Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-25 08:43 UTC

beta-team / beta-recsys

Beta-RecSys: Build, Evaluate and Tune Automated Recommender Systems

PythonMIT★ 172 estrellas⑂ 33 forksdesde mar 2020Ver en GitHub ↗

beta-team/beta-recsys tiene un índice de salud de 29 sobre 100, lo que lo sitúa en la banda Crítico. Su puntuación más alta es Sustainability & Governance (65/100) y la más baja, Vitality (23/100). Se actualizó por última vez hace 240 días. 2 personas concentran la mayor parte del trabajo reciente.

29
global / 100
Crítico

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.

29
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.

Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.

Titularidad

beta-teamOrganización
0 seguidores4 repositorios públicosdesde mar 2020

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
PyPIbeta_rec0.3.21246hace 1972 díaspytorchrecommender-systemrecommendations

Métricas por categoría

Vitalidad

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

23Crítico · 22% del índice global
Cómo se puntúa
3.6/36Recencia de push — último push hace 240 días
0/36Cadencia de commits — 0/52 semanas con commits
0/18Volumen de commits — 0 commits en el último año
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Datos de entrada utilizados
commits_last_year0
human_commit_share0,97
days_since_last_push240
active_weeks_last_year0
Cómo se puntúa
27/27Publica versiones — 10 versiones publicadas
0/36Recencia de las versiones — última versión hace 1662 días
19.8/27Cadencia de publicación — una versión cada ~59,7 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count10
latest_release_tagv0.3.3
releases_from_tagsno
days_since_latest_release1662
mean_days_between_releases59,7
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?

46En riesgo · 18% del índice global
Cómo se puntúa
36.2/60Estrellas — 172 estrellas
12.5/25Forks — 33 forks
1.7/15Observadores — 3 observadores
Datos de entrada utilizados
forks33
stars172
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
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
Cómo se puntúa
28/80Descargas mensuales — 124 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesbeta_rec
dependents
ecosystemspypi
total_downloads
monthly_downloads124
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

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

65Moderado · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
14.6/22.5Distribución de commits — el principal contribuyente firma el 35% de los commits
13.5/13.5Amplitud de contribuyentes — 13 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Datos de entrada utilizados
bus_factor2
contributors_sampled13
top_contributor_share0,351
Cómo se puntúa
38.9/46.8Resolución de issues — 83% de issues cerradas
34.2/38.3Aceptación de PR — 281/314 PR decididos fusionados
10.5/15OpenSSF Scorecard: Code-Review — Found 7/9 approved changesets -- score normalized to 7
Datos de entrada utilizados
merged_prs281
open_issues21
closed_issues104
issue_closed_ratio0,832
closed_unmerged_prs33
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
0/25Alcance del propietario — 0 seguidores de beta-team
17.1/25Trayectoria — 4 repos públicos, cuenta de ~6 años
Datos de entrada utilizados
followers0
owner_typeOrganization
is_verified
owner_loginbeta-team
public_repos4
account_age_days2322
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
4/35Recencia de publicación — última publicación hace 1972 días
20/20Historial de versiones — 6 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesbeta_rec
ecosystemspypi
any_deprecatedno
min_days_since_publish1972

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

65Moderado · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 1 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 12 merged PRs checked by a CI test -- score normalized to 0
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://beta-recsys.readthedocs.io/en/latest/
10/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepagehttps://beta-recsys.readthedocs.io/en/latest/
has_readme
has_docs_dir
has_description

Seguridad

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

37En 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
0/2.5CI-Tests — 0 out of 12 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 7/9 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
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 — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 90 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3,8
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
5.3/35Dependencias directas libres de avisos conocidos — 4 afectados: ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1), +1 más
7.4/25Dependencias indirectas libres de avisos conocidos — 2 afectados: idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)
21.5/40Sin avisos pendientes — 5 paquete(s) con avisos sin atender más allá de 90 días; el más antiguo publicado hace 2261 días
Datos de entrada utilizados
sourceosv
advisories58
affected_packages6
assessed_packages80
unassessed_packages0
affected_by_severitycritical 1, high 3, moderate 1, unknown 1
direct_affected_packages4
Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:beta_rec@0.3.2 —lo que arrastra la instalación del paquete publicado—: 80 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

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

43En 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)
20.3/40Historial de commits legible — 37 de 97 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,381
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — Makefile, docs/Makefile
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 100
8/8Mantenimiento automatizado — 3 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_languageno
bootstrap_filesMakefile, docs/Makefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,03
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/119 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes39.242
source_files_sampled119
oversized_source_files0
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples, notebooks
Datos de entrada utilizados
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Datos clave

172estrellas de GitHub
13contribuidores
0commits en los últimos 12 meses
240días desde el último push
10versiones publicadas
2factor bus
21issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Más detalle

Historial de estrellas y forks 0 ★ / 33 ⇿
0Estrellas
33Forks
10Versiones

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.

01325383242020-032022-062024-08
Mayor 0Menor 2Parche 7

Cada punto abarca 5 días.

OpenSSF Scorecard 3.8 / 10
3.8agregado

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 · 2026-07-25 08:43 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 12 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 7/9 approved changesets -- score normalized to 7
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
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
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities90 existing vulnerabilities detected
Todas las dependencias 24

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 24 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIaiofilesindirecta
PyPIaiohttpindirecta
PyPIgputil1.4.0indirecta
PyPImockindirecta
PyPImock4.0.1indirecta
PyPImunch2.5.0indirecta
PyPInest-asyncioindirecta
PyPInumpyindirecta
PyPIpandas1.0.3indirecta
PyPIpsutilindirecta
PyPIpy-cpuinfoindirecta
PyPIpy7zrindirecta
PyPIpytestindirecta
PyPIpytest-covindirecta
PyPIray2.8.1indirecta
PyPIrequests2.32.0indirecta
PyPIrstcheckindirecta
PyPIscikit-learnindirecta
PyPIscipyindirecta
PyPIsphinx-markdown-tablesindirecta
PyPItabulateindirecta
PyPItensorboardxindirecta
PyPItorchindirecta
PyPItqdmindirecta
Avisos de dependencias 6

Instalar pypi:beta_rec@0.3.2 arrastra 80 paquetes, directos y transitivos: 6 tienen avisos conocidos, de los cuales 4 son dependencias directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
ray1.0.1directacrítica212.56.0
py7zr0.22.0directaalta61.1.3
idna2.10.0indirectaalta43.15
urllib31.25.11indirectaalta182.7.0
requests2.24.0directamoderada82.33.0
pandas1.0.3directadesconocida11.0.4

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

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 1896,
      "has_wiki": true,
      "homepage": "https://beta-recsys.readthedocs.io/en/latest/",
      "languages": {
        "Shell": 1598,
        "Python": 685346,
        "Makefile": 215,
        "Dockerfile": 3198
      },
      "pushed_at": "2025-11-26T19:42:17Z",
      "created_at": "2020-03-15T17:03:32Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-19T07:35:56Z",
      "description": "Beta-RecSys: Build, Evaluate and Tune Automated Recommender Systems",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "Organization",
      "login": "beta-team",
      "company": null,
      "location": null,
      "followers": 0,
      "avatar_url": "https://avatars.githubusercontent.com/u/62214309?v=4",
      "created_at": "2020-03-15T16:59:32Z",
      "is_verified": null,
      "public_repos": 4,
      "account_age_days": 2322
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.3.3",
          "kind": "patch",
          "published_at": "2022-01-04T13:09:37Z"
        },
        {
          "tag": "v0.3.2",
          "kind": "patch",
          "published_at": "2021-02-28T14:29:38Z"
        },
        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2021-01-26T21:12:57Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2021-01-09T15:21:40Z"
        },
        {
          "tag": "v0.2.4",
          "kind": "patch",
          "published_at": "2020-12-24T23:03:54Z"
        },
        {
          "tag": "v0.2.3",
          "kind": "patch",
          "published_at": "2020-11-23T11:27:18Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2020-10-26T10:24:45Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2020-09-23T23:12:22Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2020-09-23T10:29:52Z"
        },
        {
          "tag": "v0.1",
          "kind": "other",
          "published_at": "2020-07-15T19:25:05Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "200f7412135e4599e4a5d0db74ae54d0704432e1",
          "body": "Bump ray from 2.3.0 to 2.8.1",
          "is_bot": false,
          "headline": "Merge pull request #437 from beta-team/dependabot/pip/ray-2.8.1",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:16:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ace5f85d267e6f4ad2534680b13ce41151af90b",
          "body": "Bumps [ray](https://github.com/ray-project/ray) from 2.3.0 to 2.8.1.\n- [Release notes](https://github.com/ray-project/ray/releases)\n- [Commits](https://github.com/ray-project/ray/compare/ray-2.3.0...ray-2.8.1)\n\n---\nupdated-dependencies:\n- dependency-name: ray\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump ray from 2.3.0 to 2.8.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-01-19T08:15:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd3cd120e59722457e246d0c473ab596eb97f0fe",
          "body": "Bump requests from 2.31.0 to 2.32.0",
          "is_bot": false,
          "headline": "Merge pull request #435 from beta-team/dependabot/pip/requests-2.32.0",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:14:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07168b59d6afa8d4f7e2bc2bb6ff5114f3ee7932",
          "body": "fix: update ray version",
          "is_bot": false,
          "headline": "Merge pull request #436 from beta-team/ray",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:14:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3afe38bf3b0d23b732e41affc9a3a480c0b6fd7",
          "body": null,
          "is_bot": false,
          "headline": "fix: update ray version",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:13:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3de3fc03a7d481db97852b83b2ccb43aa8eab4b",
          "body": "---\nupdated-dependencies:\n- dependency-name: requests\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-05-21T06:13:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "625189d5e1002a3edc27c3e3ce075fddf7ae1c92",
          "body": "Bump requests from 2.24.0 to 2.31.0",
          "is_bot": false,
          "headline": "Merge pull request #433 from beta-team/dependabot/pip/requests-2.31.0",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2023-08-28T13:33:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7b11cc3b30b81797bfdf872ab0993f64c8c6f42",
          "body": "Bumps [requests](https://github.com/psf/requests) from 2.24.0 to 2.31.0.\n- [Release notes](https://github.com/psf/requests/releases)\n- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)\n- [Commits](https://github.com/psf/requests/compare/v2.24.0...v2.31.0)\n\n---\nupdated-dependencies:\n- dependency-name: requests\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump requests from 2.24.0 to 2.31.0",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-05-22T23:55:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89d96b08f27a66182999f3b61bcfb41498319480",
          "body": "Fixed a bug in EvalEngine",
          "is_bot": false,
          "headline": "Merge pull request #432 from JavierSanzCruza/LightGCN-Sigmoid",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2023-01-19T13:08:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af6a4cf7f464593d39cc52da040f23c192d85698",
          "body": null,
          "is_bot": false,
          "headline": "Removed a blank space",
          "author_name": "Javier Sanz-Cruzado",
          "author_login": "JavierSanzCruza",
          "committed_at": "2023-01-17T16:54:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c356b08c92f6092b00dce558cfd19a8568edfc37",
          "body": null,
          "is_bot": false,
          "headline": "Update eval_engine.py",
          "author_name": "Javier Sanz-Cruzado",
          "author_login": "JavierSanzCruza",
          "committed_at": "2023-01-17T16:48:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91a007b8612455fd34e6e53ea91e513de1789ab1",
          "body": "Fixed a bug in EvalEngine where it failed when a batch only contains a single (user, item) pair by adding that single pair to the second to last batch.",
          "is_bot": false,
          "headline": "Fixed a bug in EvalEngine",
          "author_name": "Javier Sanz-Cruzado",
          "author_login": "JavierSanzCruza",
          "committed_at": "2023-01-17T16:43:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4764723c941ecbdf7bf4379a47e4bc306ea560bc",
          "body": "Add SimGCL model",
          "is_bot": false,
          "headline": "Merge pull request #430 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-11T11:08:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36e37cce719fc49aefc8cd4d5923e9344e8b0466",
          "body": "Add the implementation of the SimGCL model",
          "is_bot": false,
          "headline": "Merge pull request #429 from TedSIWEILIU/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2022-05-11T11:02:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "621850f7546d520e12030e8276b7a2faceb3cb05",
          "body": null,
          "is_bot": false,
          "headline": "Update simgcl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-11T10:58:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8497fdaf2ffbfb136936756126a5055487359ab6",
          "body": null,
          "is_bot": false,
          "headline": "Update simgcl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-10T22:29:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2853da827e70161bf8a8d355d1cd6097cbaaf0ce",
          "body": null,
          "is_bot": false,
          "headline": "Create train_simgcl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-10T22:18:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5dc308fe75303f69b2d7b217ef1ae9e093c14e83",
          "body": null,
          "is_bot": false,
          "headline": "Create simgcl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-10T22:17:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bf730140503de33e30e7fe7700e5e28975d8f0e",
          "body": null,
          "is_bot": false,
          "headline": "Create simgcl_default.json",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-10T22:16:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d55771ab1b2ebf3d80cb728094efb081797549d5",
          "body": "Add SimGCL",
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-10T22:15:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d35e2f4ed5efdf1a44c4877e9c7a9e5f5940b2fb",
          "body": "Develop",
          "is_bot": false,
          "headline": "Merge pull request #16 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-05-10T22:11:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5daa09aa9c02a635e170883ca84509110fdddc98",
          "body": "Fixed LightGCN error",
          "is_bot": false,
          "headline": "Merge pull request #426 from JavierSanzCruza/LightGCN-Sigmoid",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-02-24T17:32:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c05e395f3ea6d3be8926b259ef6a5d4cc7dae16",
          "body": "Added a sigmoid to the LightGCN outcome.",
          "is_bot": false,
          "headline": "Update lightgcn.py",
          "author_name": "Javier Sanz-Cruzado",
          "author_login": "JavierSanzCruza",
          "committed_at": "2022-02-24T12:07:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dd15774cb196001ee232e1987f1bf1346e48a55",
          "body": "Modified LightGCN: removed the Sigmoid activation function for the outcome, and fixed a minor error, where the LightGCN module did not set to evaluation mode in the predict function.",
          "is_bot": false,
          "headline": "Update lightgcn.py",
          "author_name": "Javier Sanz-Cruzado",
          "author_login": "JavierSanzCruza",
          "committed_at": "2022-02-24T11:26:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc5a4f90282131e6a95a93f2284749beceaaf29f",
          "body": "Develop",
          "is_bot": false,
          "headline": "Merge pull request #425 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-02-07T22:31:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5bbb5cf334b760a9926b1fa597e93949faf671d",
          "body": "Update amazon.py",
          "is_bot": false,
          "headline": "Merge pull request #424 from TedSIWEILIU/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2022-02-07T22:28:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c53a1f9c3959855f9e7a19382604909aec4e64b0",
          "body": null,
          "is_bot": false,
          "headline": "Update amazon.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-02-07T22:07:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b15c4fd1f1a74f892a434ff524ee0abc862cc6d8",
          "body": null,
          "is_bot": false,
          "headline": "Update amazon.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-02-07T22:01:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b467511166dcbbb6df7ddf3d9f813923c342658",
          "body": "Develop",
          "is_bot": false,
          "headline": "Merge pull request #423 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-02-03T16:58:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f0f91379c6467b8eedbf0f25dac4f1249ea55cd",
          "body": "Update lightgcn.py",
          "is_bot": false,
          "headline": "Merge pull request #422 from TedSIWEILIU/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2022-02-03T16:47:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33155121521454596cfe7ae5eff01c17bc98de83",
          "body": null,
          "is_bot": false,
          "headline": "Update lightgcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-02-03T16:35:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2990de161fcc794f8cbc9f2393cb852376895b53",
          "body": "1. Fix the dropout issue: The dropout function was called in all forward passes. Now it's only called for each training forward pass.\r\n2. Add the nn.Sigmoid() for the prediction layer.",
          "is_bot": false,
          "headline": "Update lightgcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-02-03T16:30:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ae275ec6aa9811ccbc8ffff51bdcc8a1e19f556",
          "body": "Update sgl.py",
          "is_bot": false,
          "headline": "Merge pull request #420 from TedSIWEILIU/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2022-01-16T06:54:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d408509c5a1fa4ab6c53786127374c45613a28f",
          "body": "Slove the issue when running SGL on GPU.\r\nReason: self.adj_mat is not placed on the same device as ego_embeddings.",
          "is_bot": false,
          "headline": "Update sgl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-15T22:24:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b6b328d2356df63b3fc20688cccf8d764630fe2",
          "body": "Add buir; Fix movielen",
          "is_bot": false,
          "headline": "Merge pull request #419 from TedSIWEILIU/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T21:28:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a57b1755c83176c5e38ceb9ed06de2d70af2f0f8",
          "body": null,
          "is_bot": false,
          "headline": "Update movielens.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T21:24:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "618835fd472b32307f5ba369e4e2f47af2ba00c8",
          "body": null,
          "is_bot": false,
          "headline": "Update movielens.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T21:19:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7cb3426254018803eb44aa1641975533d377dbb6",
          "body": null,
          "is_bot": false,
          "headline": "Update movielens.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T21:12:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "900d7ad5839fa1b9ee3b2979f2ac8cfb9893b023",
          "body": null,
          "is_bot": false,
          "headline": "Update amazon.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T21:03:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60143da990bec13b950ba6240d098efd53833aba",
          "body": null,
          "is_bot": false,
          "headline": "Update movielens.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T20:43:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af96ec8720529f07dd4d31ae352917eeb75c27d0",
          "body": null,
          "is_bot": false,
          "headline": "Update movielens.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T20:34:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "305b41434e626b77bba938c09c3121c4a03c4800",
          "body": null,
          "is_bot": false,
          "headline": "Create buir.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T17:13:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d944da8e1a86cba60055b9d843c7b3693a17cd5",
          "body": null,
          "is_bot": false,
          "headline": "Create buir_default.json",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T17:12:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f22e42fa81b197fd7bac52167851b29015aa9ae5",
          "body": "Add the model from \"Bootstrapping User and Item Representations for One-Class Collaborative Filtering\", SIGIR2021",
          "is_bot": false,
          "headline": "Create train_buir.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T17:12:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a526192358974f51592a1b7deb11cb77cae9b59b",
          "body": "Add the missing MovieLens 10m dataset",
          "is_bot": false,
          "headline": "Update movielens.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-05T17:10:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00f467de29f661f79059819d225a05d364093849",
          "body": "Release Version v0.3.3",
          "is_bot": false,
          "headline": "Merge pull request #418 from beta-team/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2022-01-04T13:05:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77735c27756dcb9b89d3cb69ca972bff5ddb1fe8",
          "body": "Add SGL",
          "is_bot": false,
          "headline": "Merge pull request #417 from TedSIWEILIU/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2022-01-04T13:03:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93abce22c6ecc97c84661a32ddec45932df52f9a",
          "body": null,
          "is_bot": false,
          "headline": "Update train_sgl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:58:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c1d0837441aac24010730c935658e1639e3568b",
          "body": null,
          "is_bot": false,
          "headline": "Update mixgcf.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:54:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7568c6718e9054e5ef5c31b4bf8f66552c22aa89",
          "body": null,
          "is_bot": false,
          "headline": "Update data_load.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:49:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31ac0f5904882c23cc45eaac375e4dd24da362e7",
          "body": null,
          "is_bot": false,
          "headline": "Update mixgcf.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:48:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "132467a0072528e365e7240624ec60d8e22a9617",
          "body": null,
          "is_bot": false,
          "headline": "Update ultragcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:48:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24353310a8c9475166998282b933408cd324813a",
          "body": null,
          "is_bot": false,
          "headline": "Update train_engine.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8be7e527c1127ee70c4958fd994f8ece3ef7872",
          "body": null,
          "is_bot": false,
          "headline": "Update train_ultragcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:47:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d66c9168a1864e63e066223d53c7e08b7ad360ad",
          "body": null,
          "is_bot": false,
          "headline": "Update train_mixgcf.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:46:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08ffdd69280232b6d17cbc12ac5a5087726e482e",
          "body": null,
          "is_bot": false,
          "headline": "Update train_lightgcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:46:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3f9f1b170eca3f672dd1d6e1d79a1df327f9864",
          "body": null,
          "is_bot": false,
          "headline": "Update train_sgl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:36:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0466f4d78f294dce0ff77a435171c5b1d51c363",
          "body": null,
          "is_bot": false,
          "headline": "Update sgl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:36:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e441389ca91a1b896702d86ef7fdcd0e27aa92c6",
          "body": null,
          "is_bot": false,
          "headline": "Update base_data.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:35:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abdad216f79c647515358a01c8c0329cff1a8ffb",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:15:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7073a935682f33b46b4af063807506de156a9f1",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:14:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b83919808399faaa6147a268feb3fcddd70dbab",
          "body": null,
          "is_bot": false,
          "headline": "Update base_data.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:11:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "556cb6b7bfb439a949ac29963c7858e1a042844b",
          "body": null,
          "is_bot": false,
          "headline": "Create sgl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:09:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f75e9daffb3b7c75428a9cb414ac4b5fbb9aa308",
          "body": null,
          "is_bot": false,
          "headline": "Create train_sgl.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:08:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d7504bc67abee4f1208677e8e83b5b189312ed2",
          "body": null,
          "is_bot": false,
          "headline": "Create sgl_default.json",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-04T12:08:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41d912178d4854f6aa4dde09c77fd50190fb0fc2",
          "body": "Fix a typo for the amazon instant video dataset",
          "is_bot": false,
          "headline": "Update amazon.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2022-01-02T17:03:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60aa68327f0ee78cd0756d531dc546f57fe5942d",
          "body": "Add the UltraGCN model & fix the batch evaluation",
          "is_bot": false,
          "headline": "Merge pull request #416 from TedSIWEILIU/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2021-12-29T21:38:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e2289fca42151b6027a309537a58816ff24184c4",
          "body": null,
          "is_bot": false,
          "headline": "Create train_ultragcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-12-29T21:29:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "856b02b6b144ce75582c848830a7ca2462dc4648",
          "body": null,
          "is_bot": false,
          "headline": "Create ultragcn_default.json",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-12-29T21:28:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "720b9021ecee4619b16da2abdbb09fbc8283a5b4",
          "body": null,
          "is_bot": false,
          "headline": "Create ultragcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-12-29T21:27:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4b9e95da99df3b5eab0be5f4ea206d56b90db2a",
          "body": "Add the function to produce and store necessary matrix for UltraGCN",
          "is_bot": false,
          "headline": "Update base_data.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-12-29T21:27:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87106a09124f6746da36cf747fe7a1eaa4614aa8",
          "body": null,
          "is_bot": false,
          "headline": "Update eval_engine.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-12-29T21:15:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5afb37ca789b1b436db1456693bc220970121404",
          "body": "Develop",
          "is_bot": false,
          "headline": "Merge pull request #15 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-12-29T21:14:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b874f47959bde25c4429d08815a71458784d2e4a",
          "body": "Develop",
          "is_bot": false,
          "headline": "Merge pull request #415 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-10-22T14:40:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f2538cedc1915f5e74500a0c761e798661193ca",
          "body": "Fix NCF relevant files",
          "is_bot": false,
          "headline": "Merge pull request #414 from TedSIWEILIU/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-10-22T14:02:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf21858d095752296d1e18b3da05d14fdeed7c78",
          "body": "Fix the issue that \"self.data.n_train\" does not exist",
          "is_bot": false,
          "headline": "Update train_ncf.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-25T19:15:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ff6b01f4ad0a995701804b3bb5d388a63790b75",
          "body": "Fix the nonexistent model name",
          "is_bot": false,
          "headline": "Update ncf_default.json",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-25T19:14:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a6c8127d40b6720e0359167dc4a86beddb161e1",
          "body": "Improve code",
          "is_bot": false,
          "headline": "Merge pull request #413 from TedSIWEILIU/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-24T19:25:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ca33acb06681796d6bbe93fa3a502dbeea93f1c",
          "body": null,
          "is_bot": false,
          "headline": "Update lcfn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-24T19:22:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1ff3b7775d2a90d73c36dfb13f3645250fce1d0",
          "body": null,
          "is_bot": false,
          "headline": "Update train_lightgcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-24T19:21:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97477c26eb04a15e54daddd33e23ce9fc2b1f9e9",
          "body": "Update common_util.py",
          "is_bot": false,
          "headline": "Merge pull request #412 from TedSIWEILIU/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-24T14:41:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce613952dc47b169f0b56dbcbfc6fa5c5f527df9",
          "body": "Fix the device/cuda issue",
          "is_bot": false,
          "headline": "Update mixgcf.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-23T20:44:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e37de4c7a39c2b403971ee4ef6e7b5fe31aba9bb",
          "body": "Add more mapping",
          "is_bot": false,
          "headline": "Update data_load.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-23T20:42:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68b4d142d85111d9154923c952bab7ae13821939",
          "body": "Fix the \"OMP: Warning #190: Forking a process while a parallel region is active is potentially unsafe.\" issue",
          "is_bot": false,
          "headline": "Update train_lightgcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-23T20:40:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "604c71c276a15e6acb2130aec49327e33789d941",
          "body": null,
          "is_bot": false,
          "headline": "Update common_util.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-23T13:36:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c14a4836554f998240eff3dd994e094fd56511a5",
          "body": "Add MixGCF model",
          "is_bot": false,
          "headline": "Merge pull request #410 from TedSIWEILIU/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:33:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a8b047bacd150ddcef63d6473f9b1b215c5e5f5",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:31:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9697902276ad4466b95712456639a79c2f861d1",
          "body": null,
          "is_bot": false,
          "headline": "Update train_lightgcn.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:25:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad13c39c208ad811f6d5f5bf7f308c2dccac4ca2",
          "body": null,
          "is_bot": false,
          "headline": "Update base_data.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:24:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5cb041cbb90ffdab6b96d6d028300b5b8ce29572",
          "body": null,
          "is_bot": false,
          "headline": "Create mixgcf.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:23:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bfd4365b66290ecda69293fdc864ba22c84d4cb4",
          "body": null,
          "is_bot": false,
          "headline": "Create mixgcf_default.json",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:23:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bded0789054e8d459a65a9995ab7f28b5dd1717",
          "body": null,
          "is_bot": false,
          "headline": "Create train_mixgcf.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:22:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "297c61cac2168c758a5827287bc650ecee73ddd8",
          "body": "Merge pull request #409 from TedSIWEILIU/develop",
          "is_bot": false,
          "headline": "Merge pull request #14 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-09-16T21:21:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36af0fcc98b599419e4f2258070b495fefadae05",
          "body": "Fix train engine",
          "is_bot": false,
          "headline": "Merge pull request #409 from TedSIWEILIU/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-07-03T10:43:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d2641f14d2b0db1a86b4f62c1c1fafdd414f4ed9",
          "body": null,
          "is_bot": false,
          "headline": "Update train_engine.py",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-07-03T10:41:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db928d9ba1d219e597ba6bc223bff776d54b3d88",
          "body": "The original test function failed to reload the best performing model.",
          "is_bot": false,
          "headline": "Fix train engine.",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-07-03T10:35:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ddae54d490e351df3505f181477ed210bd01930",
          "body": "Develop",
          "is_bot": false,
          "headline": "Merge pull request #13 from beta-team/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-07-03T10:33:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be6a5c9307e00cc7bb06cbfd407a637e9d5afbb0",
          "body": "Develop",
          "is_bot": false,
          "headline": "Merge pull request #402 from beta-team/develop",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2021-03-18T23:15:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8db18606f5cdb90ad6579ee3a7d4f669c8420673",
          "body": "chore: update userKNN and itemKNN",
          "is_bot": false,
          "headline": "Merge pull request #401 from wangxieric/develop",
          "author_name": "siwei",
          "author_login": "TedSIWEILIU",
          "committed_at": "2021-03-18T00:32:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "149c056e07e18cd4644cbc41e64c8730663cce21",
          "body": null,
          "is_bot": false,
          "headline": "chore: update itemKNN and userKNN",
          "author_name": "wangxieric",
          "author_login": "wangxieric",
          "committed_at": "2021-03-17T14:57:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 10,
      "commits_last_year": 0,
      "latest_release_at": "2022-01-04T13:09:37Z",
      "latest_release_tag": "v0.3.3",
      "releases_from_tags": false,
      "days_since_last_push": 240,
      "active_weeks_last_year": 0,
      "days_since_latest_release": 1662,
      "mean_days_between_releases": 59.7
    },
    "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": "beta_rec",
          "exists": true,
          "license": null,
          "keywords": [
            "pytorch",
            "recommender system",
            "recommendations"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/beta_rec/",
          "is_deprecated": false,
          "latest_version": "0.3.2",
          "repository_url": "https://github.com/beta-team/beta-recsys",
          "versions_count": 6,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 124,
          "first_published_at": "2020-09-24T16:23:48.819995Z",
          "latest_published_at": "2021-02-28T15:09:44.302423Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 1972
        }
      ]
    },
    "popularity": {
      "forks": 33,
      "stars": 172,
      "watchers": 3,
      "fork_history": {
        "days": [
          {
            "date": "2020-03-19",
            "count": 1
          },
          {
            "date": "2020-03-24",
            "count": 1
          },
          {
            "date": "2020-03-26",
            "count": 1
          },
          {
            "date": "2020-04-06",
            "count": 1
          },
          {
            "date": "2020-05-22",
            "count": 1
          },
          {
            "date": "2020-06-03",
            "count": 1
          },
          {
            "date": "2020-07-08",
            "count": 1
          },
          {
            "date": "2020-07-29",
            "count": 1
          },
          {
            "date": "2020-09-24",
            "count": 1
          },
          {
            "date": "2020-09-25",
            "count": 1
          },
          {
            "date": "2020-09-27",
            "count": 1
          },
          {
            "date": "2020-09-28",
            "count": 2
          },
          {
            "date": "2020-11-07",
            "count": 1
          },
          {
            "date": "2020-11-17",
            "count": 1
          },
          {
            "date": "2020-11-25",
            "count": 1
          },
          {
            "date": "2020-12-14",
            "count": 1
          },
          {
            "date": "2020-12-21",
            "count": 1
          },
          {
            "date": "2020-12-26",
            "count": 1
          },
          {
            "date": "2021-02-04",
            "count": 1
          },
          {
            "date": "2021-02-09",
            "count": 2
          },
          {
            "date": "2021-09-21",
            "count": 1
          },
          {
            "date": "2021-10-15",
            "count": 1
          },
          {
            "date": "2021-10-22",
            "count": 1
          },
          {
            "date": "2022-01-21",
            "count": 1
          },
          {
            "date": "2022-02-24",
            "count": 1
          },
          {
            "date": "2022-05-26",
            "count": 1
          },
          {
            "date": "2022-05-27",
            "count": 1
          },
          {
            "date": "2023-10-20",
            "count": 1
          },
          {
            "date": "2023-11-06",
            "count": 1
          },
          {
            "date": "2024-08-17",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 32,
        "total_forks": 33
      },
      "star_history": null,
      "open_issues_and_prs": 23
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 39242,
      "source_files_sampled": 119,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "requirements.txt",
        "setup.cfg",
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [
          {
            "name": "ray",
            "direct": true,
            "version": "1.0.1",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.8,
            "advisory_ids": [
              "GHSA-3pww-qvr8-6mhp",
              "GHSA-6cxr-8q3m-jwrr",
              "GHSA-6wgj-66m2-xxp2",
              "GHSA-gx77-xgc2-4888",
              "GHSA-h3xg-wv58-5p43",
              "GHSA-hhrp-gw25-jr43",
              "GHSA-j3mh-qmjj-xp83",
              "GHSA-q279-jhrf-cc6v",
              "GHSA-q5fh-2hc8-f6rq",
              "GHSA-w4rh-fgx7-q63m"
            ],
            "fixed_version": "2.56.0",
            "advisory_count": 21,
            "oldest_advisory_days": 981
          },
          {
            "name": "py7zr",
            "direct": true,
            "version": "0.22.0",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 8,
            "advisory_ids": [
              "GHSA-gjrg-mpp7-g774",
              "GHSA-h4gh-22qq-72r7",
              "GHSA-q6rc-2cgv-63h7",
              "PYSEC-2026-2972",
              "PYSEC-2026-2973",
              "PYSEC-2026-2974"
            ],
            "fixed_version": "1.1.3",
            "advisory_count": 6,
            "oldest_advisory_days": 35
          },
          {
            "name": "idna",
            "direct": false,
            "version": "2.10.0",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-65pc-fj4g-8rjx",
              "GHSA-jjg7-2v4v-x38h",
              "PYSEC-2024-60",
              "PYSEC-2026-215"
            ],
            "fixed_version": "3.15",
            "advisory_count": 4,
            "oldest_advisory_days": 834
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "1.25.11",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 8.1,
            "advisory_ids": [
              "GHSA-2xpw-w6gg-jr37",
              "GHSA-34jh-p97f-mpxf",
              "GHSA-38jv-5279-wg99",
              "GHSA-g4mx-q9vg-27p4",
              "GHSA-gm62-xv2j-4w53",
              "GHSA-pq67-6m6q-mj2v",
              "GHSA-q2q7-5pp4-w6pg",
              "GHSA-qccp-gfcp-xxvc",
              "GHSA-v845-jxx5-vc9f",
              "PYSEC-2021-108"
            ],
            "fixed_version": "2.7.0",
            "advisory_count": 18,
            "oldest_advisory_days": 1879
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.24.0",
            "severity": "moderate",
            "ecosystem": "pypi",
            "cvss_score": 6.1,
            "advisory_ids": [
              "GHSA-9hjg-9r4m-mvj7",
              "GHSA-9wx4-h78v-vm56",
              "GHSA-gc5v-m9x4-r6x2",
              "GHSA-j8r2-6x86-q33q",
              "PYSEC-2023-74",
              "PYSEC-2026-1872",
              "PYSEC-2026-1873",
              "PYSEC-2026-2275"
            ],
            "fixed_version": "2.33.0",
            "advisory_count": 8,
            "oldest_advisory_days": 1159
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "1.0.3",
            "severity": "unknown",
            "ecosystem": "pypi",
            "cvss_score": null,
            "advisory_ids": [
              "PYSEC-2020-73"
            ],
            "fixed_version": "1.0.4",
            "advisory_count": 1,
            "oldest_advisory_days": 2261
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "high": 3,
          "unknown": 1,
          "critical": 1,
          "moderate": 1
        },
        "advisory_count": 58,
        "affected_count": 6,
        "assessed_count": 80,
        "malicious_count": 0,
        "assessed_package": "pypi:beta_rec@0.3.2",
        "unassessed_count": 0,
        "direct_affected_count": 4
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "aiofiles",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "gputil",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mock",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mock",
            "direct": false,
            "version": "4.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "munch",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "1.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "py-cpuinfo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "py7zr",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ray",
            "direct": false,
            "version": "2.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rstcheck",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-markdown-tables",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tensorboardx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 24,
        "direct_count": 0,
        "indirect_count": 24
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 281,
        "open_issues": 21,
        "closed_ratio": 0.832,
        "closed_issues": 104,
        "closed_unmerged_prs": 33
      },
      "bus_factor": 2,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "leungyukshing",
          "commits": 404,
          "avatar_url": "https://avatars.githubusercontent.com/u/29545063?v=4"
        },
        {
          "type": "User",
          "login": "mengzaiqiao",
          "commits": 370,
          "avatar_url": "https://avatars.githubusercontent.com/u/2853469?v=4"
        },
        {
          "type": "User",
          "login": "TedSIWEILIU",
          "commits": 225,
          "avatar_url": "https://avatars.githubusercontent.com/u/36344915?v=4"
        },
        {
          "type": "User",
          "login": "wangxieric",
          "commits": 51,
          "avatar_url": "https://avatars.githubusercontent.com/u/22404559?v=4"
        },
        {
          "type": "User",
          "login": "Alva112358",
          "commits": 25,
          "avatar_url": "https://avatars.githubusercontent.com/u/26009009?v=4"
        },
        {
          "type": "User",
          "login": "ChaosCodes",
          "commits": 20,
          "avatar_url": "https://avatars.githubusercontent.com/u/23294676?v=4"
        },
        {
          "type": "User",
          "login": "QiangAIResearcher",
          "commits": 18,
          "avatar_url": "https://avatars.githubusercontent.com/u/33811673?v=4"
        },
        {
          "type": "User",
          "login": "shuqi-mo",
          "commits": 17,
          "avatar_url": "https://avatars.githubusercontent.com/u/73651831?v=4"
        },
        {
          "type": "User",
          "login": "mdimitrov97",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/54806818?v=4"
        },
        {
          "type": "User",
          "login": "yashonwu",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/18651001?v=4"
        }
      ],
      "contributors_sampled": 13,
      "top_contributor_share": 0.351
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "python_ci.yml"
      ],
      "has_docs_dir": true,
      "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": 0,
            "reason": "0 out of 12 merged PRs checked by a CI test -- score normalized to 0",
            "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": 7,
            "reason": "Found 7/9 approved changesets -- score normalized to 7",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 6 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "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": 0,
            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "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": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "90 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "200f7412135e4599e4a5d0db74ae54d0704432e1",
        "ran_at": "2026-07-25T08:43:36Z",
        "aggregate_score": 3.8,
        "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": "2026-02-21T18:13:18Z",
      "oldest_open_prs": [
        {
          "number": 439,
          "created_at": "2025-06-10T08:26:33Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 441,
          "created_at": "2025-11-26T19:42:14Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2025-01-19T08:16:48Z",
      "ci_last_conclusion": "FAILURE",
      "oldest_open_issues": [
        {
          "number": 249,
          "created_at": "2020-08-02T21:51:55Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 250,
          "created_at": "2020-08-02T21:53:10Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 300,
          "created_at": "2020-10-25T09:20:17Z",
          "last_comment_at": "2020-12-22T08:28:32Z",
          "last_comment_author": "leungyukshing"
        },
        {
          "number": 304,
          "created_at": "2020-10-26T10:34:24Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 322,
          "created_at": "2020-11-10T16:41:50Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 342,
          "created_at": "2020-11-21T14:12:44Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 362,
          "created_at": "2020-12-24T03:09:47Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 376,
          "created_at": "2021-01-09T15:04:40Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 377,
          "created_at": "2021-01-09T15:05:02Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 381,
          "created_at": "2021-01-25T08:54:38Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 390,
          "created_at": "2021-02-22T06:41:48Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 392,
          "created_at": "2021-02-23T04:40:39Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 400,
          "created_at": "2021-03-06T13:13:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 404,
          "created_at": "2021-03-20T14:39:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 405,
          "created_at": "2021-03-20T14:45:03Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 407,
          "created_at": "2021-04-10T14:16:30Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 408,
          "created_at": "2021-04-10T14:17:57Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 411,
          "created_at": "2021-09-21T20:23:15Z",
          "last_comment_at": "2021-09-22T13:30:27Z",
          "last_comment_author": "mengzaiqiao"
        },
        {
          "number": 431,
          "created_at": "2023-01-17T16:40:39Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 434,
          "created_at": "2023-05-23T21:03:21Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/beta-team/beta-recsys",
    "host": "github.com",
    "name": "beta-recsys",
    "owner": "beta-team"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "critical",
      "name": "Overall health",
      "note": "Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.",
      "notes": [
        {
          "code": "abandonment_overall_adjustment",
          "params": {
            "cap": 49,
            "pct": 60
          }
        }
      ],
      "value": 29,
      "inputs": {
        "security": 37,
        "vitality": 23,
        "community": 46,
        "governance": 65,
        "engineering": 65,
        "abandonment_cap": 49,
        "abandonment_state": "likely_abandoned",
        "abandonment_multiplier": 60,
        "weighted_overall_before_abandonment": 48,
        "overall_after_abandonment_multiplier": 29
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 23,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 4,
            "inputs": {
              "commits_last_year": 0,
              "human_commit_share": 0.97,
              "days_since_last_push": 240,
              "active_weeks_last_year": 0
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 240 days ago",
                "points": 3.6,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 240
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "0/52 weeks with commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "0 commits in the last year",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "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": 52,
            "inputs": {
              "releases_count": 10,
              "latest_release_tag": "v0.3.3",
              "releases_from_tags": false,
              "days_since_latest_release": 1662,
              "mean_days_between_releases": 59.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "10 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1662 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 1662
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~59.7 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 59.7
                    }
                  }
                ],
                "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": "moderate",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "cap": 49,
              "state": "likely_abandoned",
              "guards": [],
              "signals": [
                "issue_rot",
                "unfixed_advisory",
                "release_stall",
                "scorecard_unmaintained",
                "broken_ci"
              ],
              "red_flag": true,
              "multiplier_pct": 60,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": 2,
              "unanswered_open_issues": 18,
              "days_since_last_merged_pr": 552,
              "days_since_last_human_commit": 552,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "no human commit for 552 days; 5 unmet obligation(s): issues unanswered, a fixed advisory left unapplied, releases stalled, Scorecard reports it unmaintained, CI broken",
                "points": 60,
                "status": "partial",
                "details": [
                  {
                    "code": "abandonment_flagged",
                    "params": {
                      "days": 552,
                      "count": 5,
                      "signals": "issues unanswered, a fixed advisory left unapplied, releases stalled, Scorecard reports it unmaintained, CI broken"
                    }
                  }
                ],
                "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": 46,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "forks": 33,
              "stars": 172,
              "watchers": 3,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "172 stars",
                "points": 36.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 172
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "33 forks",
                "points": 12.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 33
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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 (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 35,
            "inputs": {
              "packages": [
                "beta_rec"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 124
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "124 downloads/month across pypi",
                "points": 28,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 124,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 65,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 13,
              "top_contributor_share": 0.351
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 35% of commits",
                "points": 14.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 35
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "13 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "merged_prs": 281,
              "open_issues": 21,
              "closed_issues": 104,
              "issue_closed_ratio": 0.832,
              "closed_unmerged_prs": 33
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "83% of issues closed",
                "points": 38.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "281/314 decided PRs merged",
                "points": 34.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 281,
                      "decided": 314
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 7/9 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 47,
            "inputs": {
              "followers": 0,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "beta-team",
              "public_repos": 4,
              "account_age_days": 2322
            },
            "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": "0 followers of beta-team",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 0,
                      "login": "beta-team"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "4 public repos, account ~6 yr old",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 4
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "moderate",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "packages": [
                "beta_rec"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1972
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1972 days ago",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1972
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "6 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 65,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "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": "0 out of 12 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": "https://beta-recsys.readthedocs.io/en/latest/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://beta-recsys.readthedocs.io/en/latest/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 37,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 38,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.8
            },
            "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": "0 out of 12 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 7/9 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "90 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Matched the pypi:beta_rec@0.3.2 runtime dependency closure — what installing the published package pulls in — 80 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:beta_rec@0.3.2",
                  "assessed": 80
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 34,
            "inputs": {
              "source": "osv",
              "advisories": 58,
              "affected_packages": 6,
              "assessed_packages": 80,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 3, moderate 1, unknown 1",
              "direct_affected_packages": 4
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "4 affected: ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1), +1 more",
                "points": 5.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 4,
                      "packages": "ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "2 affected: idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)",
                "points": 7.4,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "5 advisory-carrying package(s) unaddressed past 90 days; oldest published 2261 days ago",
                "points": 21.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 5,
                      "oldest": 2261
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 80,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 7
            },
            "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": 43,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.381,
              "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": "37 of 97 human commits state their intent (structured subject or explanatory body)",
                "points": 20.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 37,
                      "sampled": 97
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.03
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 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 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "3 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 39242,
              "source_files_sampled": 119,
              "oversized_source_files": 0
            },
            "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": "0/119 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 119,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T08:43:56.260038Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/beta-team/beta-recsys.svg",
  "full_name": "beta-team/beta-recsys",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

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

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