
          "headline": "MNT Add SECURITY.md (#470)",
          "author_name": "Loïc Estève",
          "author_login": "lesteve",
          "committed_at": "2025-02-18T14:31:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9463fb9ddc32eac506288187aa59e19c78c6ece0",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.1 to 0.8.2.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.1...v0.8.2)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.1 to 0.8.2 (#469)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-17T11:55:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f032cc050a214683912526610ed663c2025eb08e",
          "body": "* MNT replace tabular with prettytable\r\n\r\n* update lock file",
          "is_bot": false,
          "headline": "MNT replace tabular with prettytable (#466)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-30T13:04:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d69fef0f2df3e22bbb7067fca5f5bba489410850",
          "body": "* MNT fix dependency versions\r\n\r\n* max sklearn=1.3 support\r\n\r\n* drop python=3.9\r\n\r\n* remove old code\r\n\r\n* update pixi.lock\r\n\r\n* linter",
          "is_bot": false,
          "headline": "MNT fix pixi config and support sklearn>=1.3 (#461)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-29T13:14:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d1d2afb6f3a198114ab812c74e3585e9a6439b6",
          "body": "* remove some references\r\n\r\n* bulk remove hub_utils\r\n\r\n* remove getting started code\r\n\r\n* cleanup and same pixi version on CI",
          "is_bot": false,
          "headline": "MNT remove deprecated hub_utils (#462)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-29T12:07:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6dfba0b2128a682a0a9023164039b6e1712ac955",
          "body": null,
          "is_bot": false,
          "headline": "DOC Add links to PyPI and conda-forge (#465)",
          "author_name": "Dennis M. Pöpperl",
          "author_login": "ykgmfq",
          "committed_at": "2025-01-28T13:12:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8156f2a35ef772beedfbb18a76dfce629a0e4e37",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.12.4.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.12.4)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.3 to 1.12.4 (#463)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-01-27T14:06:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a4e8ba99c397558ff9a6b7badc7f2f1e6fc313ba",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.2 to 1.12.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.2...v1.12.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.2 to 1.12.3 (#460)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-12-16T10:06:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7eb8000f8cc1de046e12ca314420203b80a9dbd8",
          "body": null,
          "is_bot": false,
          "headline": "MNT rename file (#458)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:56:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51fda7ceefbc2306ed0964fb6f0b1398a58c4cf6",
          "body": null,
          "is_bot": false,
          "headline": "MNT fix link (#457)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:52:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21697e239f0bd7f1c96978b51aedcd0b930db5a9",
          "body": null,
          "is_bot": false,
          "headline": "MNT add funding file to apply to floss.fund (#456)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:47:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92b041bb66fa77d4599e118461ad6ccd49496d36",
          "body": null,
          "is_bot": false,
          "headline": "MNT bump version (#455)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T12:41:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bec2ca4f7fba400f99edb07d45f493dbe7fc132",
          "body": "* fixes for cython objects\r\n\r\n* chnagelog\r\n\r\n* trigger CI\r\n\r\n* reduce -> reduced",
          "is_bot": false,
          "headline": "MNT support older cython types' reduce (#453)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-06T13:07:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "765fec33e175feb6c491947fcab173995fb1981d",
          "body": null,
          "is_bot": false,
          "headline": "MNT set the default shell (#452)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-03T17:48:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c98560e66a62555d28cd9edd66f5bfbaf543cc06",
          "body": "* move to pyproject.toml build system\r\n\r\n* remove setup.cfg\r\n\r\n* config and workflow\r\n\r\n* wanna see all runs\r\n\r\n* only run new ones\r\n\r\n* contributing docs\r\n\r\n* pixi versoin\r\n\r\n* mypy\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* trigger CI",
          "is_bot": false,
          "headline": "MNT moving to pixi for better CI reprodocibility (#451)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-03T16:35:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00f5f071059d95159cfda54528101757c6652418",
          "body": "* Fix _sgd imports\r\n\r\n* Fix _safe_tags import issue\r\n\r\n* Change _construct_instance import\r\n\r\n* Change get_tags syntax\r\n\r\n* Ignore FutureWarning in sklearn\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Ad\n[…]\n_construct_instances\r\n\r\n* Refactor get_input()\r\n\r\n* trigger CI\r\n\r\n* debug CI\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n---------\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT Sklearn1.6 compatibility (#447)",
          "author_name": "Tamara",
          "author_login": "TamaraAtanasoska",
          "committed_at": "2024-12-02T13:23:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb356747ff465658ec4f8359b61fda895206d17f",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#449)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-19T09:51:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "16ffdd03289488e5fbfedf48064270b5dd2b36f4",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.11.0 to 1.12.2.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.2)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.11.0 to 1.12.2 (#448)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-11T10:59:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "678a2cf0186e452ef1838903ae822e2e2f25e775",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.3 to 1.11.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.3...v1.11.0)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.3 to 1.11.0 (#446)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-04T12:46:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b5045bbfe92eca7392eeaa49a661bd19e4d2c8b",
          "body": "* MNT add python 3.13 tests\r\n\r\n* remove model card deployer\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...",
          "is_bot": false,
          "headline": "MNT add python 3.13 tests (#445)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-10-25T12:56:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa8e5c3d5215aa1efcfdf2877884a75131317e73",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.1 to 1.10.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.1 to 1.10.3 (#442)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-10-15T10:27:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "35f46c5c6524ae99caf5e846ad32fad281527234",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.0 to 1.10.1.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.0...v1.10.1)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.0 to 1.10.1 (#438)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-17T10:22:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc04ffced522bff4b6446bb2254224ffc81a1c30",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.9.0 to 1.10.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.9.0...v1.10.0)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.9.0 to 1.10.0 (#437)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-05T11:41:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4467309416af71f4787487c5f0ecd829c1133669",
          "body": "* ENH correctly restore default_factory of a defaultdict\r\n\r\n* MNT add changelog for new version and bump version\r\n\r\n* add OrderedDict trusted\r\n\r\n* rename builtin type names to container type names\r\n\r\n* add test for OrderedDict\r\n\r\n* test type as well",
          "is_bot": false,
          "headline": "ENH correctly restore default_factory of a defaultdict (#433)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-08-08T14:03:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17d6b2e6af7def55fd1fdd76bfa9fe343179d241",
          "body": null,
          "is_bot": false,
          "headline": "MNT bump version on main (#436)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-07-22T14:10:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be2b79deaebef67658215eff1cdad1e6c6e95e8a",
          "body": null,
          "is_bot": false,
          "headline": "DOC add warning on skops convert (#434)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-07-16T10:01:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dae82de31be54f5989b769948ed244dd0fea8d4",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.14 to 1.9.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.14...v1.9.0)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.8.14 to 1.9.0 (#424)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-07-11T14:17:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "07bdefd2344f8bea754494678507fc7523e224da",
          "body": "Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "FIX incorrect path in generated model card (#428)",
          "author_name": "Camille Troillard",
          "author_login": null,
          "committed_at": "2024-07-05T11:54:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef7b19d235c14aaea5f065ec63903b23baf516f0",
          "body": null,
          "is_bot": false,
          "headline": "DOC add changelog (#431)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-07-03T15:48:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bfda5de47127844399e98195cd2aa8aa4e473ac",
          "body": "* Revert \"MNT space creator only after merge\"\r\n\r\nThis reverts commit 3803876655d76d84f7287358de3eb272e380ea9b.\r\n\r\n* MNT fix card tests\r\n\r\n* fix np.random.Generator equality check\r\n\r\n* save numpy bit_generator's seed sequence\r\n\r\n* ignore np.core deprecation warning in whichmodule\r\n\r\n* TST check somet\n[…]\n file\r\n\r\n* fix workflow\r\n\r\n* absolute imports\r\n\r\n* ignore mypy already defined error\r\n\r\n* another go at testing numpy1\r\n\r\n* upgrade pip\r\n\r\n* ignore mypy\r\n\r\n* make windows happy\r\n\r\n* remove unused code",
          "is_bot": false,
          "headline": "MNT Support numpy2 (#429)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-07-03T15:29:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "25a9d99e1fa650f5442fe8d0ede3839c7b7219c7",
          "body": "* SEC remove trusted=True\r\n\r\n* FIX make the rest of the fixes and make sure tests pass\r\n\r\n* TST add test for trusted=True\r\n\r\n* DOC add changelog\r\n\r\n* DOC update PR number\r\n\r\n* ENH make the error message more helpful\r\n\r\n* Address Benjamin's comments\r\n\r\n* CLN fix a typecheck to what we really want",
          "is_bot": false,
          "headline": "ENH remove `trusted=True` from skops.io.load(s) (#422)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-06-13T10:49:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f69b92873fe62e4f8881a93588dc9d49ba614adc",
          "body": "* MNT space creator only after merge\r\n\r\n* Revert \"MNT space creator only after merge\"\r\n\r\nThis reverts commit 3803876655d76d84f7287358de3eb272e380ea9b.\r\n\r\n* MNT space creator on main only",
          "is_bot": false,
          "headline": "CI Space creator on `main` only (#423)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-06-10T13:45:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "167f1257130c33631c1f43b3d41bdc87b584b7cb",
          "body": "* MNT refresh expired token\r\n\r\n* fix matplotlib deprecation\r\n\r\n* reformat\r\n\r\n* reformat\r\n\r\n* add version comment\r\n\r\n* add codecov token\r\n\r\n* token changed?\r\n\r\n* revert to codecov uploader v3",
          "is_bot": false,
          "headline": "MNT refresh expired token (#421)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-06-05T10:05:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "813a2402ad5f52039b3f825e6b913b7b8c73193f",
          "body": "* Removes sklearn-intelex and updates changelog\r\n\r\n* Removes sklearn-intelex from the API\r\n\r\n* Update docs/changes.rst\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\r\n\r\n* Removes extra paragraph from examples.rst\r\n\r\n---------\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT - Removes sklearn-intelex and updates changelog (#420)",
          "author_name": "Thomas Lazarus",
          "author_login": "lazarust",
          "committed_at": "2024-05-14T12:00:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "384b4628122d95131136d8ff46f6adccdff5f229",
          "body": "* Removes Python 3.8 support\r\n\r\n* Bump pypa/gh-action-pypi-publish from 1.8.12 to 1.8.14 (#416)\r\n\r\nBumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.12 to 1.8.14.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https\n[…]\n-----\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT - Removes Python 3.8 support (#418)",
          "author_name": "Thomas Lazarus",
          "author_login": "lazarust",
          "committed_at": "2024-05-03T09:50:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "510e4ae6f6cb42f0041977126464e87ed2e2f4ac",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.12 to 1.8.14.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.12...v1.8.14)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.8.12 to 1.8.14 (#416)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-04-23T14:21:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "38b38f43d3b4720e9db575296133a51e063d3672",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.11 to 1.8.12.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.11...v1.8.12)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.8.11 to 1.8.12 (#413)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-03-05T08:57:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5972c0d650fefecd3c17f803d28d3ea96407bc2b",
          "body": null,
          "is_bot": false,
          "headline": "CI fix codecov token (#415)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-03-05T08:14:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6737e7805f8c77b0fe28c95042f2a32332620051",
          "body": "* CI pin pytest to <8 for flaky\r\n\r\n* alternative method\r\n\r\n* fix bash",
          "is_bot": false,
          "headline": "CI pin pytest to <8 for flaky (#414)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-03-04T16:54:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "299241346f34e0cd31b119192e0bae8e920c4319",
          "body": "* Empty commit for testing\r\n\r\n* Let's check if adding .fixes fixes the error",
          "is_bot": false,
          "headline": "FIX parse_version import from sklearn (#412)",
          "author_name": "Benjamin Bossan",
          "author_login": "BenjaminBossan",
          "committed_at": "2024-02-29T07:22:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcc1ec5f0f1bcd76f22df4cfebda587d1385695f",
          "body": null,
          "is_bot": false,
          "headline": "MNT bump codecov uploader (#410)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-02-14T10:32:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eedd628958d22304545cde12aeef3e35fde537f9",
          "body": "* MNT ignore pandas warning\r\n\r\n* fix regex\r\n\r\n* trigger ci\r\n\r\n* MNT ignore fairlearn's warning",
          "is_bot": false,
          "headline": "MNT ignore pandas warning (#409)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-02-07T13:42:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bed8339ee427cad56cad6a4db756b5514446eea9",
          "body": "Return type from client.model_info.lastModified is now a tz-aware\r\ndatetime object.",
          "is_bot": false,
          "headline": "Fix failing clean_skops.py script (#407)",
          "author_name": "Benjamin Bossan",
          "author_login": "BenjaminBossan",
          "committed_at": "2024-01-05T15:19:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70d7335c092f9e9e2fedfd965f2d08a9186e019a",
          "body": null,
          "is_bot": false,
          "headline": "TST expect warning in API call (#403)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2023-12-14T14:29:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "01f43009915ce8569bdd5f578ed26891399f2a79",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.\r\n- [Release notes](https://github.com/actions/setup-python/releases)\r\n- [Commits](https://github.com/actions/setup-python/compare/v4...v5)\r\n\r\nAlso:\r\n\r\n- rotate HF token\r\n- fix doctests (for sklearn nightly)\r\n\r\n---\r\nup\n[…]\n  update-type: version-update:semver-major\r\n...\r\n\r\n---------\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "MNT Bump actions/setup-python from 4 to 5 and fix tests (#405)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2023-12-13T10:44:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9c37be483073981288eb89d5f821636dd9bd7735",
          "body": null,
          "is_bot": false,
          "headline": "MNT post 0.9 release (#400)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2023-12-04T15:54:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4010ad230151902d0313dda8d7ba1cce343b0528",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.10 to 1.8.11.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.10...v1.8.11)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "MNT Bump pypa/gh-action-pypi-publish from 1.8.10 to 1.8.11 (#402)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-04T15:34:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "20a72bcde3fe1ebad135410ac4bd394bb29ff4e4",
          "body": null,
          "is_bot": false,
          "headline": "CI move to pypi's trusted publisher workflow (#399)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2023-10-23T11:54:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60d706368680b9a6640ae894689a4e39973d905e",
          "body": "* DEPR hub_utils.push\r\n\r\n* use new linters\r\n\r\n* remove examples using push\r\n\r\n* use and simplify california housing example",
          "is_bot": false,
          "headline": "DEPR hub_utils.push (#398)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2023-10-23T09:58:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41f71fd9e9ce0c1544dedf30e69c8327ab20ac11",
          "body": null,
          "is_bot": false,
          "headline": "MNT update linters and use ruff (#397)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2023-10-13T16:01:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98541de250011f54301caf07c92b9e2d6dd1587a",
          "body": null,
          "is_bot": false,
          "headline": "DEPR deprecate hub_utils.get_model_output (#396)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2023-10-12T12:43:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6c1ae914f6b625478203ab581201f1f7e0ae38b",
          "body": "Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "FIX: fixed `get_log_level` when level = 3 (#346)",
          "author_name": "Edoardo Abati",
          "author_login": "EdAbati",
          "committed_at": "2023-10-12T12:04:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "933edbe48764050821843dbfe5588735977107f9",
          "body": null,
          "is_bot": false,
          "headline": "MNT: updates to HF Hub, manage fairlearn deprecation (#392)",
          "author_name": "Benjamin Bossan",
          "author_login": "BenjaminBossan",
          "committed_at": "2023-10-11T12:49:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a3c01277529685755b8481dba277b38ff080eb9",
          "body": "Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "MNT Bump actions/checkout from 3 to 4 (#390)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-09-18T16:31:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e21b30853bc22f2525ecfb77d303a1c1289cf6e8",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.8 to 1.8.10.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.8...v1.8.10)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.8.8 to 1.8.10 (#387)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-08-14T09:44:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "61aa5343a08d8813dc3d0d574abfe6371c3c70a5",
          "body": "Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ENH: Quantile Forest Support (#384)",
          "author_name": "Reid Johnson",
          "author_login": "reidjohnson",
          "committed_at": "2023-08-03T17:07:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8523d202e3360e74b5eea3f004480561dee53be",
          "body": "* Fix DecisionTree Visualization\r\n\r\nReturn empty if node is a constructor.\r\n\r\n* Update visualization tests\r\n\r\nSwap LogisticRegression or RandomForestRegressor\r\n\r\n* Visualize type object\r\n\r\n* Add visualize tests for decision trees\r\n\r\n* Revert changes\r\n\r\n* Pass trust info to child\r\n\r\n* Pass as explicit kwargs and update docstring\r\n\r\n* Add changelog\r\n\r\n* Wrap constructor in TypeNode\r\n\r\n* Update DT unit test names\r\n\r\n* Use get_module\r\n\r\n* Fix DT unit test for sklearn 1.4",
          "is_bot": false,
          "headline": "FIX: Decision Tree Visualization (#386)",
          "author_name": "Reid Johnson",
          "author_login": "reidjohnson",
          "committed_at": "2023-08-01T09:44:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "923dafb64433f599b2f62f8b746938979e1aea03",
          "body": "Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "MNT Bump pypa/gh-action-pypi-publish from 1.8.7 to 1.8.8 (#382)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-07-19T21:26:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2199aba79e657c242d85fca0e7b7e6e8b636521",
          "body": "Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT: Support Catboost for Python 3.11 (#380)",
          "author_name": "Edoardo Abati",
          "author_login": "EdAbati",
          "committed_at": "2023-07-07T10:12:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae9d73976720511f104d51e4275124f8abb2431d",
          "body": "Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "MNT Bump pypa/gh-action-pypi-publish from 1.8.6 to 1.8.7 (#379)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-07-05T10:54:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e5632e4d361405102d935e6a066b5e73bc88d45",
          "body": "…istence issue (#375)",
          "is_bot": false,
          "headline": "MNT: Update repo URL of sklearn nightly build, fix sparse matrix pers…",
          "author_name": "Benjamin Bossan",
          "author_login": "BenjaminBossan",
          "committed_at": "2023-07-05T10:53:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 14,
      "commits_last_year": 32,
      "latest_release_at": "2025-08-06T09:50:24Z",
      "latest_release_tag": "v0.13.0",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 18,
      "days_since_latest_release": 349,
      "mean_days_between_releases": 106.7
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "skops",
          "exists": true,
          "license": null,
          "keywords": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved",
            "Operating System :: MacOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Programming Language :: Python :: 3.9",
            "Programming Language :: Python :: Implementation :: CPython",
            "Topic :: Scientific/Engineering",
            "Topic :: Software Development"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/skops/",
          "is_deprecated": false,
          "latest_version": "0.14.0",
          "repository_url": "http://github.com/skops-dev/skops",
          "versions_count": 16,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 18648984,
          "first_published_at": "2022-05-04T13:58:51.970858Z",
          "latest_published_at": "2026-04-20T18:23:55.336389Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 92
        }
      ]
    },
    "popularity": {
      "forks": 64,
      "stars": 522,
      "watchers": 8,
      "fork_history": {
        "days": [
          {
            "date": "2022-05-04",
            "count": 1
          },
          {
            "date": "2022-05-13",
            "count": 1
          },
          {
            "date": "2022-08-08",
            "count": 1
          },
          {
            "date": "2022-08-11",
            "count": 1
          },
          {
            "date": "2022-09-11",
            "count": 1
          },
          {
            "date": "2022-10-04",
            "count": 1
          },
          {
            "date": "2022-10-05",
            "count": 3
          },
          {
            "date": "2022-10-07",
            "count": 2
          },
          {
            "date": "2022-10-14",
            "count": 1
          },
          {
            "date": "2022-10-17",
            "count": 1
          },
          {
            "date": "2022-10-19",
            "count": 2
          },
          {
            "date": "2022-10-20",
            "count": 1
          },
          {
            "date": "2022-10-26",
            "count": 1
          },
          {
            "date": "2022-10-27",
            "count": 1
          },
          {
            "date": "2022-11-08",
            "count": 1
          },
          {
            "date": "2022-11-30",
            "count": 2
          },
          {
            "date": "2022-12-01",
            "count": 1
          },
          {
            "date": "2022-12-08",
            "count": 1
          },
          {
            "date": "2022-12-10",
            "count": 1
          },
          {
            "date": "2022-12-27",
            "count": 1
          },
          {
            "date": "2023-01-15",
            "count": 1
          },
          {
            "date": "2023-02-02",
            "count": 1
          },
          {
            "date": "2023-02-03",
            "count": 1
          },
          {
            "date": "2023-02-08",
            "count": 1
          },
          {
            "date": "2023-02-20",
            "count": 1
          },
          {
            "date": "2023-04-24",
            "count": 1
          },
          {
            "date": "2023-07-04",
            "count": 1
          },
          {
            "date": "2023-07-24",
            "count": 1
          },
          {
            "date": "2023-10-12",
            "count": 2
          },
          {
            "date": "2023-10-17",
            "count": 1
          },
          {
            "date": "2023-10-23",
            "count": 1
          },
          {
            "date": "2024-05-09",
            "count": 1
          },
          {
            "date": "2024-06-12",
            "count": 1
          },
          {
            "date": "2024-06-19",
            "count": 1
          },
          {
            "date": "2024-07-04",
            "count": 2
          },
          {
            "date": "2024-10-17",
            "count": 1
          },
          {
            "date": "2024-11-13",
            "count": 1
          },
          {
            "date": "2025-01-28",
            "count": 1
          },
          {
            "date": "2025-02-18",
            "count": 1
          },
          {
            "date": "2025-03-05",
            "count": 1
          },
          {
            "date": "2025-03-19",
            "count": 1
          },
          {
            "date": "2025-05-31",
            "count": 1
          },
          {
            "date": "2025-07-14",
            "count": 1
          },
          {
            "date": "2025-07-25",
            "count": 1
          },
          {
            "date": "2025-08-25",
            "count": 1
          },
          {
            "date": "2025-09-09",
            "count": 1
          },
          {
            "date": "2025-09-30",
            "count": 1
          },
          {
            "date": "2025-10-14",
            "count": 1
          },
          {
            "date": "2025-11-21",
            "count": 1
          },
          {
            "date": "2025-12-08",
            "count": 1
          },
          {
            "date": "2025-12-13",
            "count": 1
          },
          {
            "date": "2026-03-30",
            "count": 1
          },
          {
            "date": "2026-05-14",
            "count": 1
          },
          {
            "date": "2026-06-13",
            "count": 1
          },
          {
            "date": "2026-07-05",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 62,
        "total_forks": 64
      },
      "star_history": {
        "days": [
          {
            "date": "2022-05-04",
            "count": 2
          },
          {
            "date": "2022-05-12",
            "count": 1
          },
          {
            "date": "2022-05-16",
            "count": 1
          },
          {
            "date": "2022-05-19",
            "count": 1
          },
          {
            "date": "2022-06-30",
            "count": 1
          },
          {
            "date": "2022-07-19",
            "count": 1
          },
          {
            "date": "2022-07-20",
            "count": 1
          },
          {
            "date": "2022-07-28",
            "count": 1
          },
          {
            "date": "2022-08-10",
            "count": 4
          },
          {
            "date": "2022-08-11",
            "count": 15
          },
          {
            "date": "2022-08-12",
            "count": 5
          },
          {
            "date": "2022-08-13",
            "count": 2
          },
          {
            "date": "2022-08-14",
            "count": 1
          },
          {
            "date": "2022-08-15",
            "count": 14
          },
          {
            "date": "2022-08-16",
            "count": 6
          },
          {
            "date": "2022-08-17",
            "count": 1
          },
          {
            "date": "2022-08-18",
            "count": 1
          },
          {
            "date": "2022-08-20",
            "count": 1
          },
          {
            "date": "2022-08-23",
            "count": 1
          },
          {
            "date": "2022-08-24",
            "count": 1
          },
          {
            "date": "2022-08-25",
            "count": 1
          },
          {
            "date": "2022-08-26",
            "count": 1
          },
          {
            "date": "2022-08-27",
            "count": 1
          },
          {
            "date": "2022-08-31",
            "count": 1
          },
          {
            "date": "2022-09-01",
            "count": 1
          },
          {
            "date": "2022-09-08",
            "count": 1
          },
          {
            "date": "2022-09-11",
            "count": 1
          },
          {
            "date": "2022-09-17",
            "count": 1
          },
          {
            "date": "2022-09-29",
            "count": 1
          },
          {
            "date": "2022-09-30",
            "count": 1
          },
          {
            "date": "2022-10-03",
            "count": 2
          },
          {
            "date": "2022-10-04",
            "count": 3
          },
          {
            "date": "2022-10-05",
            "count": 4
          },
          {
            "date": "2022-10-11",
            "count": 1
          },
          {
            "date": "2022-10-13",
            "count": 1
          },
          {
            "date": "2022-10-14",
            "count": 3
          },
          {
            "date": "2022-10-15",
            "count": 16
          },
          {
            "date": "2022-10-16",
            "count": 11
          },
          {
            "date": "2022-10-17",
            "count": 19
          },
          {
            "date": "2022-10-18",
            "count": 16
          },
          {
            "date": "2022-10-19",
            "count": 3
          },
          {
            "date": "2022-10-20",
            "count": 2
          },
          {
            "date": "2022-10-21",
            "count": 3
          },
          {
            "date": "2022-10-24",
            "count": 2
          },
          {
            "date": "2022-10-27",
            "count": 1
          },
          {
            "date": "2022-10-28",
            "count": 1
          },
          {
            "date": "2022-10-29",
            "count": 1
          },
          {
            "date": "2022-10-31",
            "count": 1
          },
          {
            "date": "2022-11-03",
            "count": 4
          },
          {
            "date": "2022-11-04",
            "count": 1
          },
          {
            "date": "2022-11-06",
            "count": 1
          },
          {
            "date": "2022-11-08",
            "count": 1
          },
          {
            "date": "2022-11-09",
            "count": 1
          },
          {
            "date": "2022-11-10",
            "count": 1
          },
          {
            "date": "2022-11-16",
            "count": 1
          },
          {
            "date": "2022-11-17",
            "count": 1
          },
          {
            "date": "2022-11-25",
            "count": 1
          },
          {
            "date": "2022-11-26",
            "count": 1
          },
          {
            "date": "2022-11-28",
            "count": 2
          },
          {
            "date": "2022-11-29",
            "count": 3
          },
          {
            "date": "2022-11-30",
            "count": 4
          },
          {
            "date": "2022-12-01",
            "count": 1
          },
          {
            "date": "2022-12-02",
            "count": 2
          },
          {
            "date": "2022-12-03",
            "count": 4
          },
          {
            "date": "2022-12-04",
            "count": 2
          },
          {
            "date": "2022-12-05",
            "count": 8
          },
          {
            "date": "2022-12-06",
            "count": 3
          },
          {
            "date": "2022-12-07",
            "count": 3
          },
          {
            "date": "2022-12-08",
            "count": 3
          },
          {
            "date": "2022-12-10",
            "count": 1
          },
          {
            "date": "2022-12-11",
            "count": 1
          },
          {
            "date": "2022-12-12",
            "count": 2
          },
          {
            "date": "2022-12-16",
            "count": 1
          },
          {
            "date": "2022-12-17",
            "count": 2
          },
          {
            "date": "2022-12-18",
            "count": 2
          },
          {
            "date": "2022-12-20",
            "count": 1
          },
          {
            "date": "2022-12-24",
            "count": 1
          },
          {
            "date": "2022-12-25",
            "count": 1
          },
          {
            "date": "2022-12-27",
            "count": 1
          },
          {
            "date": "2023-01-02",
            "count": 1
          },
          {
            "date": "2023-01-03",
            "count": 1
          },
          {
            "date": "2023-01-05",
            "count": 1
          },
          {
            "date": "2023-01-11",
            "count": 1
          },
          {
            "date": "2023-01-12",
            "count": 1
          },
          {
            "date": "2023-01-13",
            "count": 1
          },
          {
            "date": "2023-01-15",
            "count": 1
          },
          {
            "date": "2023-01-16",
            "count": 3
          },
          {
            "date": "2023-01-19",
            "count": 2
          },
          {
            "date": "2023-01-22",
            "count": 1
          },
          {
            "date": "2023-01-23",
            "count": 1
          },
          {
            "date": "2023-01-24",
            "count": 1
          },
          {
            "date": "2023-01-25",
            "count": 4
          },
          {
            "date": "2023-01-26",
            "count": 2
          },
          {
            "date": "2023-01-27",
            "count": 1
          },
          {
            "date": "2023-01-28",
            "count": 1
          },
          {
            "date": "2023-01-31",
            "count": 1
          },
          {
            "date": "2023-02-02",
            "count": 2
          },
          {
            "date": "2023-02-03",
            "count": 1
          },
          {
            "date": "2023-02-05",
            "count": 1
          },
          {
            "date": "2023-02-07",
            "count": 1
          },
          {
            "date": "2023-02-09",
            "count": 1
          },
          {
            "date": "2023-02-16",
            "count": 1
          },
          {
            "date": "2023-02-21",
            "count": 1
          },
          {
            "date": "2023-02-22",
            "count": 1
          },
          {
            "date": "2023-02-23",
            "count": 2
          },
          {
            "date": "2023-03-01",
            "count": 1
          },
          {
            "date": "2023-03-02",
            "count": 3
          },
          {
            "date": "2023-03-07",
            "count": 1
          },
          {
            "date": "2023-03-08",
            "count": 1
          },
          {
            "date": "2023-03-11",
            "count": 1
          },
          {
            "date": "2023-03-15",
            "count": 1
          },
          {
            "date": "2023-03-19",
            "count": 1
          },
          {
            "date": "2023-03-20",
            "count": 2
          },
          {
            "date": "2023-03-22",
            "count": 1
          },
          {
            "date": "2023-03-23",
            "count": 1
          },
          {
            "date": "2023-03-24",
            "count": 1
          },
          {
            "date": "2023-03-26",
            "count": 1
          },
          {
            "date": "2023-03-28",
            "count": 1
          },
          {
            "date": "2023-03-29",
            "count": 1
          },
          {
            "date": "2023-03-31",
            "count": 1
          },
          {
            "date": "2023-04-01",
            "count": 1
          },
          {
            "date": "2023-04-03",
            "count": 2
          },
          {
            "date": "2023-04-13",
            "count": 1
          },
          {
            "date": "2023-04-17",
            "count": 1
          },
          {
            "date": "2023-04-18",
            "count": 2
          },
          {
            "date": "2023-04-19",
            "count": 17
          },
          {
            "date": "2023-04-20",
            "count": 7
          },
          {
            "date": "2023-04-21",
            "count": 1
          },
          {
            "date": "2023-04-23",
            "count": 1
          },
          {
            "date": "2023-04-24",
            "count": 1
          },
          {
            "date": "2023-04-25",
            "count": 1
          },
          {
            "date": "2023-04-26",
            "count": 1
          },
          {
            "date": "2023-04-27",
            "count": 2
          },
          {
            "date": "2023-04-29",
            "count": 1
          },
          {
            "date": "2023-05-11",
            "count": 1
          },
          {
            "date": "2023-05-17",
            "count": 1
          },
          {
            "date": "2023-05-20",
            "count": 1
          },
          {
            "date": "2023-05-22",
            "count": 1
          },
          {
            "date": "2023-05-27",
            "count": 3
          },
          {
            "date": "2023-05-28",
            "count": 1
          },
          {
            "date": "2023-05-30",
            "count": 2
          },
          {
            "date": "2023-05-31",
            "count": 1
          },
          {
            "date": "2023-06-01",
            "count": 1
          },
          {
            "date": "2023-06-07",
            "count": 2
          },
          {
            "date": "2023-06-12",
            "count": 1
          },
          {
            "date": "2023-06-14",
            "count": 1
          },
          {
            "date": "2023-06-18",
            "count": 1
          },
          {
            "date": "2023-06-20",
            "count": 1
          },
          {
            "date": "2023-06-21",
            "count": 1
          },
          {
            "date": "2023-06-24",
            "count": 1
          },
          {
            "date": "2023-06-27",
            "count": 1
          },
          {
            "date": "2023-07-07",
            "count": 1
          },
          {
            "date": "2023-07-09",
            "count": 1
          },
          {
            "date": "2023-07-18",
            "count": 2
          },
          {
            "date": "2023-07-19",
            "count": 1
          },
          {
            "date": "2023-07-21",
            "count": 1
          },
          {
            "date": "2023-07-23",
            "count": 1
          },
          {
            "date": "2023-07-26",
            "count": 1
          },
          {
            "date": "2023-08-17",
            "count": 1
          },
          {
            "date": "2023-08-18",
            "count": 2
          },
          {
            "date": "2023-08-21",
            "count": 2
          },
          {
            "date": "2023-08-23",
            "count": 1
          },
          {
            "date": "2023-08-25",
            "count": 1
          },
          {
            "date": "2023-08-29",
            "count": 1
          },
          {
            "date": "2023-08-30",
            "count": 1
          },
          {
            "date": "2023-08-31",
            "count": 1
          },
          {
            "date": "2023-09-01",
            "count": 1
          },
          {
            "date": "2023-09-13",
            "count": 1
          },
          {
            "date": "2023-09-15",
            "count": 1
          },
          {
            "date": "2023-09-16",
            "count": 1
          },
          {
            "date": "2023-09-28",
            "count": 1
          },
          {
            "date": "2023-09-29",
            "count": 1
          },
          {
            "date": "2023-10-08",
            "count": 2
          },
          {
            "date": "2023-10-10",
            "count": 1
          },
          {
            "date": "2023-10-11",
            "count": 1
          },
          {
            "date": "2023-10-18",
            "count": 1
          },
          {
            "date": "2023-10-21",
            "count": 1
          },
          {
            "date": "2023-10-23",
            "count": 2
          },
          {
            "date": "2023-11-02",
            "count": 1
          },
          {
            "date": "2023-11-05",
            "count": 1
          },
          {
            "date": "2023-11-06",
            "count": 2
          },
          {
            "date": "2023-11-07",
            "count": 2
          },
          {
            "date": "2023-11-12",
            "count": 1
          },
          {
            "date": "2023-11-14",
            "count": 1
          },
          {
            "date": "2023-11-15",
            "count": 1
          },
          {
            "date": "2023-11-17",
            "count": 1
          },
          {
            "date": "2023-11-27",
            "count": 1
          },
          {
            "date": "2023-12-13",
            "count": 1
          },
          {
            "date": "2023-12-28",
            "count": 1
          },
          {
            "date": "2024-01-16",
            "count": 1
          },
          {
            "date": "2024-01-30",
            "count": 1
          },
          {
            "date": "2024-02-01",
            "count": 2
          },
          {
            "date": "2024-02-02",
            "count": 2
          },
          {
            "date": "2024-02-04",
            "count": 1
          },
          {
            "date": "2024-02-05",
            "count": 1
          },
          {
            "date": "2024-02-06",
            "count": 1
          },
          {
            "date": "2024-02-19",
            "count": 1
          },
          {
            "date": "2024-02-21",
            "count": 1
          },
          {
            "date": "2024-02-23",
            "count": 1
          },
          {
            "date": "2024-03-03",
            "count": 1
          },
          {
            "date": "2024-03-07",
            "count": 3
          },
          {
            "date": "2024-03-08",
            "count": 1
          },
          {
            "date": "2024-03-09",
            "count": 1
          },
          {
            "date": "2024-03-11",
            "count": 1
          },
          {
            "date": "2024-03-12",
            "count": 1
          },
          {
            "date": "2024-03-14",
            "count": 1
          },
          {
            "date": "2024-03-24",
            "count": 1
          },
          {
            "date": "2024-03-31",
            "count": 2
          },
          {
            "date": "2024-04-01",
            "count": 1
          },
          {
            "date": "2024-04-02",
            "count": 1
          },
          {
            "date": "2024-04-05",
            "count": 1
          },
          {
            "date": "2024-04-07",
            "count": 1
          },
          {
            "date": "2024-04-08",
            "count": 2
          },
          {
            "date": "2024-04-11",
            "count": 1
          },
          {
            "date": "2024-04-19",
            "count": 1
          },
          {
            "date": "2024-04-20",
            "count": 1
          },
          {
            "date": "2024-04-23",
            "count": 1
          },
          {
            "date": "2024-04-26",
            "count": 1
          },
          {
            "date": "2024-04-28",
            "count": 1
          },
          {
            "date": "2024-05-01",
            "count": 1
          },
          {
            "date": "2024-05-05",
            "count": 1
          },
          {
            "date": "2024-05-09",
            "count": 1
          },
          {
            "date": "2024-05-10",
            "count": 1
          },
          {
            "date": "2024-05-12",
            "count": 1
          },
          {
            "date": "2024-05-29",
            "count": 1
          },
          {
            "date": "2024-06-09",
            "count": 1
          },
          {
            "date": "2024-06-19",
            "count": 1
          },
          {
            "date": "2024-06-27",
            "count": 2
          },
          {
            "date": "2024-07-04",
            "count": 1
          },
          {
            "date": "2024-07-23",
            "count": 1
          },
          {
            "date": "2024-08-05",
            "count": 1
          },
          {
            "date": "2024-08-14",
            "count": 1
          },
          {
            "date": "2024-08-16",
            "count": 1
          },
          {
            "date": "2024-08-19",
            "count": 1
          },
          {
            "date": "2024-08-20",
            "count": 1
          },
          {
            "date": "2024-08-27",
            "count": 1
          },
          {
            "date": "2024-08-28",
            "count": 1
          },
          {
            "date": "2024-09-03",
            "count": 1
          },
          {
            "date": "2024-09-17",
            "count": 1
          },
          {
            "date": "2024-09-19",
            "count": 1
          },
          {
            "date": "2024-10-06",
            "count": 1
          },
          {
            "date": "2024-10-08",
            "count": 2
          },
          {
            "date": "2024-10-21",
            "count": 1
          },
          {
            "date": "2024-10-24",
            "count": 1
          },
          {
            "date": "2024-10-30",
            "count": 1
          },
          {
            "date": "2024-11-01",
            "count": 2
          },
          {
            "date": "2024-11-09",
            "count": 1
          },
          {
            "date": "2024-11-13",
            "count": 1
          },
          {
            "date": "2024-11-23",
            "count": 1
          },
          {
            "date": "2024-11-25",
            "count": 1
          },
          {
            "date": "2024-11-27",
            "count": 1
          },
          {
            "date": "2024-11-30",
            "count": 1
          },
          {
            "date": "2024-12-02",
            "count": 1
          },
          {
            "date": "2024-12-03",
            "count": 1
          },
          {
            "date": "2024-12-17",
            "count": 1
          },
          {
            "date": "2024-12-27",
            "count": 1
          },
          {
            "date": "2025-01-05",
            "count": 1
          },
          {
            "date": "2025-01-11",
            "count": 1
          },
          {
            "date": "2025-01-29",
            "count": 2
          },
          {
            "date": "2025-02-03",
            "count": 1
          },
          {
            "date": "2025-02-08",
            "count": 1
          },
          {
            "date": "2025-02-20",
            "count": 1
          },
          {
            "date": "2025-02-26",
            "count": 1
          },
          {
            "date": "2025-03-11",
            "count": 1
          },
          {
            "date": "2025-03-27",
            "count": 1
          },
          {
            "date": "2025-03-29",
            "count": 1
          },
          {
            "date": "2025-04-06",
            "count": 1
          },
          {
            "date": "2025-04-09",
            "count": 1
          },
          {
            "date": "2025-04-11",
            "count": 1
          },
          {
            "date": "2025-04-12",
            "count": 1
          },
          {
            "date": "2025-04-15",
            "count": 1
          },
          {
            "date": "2025-04-16",
            "count": 1
          },
          {
            "date": "2025-04-23",
            "count": 1
          },
          {
            "date": "2025-04-26",
            "count": 1
          },
          {
            "date": "2025-05-14",
            "count": 1
          },
          {
            "date": "2025-05-15",
            "count": 1
          },
          {
            "date": "2025-05-16",
            "count": 1
          },
          {
            "date": "2025-05-31",
            "count": 3
          },
          {
            "date": "2025-06-01",
            "count": 1
          },
          {
            "date": "2025-06-02",
            "count": 2
          },
          {
            "date": "2025-06-03",
            "count": 1
          },
          {
            "date": "2025-06-04",
            "count": 1
          },
          {
            "date": "2025-06-05",
            "count": 1
          },
          {
            "date": "2025-06-15",
            "count": 1
          },
          {
            "date": "2025-06-26",
            "count": 1
          },
          {
            "date": "2025-07-14",
            "count": 1
          },
          {
            "date": "2025-07-26",
            "count": 1
          },
          {
            "date": "2025-07-27",
            "count": 1
          },
          {
            "date": "2025-08-01",
            "count": 1
          },
          {
            "date": "2025-08-12",
            "count": 1
          },
          {
            "date": "2025-08-30",
            "count": 1
          },
          {
            "date": "2025-09-13",
            "count": 1
          },
          {
            "date": "2025-09-23",
            "count": 1
          },
          {
            "date": "2025-10-17",
            "count": 1
          },
          {
            "date": "2025-11-10",
            "count": 1
          },
          {
            "date": "2025-12-05",
            "count": 1
          },
          {
            "date": "2025-12-13",
            "count": 1
          },
          {
            "date": "2025-12-16",
            "count": 1
          },
          {
            "date": "2026-01-08",
            "count": 3
          },
          {
            "date": "2026-01-09",
            "count": 4
          },
          {
            "date": "2026-01-20",
            "count": 1
          },
          {
            "date": "2026-01-21",
            "count": 1
          },
          {
            "date": "2026-03-25",
            "count": 1
          },
          {
            "date": "2026-03-26",
            "count": 1
          },
          {
            "date": "2026-06-03",
            "count": 1
          },
          {
            "date": "2026-06-13",
            "count": 2
          },
          {
            "date": "2026-07-07",
            "count": 1
          },
          {
            "date": "2026-07-10",
            "count": 1
          },
          {
            "date": "2026-07-14",
            "count": 1
          },
          {
            "date": "2026-07-17",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 1
          },
          {
            "date": "2026-07-21",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 522,
        "total_stars": 522
      },
      "open_issues_and_prs": 23
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 65647,
      "source_files_sampled": 63,
      "oversized_source_files": 2,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "docs/requirements.txt",
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 9,
        "assessed_package": "pypi:skops@0.14.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.25.0"
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.10.0"
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2"
        },
        {
          "name": "prettytable",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.9"
        },
        {
          "name": "packaging",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=17.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "prettytable",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "catboost",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fairlearn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lightgbm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpydoc",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-gallery",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-issues",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-prompt",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 19,
        "direct_count": 5,
        "indirect_count": 14
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 3,
        "merged_prs": 311,
        "open_issues": 20,
        "closed_ratio": 0.871,
        "closed_issues": 135,
        "closed_unmerged_prs": 55
      },
      "bus_factor": 2,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "adrinjalali",
          "commits": 113,
          "avatar_url": "https://avatars.githubusercontent.com/u/1663864?v=4"
        },
        {
          "type": "User",
          "login": "BenjaminBossan",
          "commits": 90,
          "avatar_url": "https://avatars.githubusercontent.com/u/6229650?v=4"
        },
        {
          "type": "User",
          "login": "merveenoyan",
          "commits": 18,
          "avatar_url": "https://avatars.githubusercontent.com/u/53175384?v=4"
        },
        {
          "type": "User",
          "login": "lazarust",
          "commits": 9,
          "avatar_url": "https://avatars.githubusercontent.com/u/46943923?v=4"
        },
        {
          "type": "User",
          "login": "EdAbati",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/29585319?v=4"
        },
        {
          "type": "User",
          "login": "E-Aho",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/46936677?v=4"
        },
        {
          "type": "User",
          "login": "divakaivan",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/54508530?v=4"
        },
        {
          "type": "User",
          "login": "omar-araboghli",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/29576434?v=4"
        },
        {
          "type": "User",
          "login": "reidjohnson",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/4712548?v=4"
        },
        {
          "type": "User",
          "login": "glemaitre",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/7454015?v=4"
        }
      ],
      "contributors_sampled": 22,
      "top_contributor_share": 0.431
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build-test.yml",
        "persistence-performance.yml",
        "publish-pypi.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": null,
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/skops-dev/skops",
    "host": "github.com",
    "name": "skops",
    "owner": "skops-dev"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 78,
      "inputs": {
        "security": 78,
        "vitality": 69,
        "community": 78,
        "governance": 71,
        "engineering": 95
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 69,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "commits_last_year": 32,
              "human_commit_share": 0.63,
              "days_since_last_push": 1,
              "active_weeks_last_year": 18
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "18/52 weeks with commits",
                "points": 12.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 18
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "32 commits in the last year",
                "points": 13.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 32
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "releases_count": 14,
              "latest_release_tag": "v0.13.0",
              "releases_from_tags": false,
              "days_since_latest_release": 349,
              "mean_days_between_releases": 106.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "14 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 349 days ago",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 349
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~106.7 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 106.7
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 28,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 28 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 28
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 78,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "forks": 64,
              "stars": 522,
              "watchers": 8,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "522 stars",
                "points": 44.1,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 522
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "64 forks",
                "points": 15,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 64
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "8 watchers",
                "points": 4.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "skops"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 18648984
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "18,648,984 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 18648984,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 71,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 22,
              "top_contributor_share": 0.431
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 43% of commits",
                "points": 12.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 43
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 86,
            "inputs": {
              "merged_prs": 311,
              "open_issues": 20,
              "closed_issues": 135,
              "issue_closed_ratio": 0.871,
              "closed_unmerged_prs": 55
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "87% of issues closed",
                "points": 40.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 87
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "311/366 decided PRs merged",
                "points": 32.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 311,
                      "decided": 366
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "followers": 19,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "skops-dev",
              "public_repos": 1,
              "account_age_days": 1539
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "19 followers of skops-dev",
                "points": 9.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 19,
                      "login": "skops-dev"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "1 public repos, account ~4 yr old",
                "points": 10.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 1
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "skops"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 92
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 92 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 92
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 95,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "huggingface",
                "machine-learning",
                "mlops",
                "scikit-learn",
                "hacktoberfest"
              ],
              "has_wiki": true,
              "homepage": "https://skops.readthedocs.io/en/stable/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://skops.readthedocs.io/en/stable/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 78,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dependency_lockfiles"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [],
              "manifests": [
                "docs/requirements.txt",
                "pyproject.toml"
              ],
              "has_codeql_workflow": false,
              "has_security_policy": true,
              "has_dependabot_config": true
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": "published library — lockfiles are an application concern, not expected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "lockfiles_not_expected",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:skops@0.14.0 runtime dependency closure — what installing the published package pulls in — 9 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:skops@0.14.0",
                  "assessed": 9
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 9,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 9,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "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": 55,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.984,
              "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": "62 of 63 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 62,
                      "sampled": 63
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.37
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, 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": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "37 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 37,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 65647,
              "source_files_sampled": 63,
              "oversized_source_files": 2
            },
            "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": "2/63 source files over 60KB",
                "points": 53.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 63,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T20:19:31.239017Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/skops-dev/skops.svg",
  "full_name": "skops-dev/skops",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.23.0 — metodología completa · wiki de métricas.

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