Registro público
Informe de salud del softwareesquema 0.12.0 · métricas 1.13.0 · 2026-07-18 07:06 UTC

magenta / magenta-realtime

Magenta RealTime 2: An Open-Weights Live Music Model

Python · C++Apache-2.0★ 1683 estrellas⑂ 185 forksdesde jun 2025Ver en GitHub ↗
#jax#machine-learning#mlx#music#real-time

magenta/magenta-realtime tiene un índice de salud de 72 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (88/100) y la más baja, AI Readiness (45/100). Se actualizó por última vez hace 1 día. 2 personas concentran la mayor parte del trabajo reciente.

72
global / 100
Bueno

Índice de salud del software

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

72
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

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

Titularidad

MagentaOrganización
1102 seguidores23 repositorios públicosdesde feb 2016

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
PyPImagenta-rt2.0.28171hace 44 díasmusicgenerationreal-timeaudiomlxjaxdepthformer

Métricas por categoría

Vitalidad

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

74Bueno · 22% del índice global

Actividad de desarrollo

76Bueno
Cómo se puntúa
36/36Recencia de push — último push hace 1 días
14.5/36Cadencia de commits — 21/52 semanas con commits
15.6/18Volumen de commits — 53 commits en el último año
10/10OpenSSF Scorecard: Maintained — 17 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year53
human_commit_share—
days_since_last_push1
active_weeks_last_year21

Disciplina de publicación

72Bueno
Cómo se puntúa
16.2/27Publica versiones — 1 etiquetas de versión (sin releases de GitHub)
36/36Recencia de las versiones — última versión hace 44 días
12.6/27Cadencia de publicación — cadencia desconocida (una sola versión)
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count1
latest_release_tagv2.0.2
releases_from_tagssí
days_since_latest_release44
mean_days_between_releases—
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?

64Moderado · 18% del índice global

Popularidad y adopción

79Bueno
Cómo se puntúa
52.3/60Estrellas — 1683 estrellas
18.9/25Forks — 185 forks
7.5/15Observadores — 23 observadores
Datos de entrada utilizados
forks185
stars1683
watchers23
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Salud de la comunidad

57Moderado
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readmesí
has_licensesí
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templatesí

Adopción en el ecosistema (descargas)

48En riesgo
Cómo se puntúa
38.8/80Descargas mensuales — 817 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesmagenta-rt
dependents—
ecosystemspypi
total_downloads—
monthly_downloads817
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?

73Bueno · 24% del índice global

Resiliencia de mantenedores (factor bus)

60Moderado
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
11.5/22.5Distribución de commits — el principal contribuyente firma el 49% de los commits
13.5/13.5Amplitud de contribuyentes — 10 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Datos de entrada utilizados
bus_factor2
contributors_sampled10
top_contributor_share0,491

Capacidad de respuesta a issues y PR

77Bueno
Cómo se puntúa
34.5/46.8Resolución de issues — 74% de issues cerradas
27.8/38.3Aceptación de PR — 16/22 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs16
open_issues10
closed_issues28
issue_closed_ratio0,737
closed_unmerged_prs6

Propiedad y custodia

74Bueno
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
21.9/25Alcance del propietario — 1102 seguidores de magenta
22.1/25Trayectoria — 23 repos públicos, cuenta de ~10 años
Datos de entrada utilizados
followers1102
owner_typeOrganization
is_verified—
owner_loginmagenta
public_repos23
account_age_days3809

Mantenimiento de paquetes

84Bueno
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 44 días
4/20Historial de versiones — 1 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesmagenta-rt
ecosystemspypi
any_deprecatedno
min_days_since_publish44

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

88Excelente · 20% del índice global

Prácticas de ingeniería

86Excelente
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — eslint.config.js
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
12/20OpenSSF Scorecard: CI-Tests — 6 out of 9 merged PRs checked by a CI test -- score normalized to 6
Datos de entrada utilizados
has_cisí
has_testssí
has_editorconfigno
has_linter_configsí
has_precommit_configsí

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://magenta.withgoogle.com/magenta-realtime-2
10/10Descripción del repositorio
10/10Topics — 5 topics
0/10Wiki
Datos de entrada utilizados
topicsjax, machine-learning, mlx, music, real-time
has_wikino
homepagehttps://magenta.withgoogle.com/magenta-realtime-2
has_readmesí
has_docs_dirsí
has_descriptionsí

Seguridad

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

55Moderado · 16% del índice global

Postura de seguridad

55Moderado
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
1.5/2.5CI-Tests — 6 out of 9 merged PRs checked by a CI test -- score normalized to 6
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
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
7.5/7.5Maintained — 17 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 31 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5,5
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging, signed_releases. Los pesos restantes se han renormalizado.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? 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.

45En riesgo · 0% del índice global

Contexto y guía para agentes

1Crítico
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.

Bucle de verificación (compilación / pruebas / verificación de tipos)

66Moderado
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — eslint.config.js
11/11Verificación estática de tipos — examples/mrt2/react_ui/tsconfig.json
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — sin datos
0/8Mantenimiento automatizado — sin datos
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_testssí
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configsí
typecheck_configsexamples/mrt2/react_ui/tsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes, Mantenimiento automatizado. Los pesos restantes se han renormalizado.

Legibilidad del código para modelos

81Bueno
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (examples/mrt2/react_ui/tsconfig.json)
53.7/55Tamaños de archivo manejables — 3/127 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes115.039
source_files_sampled127
oversized_source_files3

Interfaces legibles por máquina

40En riesgo
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

1683estrellas de GitHub
10contribuidores
53commits en los últimos 12 meses
1días desde el último push
1versiones publicadas
2factor bus
10issues abiertas
npm, PyPIecosistemas de paquetes

Más detalle

OpenSSF Scorecard 5.5 / 10
5.5agregado

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 · 2026-07-18 07:06 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
6CI-Tests6 out of 9 merged PRs checked by a CI test -- score normalized to 6
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained17 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities31 existing vulnerabilities detected
Dependencias directas 16
RegistroPaqueteRestricción de versiónManifiesto
PyPIai-edge-litert—pyproject.toml
PyPIclick—pyproject.toml
PyPInumpy—pyproject.toml
PyPIscipy—pyproject.toml
PyPIeinops—pyproject.toml
PyPIsafetensors—pyproject.toml
PyPItypeguard==2.13.3pyproject.toml
PyPIjaxtyping—pyproject.toml
PyPIrecurrentgemma>=1.0.1pyproject.toml
PyPIgoogle-cloud-storage—pyproject.toml
PyPIhuggingface_hub—pyproject.toml
PyPIsimple-term-menu—pyproject.toml
PyPIlibrosa—pyproject.toml
PyPIresampy—pyproject.toml
PyPIsentencepiece—pyproject.toml
PyPIsoundfile—pyproject.toml
Todas las dependencias 688

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 17 paquetes directos y 671 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIai-edge-litert2.1.5directa
PyPIclick8.4.1directa
PyPIeinops0.8.2directa
PyPIgoogle-cloud-storage3.10.1directa
PyPIhuggingface-hub1.17.0directa
PyPIjaxtyping0.3.10directa
PyPIlibrosa0.11.0directa
PyPInumpy2.3.5directa
PyPIrecurrentgemma—directa
PyPIrecurrentgemma1.0.1directa
PyPIresampy0.4.3directa
PyPIsafetensors0.7.0directa
PyPIscipy1.17.1directa
PyPIsentencepiece0.2.1directa
PyPIsimple-term-menu1.6.6directa
PyPIsoundfile0.13.1directa
PyPItypeguard2.13.3directa
npm@alloc/quick-lru5.2.0indirecta
npm@babel/code-frame7.29.0indirecta
npm@babel/compat-data7.29.3indirecta
npm@babel/core7.29.0indirecta
npm@babel/generator7.29.1indirecta
npm@babel/helper-compilation-targets7.28.6indirecta
npm@babel/helper-globals7.28.0indirecta
npm@babel/helper-module-imports7.28.6indirecta
npm@babel/helper-module-transforms7.28.6indirecta
npm@babel/helper-string-parser7.27.1indirecta
npm@babel/helper-validator-identifier7.28.5indirecta
npm@babel/helper-validator-option7.27.1indirecta
npm@babel/helpers7.29.2indirecta
npm@babel/parser7.29.3indirecta
npm@babel/runtime7.29.2indirecta
npm@babel/template7.28.6indirecta
npm@babel/traverse7.29.0indirecta
npm@babel/types7.29.0indirecta
npm@emotion/babel-plugin11.13.5indirecta
npm@emotion/cache11.14.0indirecta
npm@emotion/hash0.9.2indirecta
npm@emotion/is-prop-valid1.4.0indirecta
npm@emotion/memoize0.9.0indirecta
npm@emotion/react11.14.0indirecta
npm@emotion/react^11.13.5indirecta
npm@emotion/serialize1.3.3indirecta
npm@emotion/sheet1.4.0indirecta
npm@emotion/styled11.14.1indirecta
npm@emotion/styled^11.13.5indirecta
npm@emotion/unitless0.10.0indirecta
npm@emotion/use-insertion-effect-with-fallbacks1.2.0indirecta
npm@emotion/utils1.4.2indirecta
npm@emotion/weak-memoize0.4.0indirecta
npm@esbuild/aix-ppc640.25.12indirecta
npm@esbuild/android-arm0.25.12indirecta
npm@esbuild/android-arm640.25.12indirecta
npm@esbuild/android-x640.25.12indirecta
npm@esbuild/darwin-arm640.25.12indirecta
npm@esbuild/darwin-x640.25.12indirecta
npm@esbuild/freebsd-arm640.25.12indirecta
npm@esbuild/freebsd-x640.25.12indirecta
npm@esbuild/linux-arm0.25.12indirecta
npm@esbuild/linux-arm640.25.12indirecta
npm@esbuild/linux-ia320.25.12indirecta
npm@esbuild/linux-loong640.25.12indirecta
npm@esbuild/linux-mips64el0.25.12indirecta
npm@esbuild/linux-ppc640.25.12indirecta
npm@esbuild/linux-riscv640.25.12indirecta
npm@esbuild/linux-s390x0.25.12indirecta
npm@esbuild/linux-x640.25.12indirecta
npm@esbuild/netbsd-arm640.25.12indirecta
npm@esbuild/netbsd-x640.25.12indirecta
npm@esbuild/openbsd-arm640.25.12indirecta
npm@esbuild/openbsd-x640.25.12indirecta
npm@esbuild/openharmony-arm640.25.12indirecta
npm@esbuild/sunos-x640.25.12indirecta
npm@esbuild/win32-arm640.25.12indirecta
npm@esbuild/win32-ia320.25.12indirecta
npm@esbuild/win32-x640.25.12indirecta
npm@eslint-community/eslint-utils4.9.1indirecta
npm@eslint-community/regexpp4.12.2indirecta
npm@eslint/config-array0.21.2indirecta
npm@eslint/config-helpers0.4.2indirecta
npm@eslint/core0.17.0indirecta
npm@eslint/eslintrc3.3.5indirecta
npm@eslint/js9.39.4indirecta
npm@eslint/js^9.15.0indirecta
npm@eslint/object-schema2.1.7indirecta
npm@eslint/plugin-kit0.4.1indirecta
npm@floating-ui/core1.7.5indirecta
npm@floating-ui/dom1.7.6indirecta
npm@floating-ui/react-dom2.1.8indirecta
npm@floating-ui/utils0.2.11indirecta
npm@humanfs/core0.19.2indirecta
npm@humanfs/node0.16.8indirecta
npm@humanfs/types0.15.0indirecta
npm@humanwhocodes/module-importer1.0.1indirecta
npm@humanwhocodes/retry0.4.3indirecta
npm@jridgewell/gen-mapping0.3.13indirecta
npm@jridgewell/remapping2.3.5indirecta
npm@jridgewell/resolve-uri3.1.2indirecta
npm@jridgewell/sourcemap-codec1.5.5indirecta
npm@jridgewell/trace-mapping0.3.31indirecta
npm@magenta-rt/common*indirecta
npm@magenta-rt/common1.0.0indirecta
npm@mui/core-downloads-tracker6.5.0indirecta
npm@mui/icons-material6.5.0indirecta
npm@mui/icons-material^6.1.10indirecta
npm@mui/material6.5.0indirecta
npm@mui/material^6.1.10indirecta
npm@mui/private-theming6.4.9indirecta
npm@mui/styled-engine6.5.0indirecta
npm@mui/system6.5.0indirecta
npm@mui/types7.2.24indirecta
npm@mui/utils6.4.9indirecta
npm@nodelib/fs.scandir2.1.5indirecta
npm@nodelib/fs.stat2.0.5indirecta
npm@nodelib/fs.walk1.2.8indirecta
npm@popperjs/core2.11.8indirecta
npm@radix-ui/number1.1.1indirecta
npm@radix-ui/primitive1.1.3indirecta
npm@radix-ui/react-arrow1.1.7indirecta
npm@radix-ui/react-checkbox1.3.3indirecta
npm@radix-ui/react-checkbox^1.1.3indirecta
npm@radix-ui/react-collection1.1.7indirecta
npm@radix-ui/react-compose-refs1.1.2indirecta
npm@radix-ui/react-context1.1.2indirecta
npm@radix-ui/react-dialog1.1.15indirecta
npm@radix-ui/react-dialog^1.1.4indirecta
npm@radix-ui/react-direction1.1.1indirecta
npm@radix-ui/react-dismissable-layer1.1.11indirecta
npm@radix-ui/react-focus-guards1.1.3indirecta
npm@radix-ui/react-focus-scope1.1.7indirecta
npm@radix-ui/react-icons1.3.2indirecta
npm@radix-ui/react-icons^1.3.2indirecta
npm@radix-ui/react-id1.1.1indirecta
npm@radix-ui/react-label2.1.8indirecta
npm@radix-ui/react-label^2.1.1indirecta
npm@radix-ui/react-menu2.1.16indirecta
npm@radix-ui/react-menubar1.1.16indirecta
npm@radix-ui/react-menubar^1.1.4indirecta
npm@radix-ui/react-popper1.2.8indirecta
npm@radix-ui/react-portal1.1.9indirecta
npm@radix-ui/react-presence1.1.5indirecta
npm@radix-ui/react-primitive2.1.3indirecta
npm@radix-ui/react-primitive2.1.4indirecta
npm@radix-ui/react-roving-focus1.1.11indirecta
npm@radix-ui/react-select2.2.6indirecta
npm@radix-ui/react-select^2.1.4indirecta
npm@radix-ui/react-separator1.1.8indirecta
npm@radix-ui/react-separator^1.1.1indirecta
npm@radix-ui/react-slider1.3.6indirecta
npm@radix-ui/react-slider^1.2.2indirecta
npm@radix-ui/react-slot1.2.3indirecta
npm@radix-ui/react-slot1.2.4indirecta
npm@radix-ui/react-slot^1.1.1indirecta
npm@radix-ui/react-switch1.2.6indirecta
npm@radix-ui/react-switch^1.1.2indirecta
npm@radix-ui/react-tabs1.1.13indirecta
npm@radix-ui/react-tabs^1.1.2indirecta
npm@radix-ui/react-toast1.2.15indirecta
npm@radix-ui/react-toast^1.2.4indirecta
npm@radix-ui/react-toggle1.1.10indirecta
npm@radix-ui/react-toggle^1.1.1indirecta
npm@radix-ui/react-toggle-group1.1.11indirecta
npm@radix-ui/react-toggle-group^1.1.1indirecta
npm@radix-ui/react-tooltip1.2.8indirecta
npm@radix-ui/react-tooltip^1.1.6indirecta
npm@radix-ui/react-use-callback-ref1.1.1indirecta
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      "has_tests": true,
      "ci_workflows": [
        "cli_tests.yml",
        "docs.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "eslint.config.js"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "package-lock.json",
        "uv.lock"
      ],
      "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": null,
            "reason": "internal 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",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 6,
            "reason": "6 out of 9 merged PRs checked by a CI test -- score normalized to 6",
            "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": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 3 contributing companies or organizations -- score normalized to 10",
            "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": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "17 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 10,
            "reason": "GitHub workflow tokens follow principle of least privilege",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "31 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "2a854047691fb96ac024aa01650a702b6cfc5f2e",
        "ran_at": "2026-07-18T07:06:09Z",
        "aggregate_score": 5.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/magenta/magenta-realtime",
    "host": "github.com",
    "name": "magenta-realtime",
    "owner": "magenta"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 72,
      "inputs": {
        "security": 55,
        "vitality": 74,
        "community": 64,
        "governance": 73,
        "engineering": 88
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 74,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "commits_last_year": 53,
              "human_commit_share": null,
              "days_since_last_push": 1,
              "active_weeks_last_year": 21
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 1
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "21/52 weeks with commits",
                "points": 14.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 21
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "53 commits in the last year",
                "points": 15.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 53
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "17 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "releases_count": 1,
              "latest_release_tag": "v2.0.2",
              "releases_from_tags": true,
              "days_since_latest_release": 44,
              "mean_days_between_releases": null
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "1 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 44 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                      "days": 44
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "cadence unknown (single release)",
                "points": 12.6,
                "status": "partial",
                "details": [
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                    "code": "release_cadence_unknown",
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                ],
                "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",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 64,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "forks": 185,
              "stars": 1683,
              "watchers": 23,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "1,683 stars",
                "points": 52.3,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 1683
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "185 forks",
                "points": 18.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 185
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "23 watchers",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 23
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "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": 48,
            "inputs": {
              "packages": [
                "magenta-rt"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 817
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "817 downloads/month across pypi",
                "points": 38.8,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 817,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 73,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 10,
              "top_contributor_share": 0.491
            },
            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 49% of commits",
                "points": 11.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "10 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 10
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "merged_prs": 16,
              "open_issues": 10,
              "closed_issues": 28,
              "issue_closed_ratio": 0.737,
              "closed_unmerged_prs": 6
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "74% of issues closed",
                "points": 34.5,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 74
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "16/22 decided PRs merged",
                "points": 27.8,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 16,
                      "decided": 22
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "followers": 1102,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "magenta",
              "public_repos": 23,
              "account_age_days": 3809
            },
            "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": "1,102 followers of magenta",
                "points": 21.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1102,
                      "login": "magenta"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "23 public repos, account ~10 yr old",
                "points": 22.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 23
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "good",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "packages": [
                "magenta-rt"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 44
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 44 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 44
                    }
                  }
                ],
                "max_points": 35
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                "key": "version_history",
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                "detail": "1 published versions",
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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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        "key": "engineering",
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        "name": "Engineering Quality",
        "value": 88,
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        "metrics": [
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                "key": "ci_workflows",
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                "key": "linter_config",
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                "status": "met",
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            ]
          },
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                "key": "topics",
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      {
        "key": "security",
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                "detail": "no binaries found in the repo",
                "points": 7.5,
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal 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",
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                "key": "ci_tests",
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                "status": "missed",
                "details": [],
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                "key": "fuzzing",
                "name": "Fuzzing",
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                "status": "missed",
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}

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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 v0.12.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.