Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-22 21:04 UTC

RubixML / ML

A high-level machine learning and deep learning library for the PHP language.

PHPMIT★ 2199 estrellas⑂ 193 forksdesde feb 2018Ver en GitHub ↗

RubixML/ML tiene un índice de salud de 30 sobre 100, lo que lo sitúa en la banda En riesgo. Su puntuación más alta es Engineering Quality (78/100) y la más baja, Security (20/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

30
global / 100
En riesgo

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.

30
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.

La Política de Jurisdicciones de Alto Riesgo aplica un multiplicador del 50% a la salud global ponderada y le da un límite «En riesgo» de 49.

Titularidad

Rubix MLOrganización
314 seguidores22 repositorios públicosdesde sept 2018

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

Ecosistemas de paquetes

Métricas por categoría

Vitalidad

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

54Moderado · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
1.4/36Cadencia de commits — 2/52 semanas con commits
4.3/18Volumen de commits — 2 commits en el último año
1/10OpenSSF Scorecard: Maintained — 0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1
Datos de entrada utilizados
commits_last_year2
human_commit_share1
days_since_last_push0
active_weeks_last_year2
Cómo se puntúa
27/27Publica versiones — 79 versiones publicadas
16.2/36Recencia de las versiones — última versión hace 294 días
19.8/27Cadencia de publicación — una versión cada ~114,4 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count79
latest_release_tag2.5.3
releases_from_tagsno
days_since_latest_release294
mean_days_between_releases114,4
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?

76Bueno · 18% del índice global
Cómo se puntúa
54.2/60Estrellas — 2199 estrellas
19/25Forks — 193 forks
9.4/15Observadores — 50 observadores
Datos de entrada utilizados
forks193
stars2199
watchers50
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
Cómo se puntúa
63.3/80Descargas mensuales — 56.111 descargas/mes en packagist
9.9/20Dependientes en el registro — 30 paquetes dependen de él
Datos de entrada utilizados
packagesrubix/ml
dependents30
ecosystemspackagist
total_downloads1.568.425
monthly_downloads56.111

Sostenibilidad y Gobernanza

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

62Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
0.7/22.5Distribución de commits — el principal contribuyente firma el 97% de los commits
13.5/13.5Amplitud de contribuyentes — 35 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 17 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled35
top_contributor_share0,97
Cómo se puntúa
29.1/46.8Resolución de issues — 62% de issues cerradas
31.9/38.3Aceptación de PR — 170/204 PR decididos fusionados
4.5/15OpenSSF Scorecard: Code-Review — Found 11/30 approved changesets -- score normalized to 3
Datos de entrada utilizados
merged_prs170
open_issues73
closed_issues120
issue_closed_ratio0,622
closed_unmerged_prs34
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
18/25Alcance del propietario — 314 seguidores de RubixML
21.9/25Trayectoria — 22 repos públicos, cuenta de ~7 años
Datos de entrada utilizados
followers314
owner_typeOrganization
is_verified
owner_loginRubixML
public_repos22
account_age_days2866
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en packagist
26/35Recencia de publicación — última publicación hace 294 días
20/20Historial de versiones — 80 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesrubix/ml
ecosystemspackagist
any_deprecatedno
min_days_since_publish294

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

78Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 1 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — .php-cs-fixer.dist.php, phpstan.neon
0/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 1 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_config
has_precommit_configno

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://rubixml.github.io/ML
10/10Descripción del repositorio
10/10Topics — 9 topics
10/10Wiki
Datos de entrada utilizados
topicsmachine-learning, analytics, php, classification, clustering, regression, anomaly-detection, deep-learning, natural-language-processing
has_wiki
homepagehttps://rubixml.github.io/ML
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?

20Crítico · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
0/2.5CI-Tests — 1 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
2.2/7.5Code-Review — Found 11/30 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 17 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
0.8/7.5Maintained — 0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3,9
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier50
security_posture_after_multiplier20
security_posture_before_jurisdiction39
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging, signed_releases. Los pesos restantes se han renormalizado. La Política de Jurisdicciones de Alto Riesgo aplica un multiplicador del 50% y da a la postura de seguridad un límite «En riesgo» de 49.

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.

30En 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)
12.8/40Historial de commits legible — 24 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,24
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — .php-cs-fixer.dist.php, phpstan.neon
0/11Verificación estática de tipos
0/10Entorno reproducible
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
0/45Código verificable por tipos — PHP sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/653 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePHP
largest_source_bytes23.047
source_files_sampled653
oversized_source_files0

Datos clave

2199estrellas de GitHub
35contribuidores
2commits en los últimos 12 meses
0días desde el último push
79versiones publicadas
1factor bus
73issues abiertas
Packagistecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • No resolved dependencies carried a version and a supported ecosystem

Más detalle

Historial de estrellas y forks 0 ★ / 193 ⇿
0Estrellas
193Forks
72Versiones

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.

0408012016020018962018-122022-082026-05
Mayor 2Menor 12Parche 38

Cada punto abarca 7 días.

OpenSSF Scorecard 3.9 / 10
3.9agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-22 21:03 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
0CI-Tests1 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
3Code-ReviewFound 11/30 approved changesets -- score normalized to 3
10Contributorsproject has 17 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
1Maintained0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1
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
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 9
RegistroPaqueteRestricción de versiónManifiesto
Packagistamphp/parallel^1.3composer.json
Packagistandrewdalpino/okbloomer^1.0composer.json
Packagistpsr/log^1.1|^2.0|^3.0composer.json
Packagistrubix/tensor^3.0composer.json
Packagistsymfony/polyfill-mbstring^1.0composer.json
Packagistsymfony/polyfill-php80^1.17composer.json
Packagistsymfony/polyfill-php82^1.27composer.json
Packagistsymfony/polyfill-php83^1.27composer.json
Packagistwamania/php-stemmer^4.0composer.json
Todas las dependencias 17

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 9 paquetes directos y 8 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
Packagistamphp/paralleldirecta
Packagistandrewdalpino/okbloomerdirecta
Packagistpsr/logdirecta
Packagistrubix/tensordirecta
Packagistsymfony/polyfill-mbstringdirecta
Packagistsymfony/polyfill-php80directa
Packagistsymfony/polyfill-php82directa
Packagistsymfony/polyfill-php83directa
Packagistwamania/php-stemmerdirecta
Packagistext-jsonindirecta
Packagistfriendsofphp/php-cs-fixerindirecta
Packagistphpindirecta
Packagistphpbench/phpbenchindirecta
Packagistphpstan/extension-installerindirecta
Packagistphpstan/phpstanindirecta
Packagistphpstan/phpstan-phpunitindirecta
Packagistphpunit/phpunitindirecta
Avisos de dependencias sin evaluar

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

Informe JSON sin procesar legible por máquina
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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            "key": "stewardship",
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              "followers": 314,
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                "key": "ownership_backing",
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                "key": "owner_reach",
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                "key": "track_record",
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            "key": "package_maintenance",
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            "note": null,
            "notes": [],
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                "key": "not_deprecated",
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        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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        "metrics": [
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        ],
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                "key": "contributors",
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                "details": [],
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              },
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              },
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                "key": "dependency_update_tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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              },
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              },
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                "key": "maintained",
                "name": "Maintained",
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                "status": "partial",
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                "status": "excluded",
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                "key": "pinned_dependencies",
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                "status": "missed",
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              },
              {
                "key": "sast",
                "name": "SAST",
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                "status": "missed",
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              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "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": [],
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              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
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                "status": "met",
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                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "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": 50,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
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                  "role": "top_contributor",
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                  "country": "Iran"
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              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 20
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Iran: top_contributor (1)",
                "points": 50,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "top_contributor",
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        "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."
      }
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  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T21:04:11.496596Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/RubixML/ML.svg",
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}

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 agregadasPackagist.