Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-23 00:16 UTC

Kaggle / kaggle-sdk-python

Python bindings to access Kaggle endpoints

PythonApache-2.0★ 7 estrellas⑂ 6 forksdesde mar 2025Ver en GitHub ↗

Kaggle/kaggle-sdk-python tiene un índice de salud de 61 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (88/100) y la más baja, Community & Adoption (37/100). Se actualizó por última vez hoy. 3 personas concentran la mayor parte del trabajo reciente.

61
global / 100
Moderado

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.

61
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

KaggleOrganización
2261 seguidores16 repositorios públicosdesde ene 2012

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIkagglesdkapunta a otro repositorio; no se puntúa0.1.35-32hace 0 díasapikaggle

Métricas por categoría

Vitalidad

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

88Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
18.7/36Cadencia de commits — 27/52 semanas con commits
14.9/18Volumen de commits — 45 commits en el último año
10/10OpenSSF Scorecard: Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year45
human_commit_share1
days_since_last_push0
active_weeks_last_year27
Cómo se puntúa
27/27Publica versiones — 24 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~6 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count24
latest_release_tagv0.1.35
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases6
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

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

37En riesgo · 18% del índice global
Cómo se puntúa
12.6/60Estrellas — 7 estrellas
5.8/25Forks — 6 forks
6.7/15Observadores — 17 observadores
Datos de entrada utilizados
forks6
stars7
watchers17
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sostenibilidad y Gobernanza

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

79Bueno · 24% del índice global
Cómo se puntúa
36/54Factor bus — la mitad de los commits recae en 3 contribuyente(s)
17.1/22.5Distribución de commits — el principal contribuyente firma el 24% de los commits
13.5/13.5Amplitud de contribuyentes — 11 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Datos de entrada utilizados
bus_factor3
contributors_sampled11
top_contributor_share0,241
Cómo se puntúa
37.4/46.8Resolución de issues — 80% de issues cerradas
34.4/38.3Aceptación de PR — 53/59 PR decididos fusionados
13.5/15OpenSSF Scorecard: Code-Review — Found 29/30 approved changesets -- score normalized to 9
Datos de entrada utilizados
merged_prs53
open_issues1
closed_issues4
issue_closed_ratio0,8
closed_unmerged_prs6
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
24.1/25Alcance del propietario — 2261 seguidores de Kaggle
21/25Trayectoria — 16 repos públicos, cuenta de ~14 años
Datos de entrada utilizados
followers2261
owner_typeOrganization
is_verified
owner_loginKaggle
public_repos16
account_age_days5300

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

41En riesgo · 20% del índice global
Cómo se puntúa
0/24Flujos de trabajo de CI
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Datos de entrada utilizados
has_cino
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

40En riesgo
Cómo se puntúa
30/30README
0/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
0/10Wiki
Datos de entrada utilizados
topics
has_wikino
homepage
has_readme
has_docs_dirno
has_description

Seguridad

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

49En riesgo · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 29/30 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 5 contributing companies or organizations
0/10Dangerous-Workflow — sin datos
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — sin datos
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate4,9
Excluidos de la puntuación (sin datos o no aplicable): dangerous_workflow, packaging, signed_releases, token_permissions. Los pesos restantes se han renormalizado.

Preparación para IA

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

39En riesgo · 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 — 53 de 54 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,981
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
0/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — Dockerfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 54
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
53.3/55Tamaños de archivo manejables — 5/161 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes167.583
source_files_sampled161
oversized_source_files5

Datos clave

7estrellas de GitHub
11contribuidores
45commits en los últimos 12 meses
0días desde el último push
24versiones publicadas
3factor bus
1issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'kagglesdk' points at a different repository (https://github.com/Kaggle/kagglesdk); excluded from ecosystem scoring
  • deps.dev does not index pypi:kagglesdk@0.1.35; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Más detalle

Historial de estrellas y forks 0 ★ / 6 ⇿
0Estrellas
6Forks
20Versiones

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.

123456612025-092026-012026-06
Mayor 0Menor 0Parche 20
OpenSSF Scorecard 4.9 / 10
4.9agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-23 00:15 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 29/30 approved changesets -- score normalized to 9
10Contributorsproject has 5 contributing companies or organizations
n/dDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
n/dToken-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 2
RegistroPaqueteRestricción de versiónManifiesto
PyPIrequestspyproject.toml
PyPIprotobufpyproject.toml
Todas las dependencias 2

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 2 paquetes directos y 0 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIprotobufdirecta
PyPIrequestsdirecta
Avisos de dependencias sin evaluar

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

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 1718,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Python": 1382256,
        "Dockerfile": 308
      },
      "pushed_at": "2026-07-22T21:57:02Z",
      "created_at": "2025-03-04T19:06:52Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-22T21:29:43Z",
      "description": "Python bindings to access Kaggle endpoints",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "http://www.kaggle.com",
      "name": "Kaggle",
      "type": "Organization",
      "login": "Kaggle",
      "company": null,
      "location": "San Francisco, California",
      "followers": 2261,
      "avatar_url": "https://avatars.githubusercontent.com/u/1336944?v=4",
      "created_at": "2012-01-17T15:14:46Z",
      "is_verified": null,
      "public_repos": 16,
      "account_age_days": 5300
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.1.35",
          "kind": "patch",
          "published_at": "2026-07-22T21:57:02Z"
        },
        {
          "tag": "v0.1.34",
          "kind": "patch",
          "published_at": "2026-07-10T17:41:31Z"
        },
        {
          "tag": "v0.1.33",
          "kind": "patch",
          "published_at": "2026-07-01T19:01:34Z"
        },
        {
          "tag": "v0.1.32",
          "kind": "patch",
          "published_at": "2026-06-30T19:41:18Z"
        },
        {
          "tag": "v0.1.31",
          "kind": "patch",
          "published_at": "2026-06-29T21:40:20Z"
        },
        {
          "tag": "v0.1.30",
          "kind": "patch",
          "published_at": "2026-06-11T22:53:48Z"
        },
        {
          "tag": "v0.1.29",
          "kind": "patch",
          "published_at": "2026-06-11T20:47:43Z"
        },
        {
          "tag": "v0.1.28",
          "kind": "patch",
          "published_at": "2026-06-03T16:41:07Z"
        },
        {
          "tag": "v0.1.27",
          "kind": "patch",
          "published_at": "2026-05-29T22:52:28Z"
        },
        {
          "tag": "v0.1.26",
          "kind": "patch",
          "published_at": "2026-05-29T14:00:07Z"
        },
        {
          "tag": "v0.1.25",
          "kind": "patch",
          "published_at": "2026-05-27T16:48:35Z"
        },
        {
          "tag": "v0.1.24",
          "kind": "patch",
          "published_at": "2026-05-26T16:50:37Z"
        },
        {
          "tag": "v0.1.23",
          "kind": "patch",
          "published_at": "2026-05-01T15:50:53Z"
        },
        {
          "tag": "v0.1.22",
          "kind": "patch",
          "published_at": "2026-04-28T16:55:48Z"
        },
        {
          "tag": "v0.1.21",
          "kind": "patch",
          "published_at": "2026-04-24T16:47:57Z"
        },
        {
          "tag": "v0.1.20",
          "kind": "patch",
          "published_at": "2026-04-22T23:17:05Z"
        },
        {
          "tag": "v0.1.19",
          "kind": "patch",
          "published_at": "2026-04-17T18:42:55Z"
        },
        {
          "tag": "v0.1.18",
          "kind": "patch",
          "published_at": "2026-04-10T18:08:45Z"
        },
        {
          "tag": "v0.1.17",
          "kind": "patch",
          "published_at": "2026-04-08T21:57:22Z"
        },
        {
          "tag": "v0.1.16",
          "kind": "patch",
          "published_at": "2026-02-27T19:34:28Z"
        },
        {
          "tag": "v0.1.15",
          "kind": "patch",
          "published_at": "2026-01-15T23:21:59Z"
        },
        {
          "tag": "v0.1.14",
          "kind": "patch",
          "published_at": "2025-12-22T22:45:33Z"
        },
        {
          "tag": "v0.1.13",
          "kind": "patch",
          "published_at": "2025-11-21T17:57:12Z"
        },
        {
          "tag": "v0.1.12",
          "kind": "patch",
          "published_at": "2025-11-17T21:22:02Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "a208c160e632a211dcb8937a14552c3d28773648",
          "body": "Regenerated with `kapigen --public-api-output-path` (per README) from\nkaggleazure origin/ci at 75e987852b3.\n\nChanges surfaced by the regen:\n\n- Add `ExportEnrichedHackathonWriteUpsCsv` to\n`competitions.HackathonService` and wire `HackathonClient` into\n`KaggleClient` (replaces old `list_hackathon_trac\n[…]\ntypo in `ContentState` doc (fixed\nupstream).\n\nHand-maintained files (`kaggle_object.py`, `kaggle_http_client.py`,\n`kaggle_object_tests.py`, `search_api_service.py` doc typo fix)\npreserved from `main`.",
          "is_bot": false,
          "headline": "Regenerate SDK and release 0.1.35 (#68)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-22T21:29:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "307af18caa3c9f2b5c904f07a564f196a37fe93d",
          "body": "…... (#67)\n\nFix doubled word \"the the\" in search_api_service SDK docstrings\n\nCorrects a typo in the `user_locations` documentation where \"the the\"\nappeared instead of \"the\". Also adds the harness-generated\n.kagent-context/ and .claude/ directories to .gitignore, since they\nwere repeatedly showing up\n[…]\nrch for all occurrences of \"the the\" in the file and fix them.\n\n---------\n\nCo-authored-by: addisonhoward <addisonhoward@google.com>\nCo-authored-by: kaggle-agent <kaggle-agent@users.noreply.github.com>",
          "is_bot": false,
          "headline": "The cumulative diff is now clean — just the typo fix and the `.gitign…",
          "author_name": "Kaggle Agent",
          "author_login": "kaggle-agent",
          "committed_at": "2026-07-17T16:21:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e540d788fbceea935b22621fdd9ed328fcb16c62",
          "body": "Adds `JSONDecodeError` on line 51 from http://b/43935.",
          "is_bot": false,
          "headline": "Add exception from #43935 (#66)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-07-13T18:12:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99a5e17f0894db7ff9e6a78edf00c34b12bb3211",
          "body": null,
          "is_bot": false,
          "headline": "Release 0.1.34 (#65)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-07-10T17:30:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f07cfc2c6cf6079589db3a8f35ff914cbc2e140",
          "body": "Actually, the formatting is controlled by the code generator, but\nseveral files were changed that have only differences in format.",
          "is_bot": false,
          "headline": "Fix dropped handler code and reformat (#64)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-07-10T16:48:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c77325b79793ac9667a20b899d9be475c607a8f9",
          "body": "Adds get_competition_settings and create_competition_sample_submission\nto competition_api_service.py, plus new supporting types.\n\nRegenerated with kapigen --public-api-output-path only (per README).",
          "is_bot": false,
          "headline": "Regenerate SDK and release 0.1.34 (#63)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-10T16:29:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "029d8746f54980eaf360c45fbb4fa39ffb20e90d",
          "body": "Point maintainers at internal kapigen docs for regen",
          "is_bot": false,
          "headline": "Point maintainers at internal kapigen docs for regen (#62)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-01T19:43:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac758fa79ffa104a72586524df3692c50192350a",
          "body": "Fixes broken import chain in 0.1.32 where several files (host_service,\nepisode_service, competition_api_service) referenced modules that were\nnever shipped: competition_types, simulations, competition_email_invite,\nevaluation_algorithm, submission, legacy_competition_host_service,\nkernels_service. T\n[…]\nl union for files where both flavors\nhave overlapping but non-identical class sets.\n\nVerified: all 320 kagglesdk modules import cleanly and KaggleClient\ninstantiates with all 21 subclients accessible.",
          "is_bot": false,
          "headline": "Full kagglesdk regen and release 0.1.33 (#59)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-01T18:44:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ab06cbb8f8a9cba044a2343af9f664cd2266f3f9",
          "body": "## Summary\n\nFix `TimeDeltaSerializer._from_dict_value` to accept protobuf JSON\nduration strings without a fractional component (e.g. `0s`, `151s`). The\ncurrent implementation always splits on `.`, which crashes quota and\nother API responses that return whole-second durations.\n\n**Needs manual sync wi\n[…]\nsticsResponse` JSON deserialization\n\n## Test plan\n\n- [x] `TimeDeltaSerializer._from_dict_value(\"0s\")` returns\n`timedelta(0)`\n- [ ] CI: `python -m unittest\nkaggle_object_tests.TimeDeltaSerializerTests`",
          "is_bot": false,
          "headline": "fix: parse whole-second protobuf duration strings like 0s (#58)",
          "author_name": "Aadi",
          "author_login": "aadi-joshi",
          "committed_at": "2026-07-01T17:44:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7d34c42701e23c2906a311c400c58053b07bfa4b",
          "body": "Adds four newly-promoted public competition API endpoints to the python\nclient, now reachable via kapigen's POST filter:\n- UpdateCompetitionPage (#43648 switched PATCH->POST)\n- DeleteCompetitionPage (#43648 switched DELETE->POST)\n- UpdateCompetitionSettings (#43648 switched PATCH->POST)\n- CreateCompetitionData (#43662)\n\nIncludes the CompetitionDatabundleType enum the new request types depend\non. Bumps version to 0.1.32.",
          "is_bot": false,
          "headline": "Regenerate SDK: competition API methods and release 0.1.32 (#56)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-30T19:33:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "594cb89a60a5ee2437a7d1103c5326b5aebdd040",
          "body": "Competition SDK regeneration",
          "is_bot": false,
          "headline": "release 0.1.31 (#55)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-29T17:08:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b4d50241be87afe33dda3627116eadcf73dfab4",
          "body": "Regenerate the competitions SDK",
          "is_bot": false,
          "headline": "Regenerate competitions SDK (#50)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-29T16:59:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f558c1a4b83e4ffa20608f0f4b388224b5c5c4d3",
          "body": "Add another API for discussions.",
          "is_bot": false,
          "headline": "Add kernels topics api (#49)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-11T22:49:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fff7afaa3ef030de8daa8297d85e77af8bc5213c",
          "body": "`cp -r ...` from `kapigen` output to here.",
          "is_bot": false,
          "headline": "Regenerated from kapigen after resync (#48)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-11T20:03:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "101f4fe2fae7bb10804f9204c9c05c75ad373c3b",
          "body": "cc @dolaameng",
          "is_bot": false,
          "headline": "Fix merge error (#47)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-05T16:56:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb67e4d779cdaf882d65862a2290a796a56f48b6",
          "body": "Fix: https://chat.kaggle.net/kaggle/pl/rtz8egpcn3fzpfdagbtwerrdpe",
          "is_bot": false,
          "headline": "release 0.1.27 (#46)",
          "author_name": "lima",
          "author_login": "dolaameng",
          "committed_at": "2026-06-03T16:27:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "785eec064780e088dc39378e304c9b8d26eeb4f5",
          "body": "Exposes the new ListTeamPublicSubmissions RPC on CompetitionApiService.\nBumps version to 0.1.27.",
          "is_bot": false,
          "headline": "Regenerate SDK: add ListTeamPublicSubmissions (#42864) (#45)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-05-29T21:51:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a6cfd1d2b14f3dc11434571ff697749d5abc2db",
          "body": "Fixes https://github.com/Kaggle/kaggle-cli/issues/1009",
          "is_bot": false,
          "headline": "Fix subtle auth sequencing issue (#44)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-05-29T13:54:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64fe7c11665b0606a919a4d77225cf59e413ad9a",
          "body": null,
          "is_bot": false,
          "headline": "Regenerate SDK: add GetAcceleratorQuotaStatistics (#42)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-05-27T16:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db4f16b0af13a9775b4b17a419947429e910bc6d",
          "body": "New API changes for release 0.1.24",
          "is_bot": false,
          "headline": "release 0.1.24 (#41)",
          "author_name": "lima",
          "author_login": "dolaameng",
          "committed_at": "2026-05-26T16:43:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d58868b3217b60212ec492d793eb0c129ac0edb",
          "body": "* Ensures we don't upload the local /dist folder (was accidentally\npublishing locally built versions) and other unnecessary folders.\n\nSame as https://github.com/Kaggle/kaggle-cli/pull/1004",
          "is_bot": false,
          "headline": "Add .gcloudignore (#40)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-05-06T22:33:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2804057cc11b8ed0a326e7e3ce7ca67e2afc13c1",
          "body": "Benchmarks API changes, new discussions api service client",
          "is_bot": false,
          "headline": "Update proto and release 0.1.23 (#39)",
          "author_name": "andrewmwang",
          "author_login": "andrewmwang",
          "committed_at": "2026-05-01T15:44:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31ecb62c1eace647b366454c0703c8852ec5c063",
          "body": "Next: fix URL returned by kagglehub to use the web endpoint when linking\nto detail pages.\n\nhttp://b/507122006",
          "is_bot": false,
          "headline": "Sync changes (web endpoint) and release (#38)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-04-28T16:51:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32e135f94d7835ba27e881fc65085b4e1658829b",
          "body": "Adds ListCompetitionTopics and ListTopicMessages RPCs to\nCompetitionApiClient, plus the supporting CommentListSortBy /\nTopicListSortBy enums.",
          "is_bot": false,
          "headline": "Update protos and release 0.1.21 (#37)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-04-24T16:17:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7008adb2c08ec99fdd1683dbaeb4c4a27fda8a91",
          "body": "Includes new CreateDefaultModelProxyToken RPC and a model_proxy_api\nservice client",
          "is_bot": false,
          "headline": "Update proto and release 0.1.20 (#36)",
          "author_name": "andrewmwang",
          "author_login": "andrewmwang",
          "committed_at": "2026-04-22T17:32:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ebb5a1d744636cba8a654c8f1e41124a1a2a68b",
          "body": "Adds new competition endpoints (episodes, pages, hackathon overview) and\na new HackathonService client.",
          "is_bot": false,
          "headline": "Update protos and release 0.1.19 (#35)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-04-17T18:38:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48a89a56cdc864c79295525a1a69be58ecb74fc0",
          "body": null,
          "is_bot": false,
          "headline": "Update proto and release 0.1.18 (#34)",
          "author_name": "Nan Liao",
          "author_login": "nl917",
          "committed_at": "2026-04-10T17:33:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6895c9707e110c6c8a7b8ad5e2421d23d523ee15",
          "body": "- Update proto to include newest change from benchmarks",
          "is_bot": false,
          "headline": "Update protos and release 0.1.17 (#31)",
          "author_name": "Nan Liao",
          "author_login": "nl917",
          "committed_at": "2026-04-08T21:37:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8d80b02a962efdf032b1877527e7910a67d54d7",
          "body": "http://b/488368674",
          "is_bot": false,
          "headline": "Update protos and release 0.1.16 (#28)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-02-27T19:09:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "851d58d5afea0568d52338cbdb0cb6c8ce7569e2",
          "body": "* Re-generate from latest proto\n\nhttp://b/475908216\n\ncc/ @lipovetz",
          "is_bot": false,
          "headline": "2026-01-14 release: Version 0.1.15 (#26)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-01-14T23:00:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76f5b7e6db44ddc06db72cd9caad8713e3494173",
          "body": null,
          "is_bot": false,
          "headline": "Update to latest protos (#25)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2025-12-22T21:25:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7a3fe7d8202189e27df9e196ade7efa95d856ae",
          "body": "- Add missing dependency on `protobuf` in `pyproject.toml`.\n- Fix type for KaggleClient#http_client method\n- Allow overriding the user-agent at KaggleClient initialization\n- Add a new \"TEST\" KaggleEnv pointing to a special port on localhost to\navoid conflict between the mock server and kaggleazure server in unit\ntests.\n\nhttp://b/307576378",
          "is_bot": false,
          "headline": "2025-11-20 release: Version 0.1.13 (#24)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2025-11-21T17:50:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dde09b3e5dc9520c7d378c62aab82caca3fa8019",
          "body": "- Build in a consistent environment (Python, build & twine versions). No\nneed to install these packages locally\n- Create a release tag on our GitHub repo.\n- Push to Pypi: No need to mess with Pypi credentials.\n\nRelated CL to update the kagglesdk release documentation: cl/833471401\n\nhttp://b/461500916",
          "is_bot": false,
          "headline": "Cloud Build Release Script for kagglesdk (#23)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2025-11-17T21:34:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04d4affb3acfeefb46f952797f790012675aa19d",
          "body": null,
          "is_bot": false,
          "headline": "2025-11-05 release: Version 0.1.12 (#22)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-11-05T20:36:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c52b5392e1e5942e840d655ac93d73ee50e51bea",
          "body": "Changelog:\n* Add ListSynchronizedGroupMemberships RPC\n* Support reading access token from a file\n* Remove prepare_from() methods",
          "is_bot": false,
          "headline": "2025-10-23 release: Version 0.1.11 (#21)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-23T18:05:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5d60689fc95410db1dc9daaf6a397c653ff977c",
          "body": "Changelog:\n* Add username/userid to OAuth RPC responses\n* Add kernel_id to SaveKernel response",
          "is_bot": false,
          "headline": "2025-10-15 release: Version 0.1.10 (#20)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-15T16:59:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c92f5bf239cd4db8593359f61a6f1fe7b400c42",
          "body": "Changelog: Add username and slug to SetIamPolicy API",
          "is_bot": false,
          "headline": "2025-10-07 release: Version 0.1.9 (#19)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-08T04:26:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99254a40a6d366154f781dad451b0cca07bc711b",
          "body": "Changelog: Add ListUserManagedGroupMemberships RPC",
          "is_bot": false,
          "headline": "2025-10-02 release: Version 0.1.8 (#17)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-02T21:43:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7abc96e67d981f08af80d7ee6737e5a8e8715b7",
          "body": "Hopefully we will see less diff in the future when we regenerate the sdk\nwith new methods, types etc.",
          "is_bot": false,
          "headline": "Regenerate with stable ordering for imports and types (#18)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-02T21:40:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7bc320582dbb13dd530c4a1617240ad2db0ddcd",
          "body": "Includes new GetBenchmarkLeaderboard endpoint.\n\nhttp://b/443099530",
          "is_bot": false,
          "headline": "Release kagglesdk (#16)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-09-30T17:14:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41efd902e88d72fb3d8af85d7af11c402bfa1443",
          "body": "Will merge after https://github.com/Kaggle/kaggleazure/pull/37534\n\nBUG=https://b.corp.google.com/issues/444715377",
          "is_bot": false,
          "headline": "Update to latest from kaggleazure (#15)",
          "author_name": "Jonathan Ward",
          "author_login": "jeward414",
          "committed_at": "2025-09-19T14:00:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60cb00b44400c005d556f7d5f387d6f6f0a773d9",
          "body": "Files autogenerated from kapigen.",
          "is_bot": false,
          "headline": "2025-09-11 release (#14)",
          "author_name": "Jonathan Ward",
          "author_login": "jeward414",
          "committed_at": "2025-09-11T15:47:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a2045e651521180a65935c7ac6972e988902c92",
          "body": null,
          "is_bot": false,
          "headline": "2025-08-19 release (#12)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-08-19T11:44:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c962e8f419b878da52b52856ebca9f37a8458c2",
          "body": "This was autogenerated from the main repo at head.\n\nhttp://b/438465072",
          "is_bot": false,
          "headline": "Release latest code (#11)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-08-13T16:24:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d1c07c2d87eee1efe353e84de1e18cc6b670903",
          "body": "http://b/376443608",
          "is_bot": false,
          "headline": "Update to latest from kaggleazure (#9)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-30T19:42:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ee8221760f49bec93ff38ec5a27f2aed92236b4",
          "body": "Mostly fixes bug where `to_json` is marked as static.\n\nhttp://b/432449263",
          "is_bot": false,
          "headline": "Update to latest changes. (#8)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-17T18:29:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fafa1b06b1217b8c6286f390ef6650889739fc72",
          "body": "Plus bump version number so it can be pushed to pypi.\n\nhttp://b/356194863",
          "is_bot": false,
          "headline": "Push kaggle_env changes to kagglesdk. (#7)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-14T15:12:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "066603a9a9ea44d36a0dac0d064540c9223c7355",
          "body": "This is in preparation for putting it on pypi. It's currently only on\ntest pypi.\n\nhttp://b/356194863",
          "is_bot": false,
          "headline": "Promote kagglesdk from alpha (#6)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-11T16:19:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54f641cb48ede298d82df890153760b2294ec8e5",
          "body": "http://b/379083750",
          "is_bot": false,
          "headline": "Latest kagglesdk, as generated by kapigen. (#5)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-10T15:14:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b733b829e13f02418d48009563d9eab6c5394d72",
          "body": "Also bumps the version number in prep for pushing to test pypi.\n\nhttp://b/379083750",
          "is_bot": false,
          "headline": "Update to allow automatic auth on KKB. (#4)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-05-22T14:25:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92c64a8cf240a50a23e9b88e06e5abf52c243012",
          "body": "Just getting up-to-date with the latest changes in Kaggle's internal\nservices; no other changes. I have another change planned shortly, and\nI'll bump the version number and do a release after that.\n\nhttp://b/379083750",
          "is_bot": false,
          "headline": "Push autogenerated kagglesdk (#3)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-05-21T21:41:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "658812ed044182a5fdacd8de7d766f8b6ea34f3a",
          "body": "Changes implemented in PR #34468, copied here.\n\nhttp://b/379083750",
          "is_bot": false,
          "headline": "Use PROD if no environment is specified. (#2)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-03-27T16:59:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a25fa117d2264c772807133300bcb3a97bca7a46",
          "body": "Adds pyproject.toml and README. Also updates the __init__.py to include\nthe version, currently set to alpha release while this is being\nintegrated / tested out.\n\nI pushed to test.pypi.org: https://test.pypi.org/project/kagglesdk\n\nThen I installed it in a Kaggle notebook using:\n> !python3 -m pip install --index-url https://test.pypi.org/simple/\n--no-deps kagglesdk==0.0.1a1\n\nI was able to do a basic test:\n```\nimport kagglesdk\nclient = kagglesdk.KaggleClient()\n```\n\nhttp://b/379083750",
          "is_bot": false,
          "headline": "Files necessary to release on pypi. (#1)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-03-18T13:52:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51e8fe7ddf8070e048f2009ada1c033f0c8960fd",
          "body": null,
          "is_bot": false,
          "headline": "Initial version.",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-03-05T19:35:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 24,
      "commits_last_year": 45,
      "latest_release_at": "2026-07-22T21:57:02Z",
      "latest_release_tag": "v0.1.35",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 27,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 50,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "kagglesdk",
          "exists": true,
          "license": null,
          "keywords": [
            "API",
            "Kaggle",
            "License :: OSI Approved :: Apache Software License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3"
          ],
          "ecosystem": "pypi",
          "matches_repo": false,
          "registry_url": "https://pypi.org/project/kagglesdk/",
          "is_deprecated": false,
          "latest_version": "0.1.35",
          "repository_url": "https://github.com/Kaggle/kagglesdk",
          "versions_count": 32,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2025-07-11T16:28:13.409478Z",
          "latest_published_at": "2026-07-22T21:54:32.319433Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 6,
      "stars": 7,
      "watchers": 17,
      "fork_history": {
        "days": [
          {
            "date": "2025-09-02",
            "count": 1
          },
          {
            "date": "2026-03-08",
            "count": 1
          },
          {
            "date": "2026-05-27",
            "count": 1
          },
          {
            "date": "2026-06-02",
            "count": 1
          },
          {
            "date": "2026-06-27",
            "count": 1
          },
          {
            "date": "2026-06-30",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 6,
        "total_forks": 6
      },
      "star_history": null,
      "open_issues_and_prs": 5
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 167583,
      "source_files_sampled": 161,
      "oversized_source_files": 5,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": "No resolved dependencies carried a version and a supported ecosystem",
        "scope": "repository_graph",
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 2,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "protobuf",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "protobuf",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 2,
        "direct_count": 2,
        "indirect_count": 0
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 4,
        "merged_prs": 53,
        "open_issues": 1,
        "closed_ratio": 0.8,
        "closed_issues": 4,
        "closed_unmerged_prs": 6
      },
      "bus_factor": 3,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "jplotts",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/25760591?v=4"
        },
        {
          "type": "User",
          "login": "bovard",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/997017?v=4"
        },
        {
          "type": "User",
          "login": "stevemessick",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/8518285?v=4"
        },
        {
          "type": "User",
          "login": "erdalsivri",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/4797942?v=4"
        },
        {
          "type": "User",
          "login": "rosbo",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/1190441?v=4"
        },
        {
          "type": "User",
          "login": "jeward414",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/65745079?v=4"
        },
        {
          "type": "User",
          "login": "nl917",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/198834302?v=4"
        },
        {
          "type": "User",
          "login": "andrewmwang",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/129767512?v=4"
        },
        {
          "type": "User",
          "login": "dolaameng",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/36718?v=4"
        },
        {
          "type": "User",
          "login": "aadi-joshi",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/101498089?v=4"
        }
      ],
      "contributors_sampled": 11,
      "top_contributor_share": 0.241
    },
    "quality_signals": {
      "has_ci": false,
      "has_tests": true,
      "ci_workflows": [],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 9,
            "reason": "Found 29/30 approved changesets -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 5 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": null,
            "reason": "No tokens found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "a208c160e632a211dcb8937a14552c3d28773648",
        "ran_at": "2026-07-23T00:15:56Z",
        "aggregate_score": 4.9,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-22T21:29:32Z",
      "oldest_open_prs": [
        {
          "number": 13,
          "created_at": "2025-09-02T14:14:03Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 30,
          "created_at": "2026-04-01T15:32:57Z",
          "last_comment_at": "2026-04-02T20:11:33Z",
          "last_comment_author": "erdalsivri"
        },
        {
          "number": 33,
          "created_at": "2026-04-09T16:49:04Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 61,
          "created_at": "2026-07-01T17:28:02Z",
          "last_comment_at": "2026-07-01T22:39:03Z",
          "last_comment_author": "stevemessick"
        }
      ],
      "last_merged_pr_at": "2026-07-22T21:29:31Z",
      "ci_last_conclusion": null,
      "oldest_open_issues": [
        {
          "number": 10,
          "created_at": "2025-08-01T21:25:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/Kaggle/kaggle-sdk-python",
    "host": "github.com",
    "name": "kaggle-sdk-python",
    "owner": "Kaggle"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 61,
      "inputs": {
        "security": 49,
        "vitality": 88,
        "community": 37,
        "governance": 79,
        "engineering": 41
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 88,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "commits_last_year": 45,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 27
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "27/52 weeks with commits",
                "points": 18.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 27
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "45 commits in the last year",
                "points": 14.9,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 45
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 24,
              "latest_release_tag": "v0.1.35",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "24 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 24
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~6 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "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": 0,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 37,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "forks": 6,
              "stars": 7,
              "watchers": 17,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "7 stars",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "6 forks",
                "points": 5.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "17 watchers",
                "points": 6.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 79,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 11,
              "top_contributor_share": 0.241
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 24% of commits",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 24
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "11 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "merged_prs": 53,
              "open_issues": 1,
              "closed_issues": 4,
              "issue_closed_ratio": 0.8,
              "closed_unmerged_prs": 6
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "80% of issues closed",
                "points": 37.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "53/59 decided PRs merged",
                "points": 34.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 53,
                      "decided": 59
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 29/30 approved changesets -- score normalized to 9",
                "points": 13.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "followers": 2261,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "Kaggle",
              "public_repos": 16,
              "account_age_days": 5300
            },
            "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": "2,261 followers of Kaggle",
                "points": 24.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2261,
                      "login": "Kaggle"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "16 public repos, account ~14 yr old",
                "points": 21,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 16
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "at_risk",
        "name": "Engineering Quality",
        "value": 41,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 49,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dangerous_workflow",
                    "packaging",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 49,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 14,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 4,
              "scorecard_aggregate": 4.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 29/30 approved changesets -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "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": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 39,
        "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": 0.981,
              "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": "53 of 54 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 53,
                      "sampled": 54
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 54",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 54
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 167583,
              "source_files_sampled": 161,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/161 source files over 60KB",
                "points": 53.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 161,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "pypi package 'kagglesdk' points at a different repository (https://github.com/Kaggle/kagglesdk); excluded from ecosystem scoring",
    "deps.dev does not index pypi:kagglesdk@0.1.35; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T00:16:15.818561Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/Kaggle/kaggle-sdk-python.svg",
  "full_name": "Kaggle/kaggle-sdk-python",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.

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