Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 2.5.0 · 2026-07-28 14:43 UTC

google / array_record

C++ · PythonApache-2.0★ 139 estrellas⑂ 25 forksdesde abr 2022Ver en GitHub ↗
TipoBibliotecacómo se determina

google/array_record tiene un índice de salud de 59 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Community & Adoption (66/100) y la más baja, Security (21/100). Se actualizó por última vez hace 21 días. 2 personas concentran la mayor parte del trabajo reciente.

59
global / 100
Moderado

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala estandarizada de 1 a 100. El resultado global parte de su media ponderada, calibrada contra la distribución del registro público para que las bandas tengan significado percentil; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe un límite «En riesgo» de 34.

59
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas 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.

El resultado global ponderado 56 se calibra a 59 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

GoogleOrganización
76.069 seguidores2888 repositorios públicosdesde ene 2012

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIarray_record0.8.3-16hace 256 días

Métricas por categoría

Vitalidad

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

60Moderado · 21% del índice global
Cómo se puntúa
28.8/36Recencia de push — último push hace 21 días
8.3/36Cadencia de commits — 12/52 semanas con commits
11.7/18Volumen de commits — 19 commits en el último año
0/10OpenSSF Scorecard: Maintained — sin datos
Datos de entrada utilizados
commits_last_year19
human_commit_share1
days_since_last_push21
active_weeks_last_year12
Cómo se puntúa
27/27Publica versiones — 11 versiones publicadas
16.2/36Recencia de las versiones — última versión hace 256 días
19.8/27Cadencia de publicación — una versión cada ~105 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count11
latest_release_tagv0.8.3
releases_from_tagsno
days_since_latest_release256
mean_days_between_releases105

Comunidad y Adopción

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

66Bueno · 17% del índice global
Cómo se puntúa
34.7/60Estrellas — 139 estrellas
11.5/25Forks — 25 forks
3.9/15Observadores — 6 observadores
Datos de entrada utilizados
forks25
stars139
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges
has_contributing
has_issue_templateno
has_code_of_conduct
readme_badge_services
has_pull_request_templateno

Sostenibilidad y Gobernanza

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

66Bueno · 23% 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 — 12 contribuyentes
0/10OpenSSF Scorecard: Contributors — sin datos
Datos de entrada utilizados
bus_factor2
contributors_sampled12
top_contributor_share0,349
Cómo se puntúa
14/42Resolución de issues — 33% de issues cerradas
13.9/30Aceptación de PR — 72/155 PR decididos fusionados
0/13Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d
0/15OpenSSF Scorecard: Code-Review — sin datos
Datos de entrada utilizados
merged_prs72
open_issues14
closed_issues7
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,333
closed_unmerged_prs83
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluidos de la puntuación (sin datos o no aplicable): newcomer_pr_acceptance. Los pesos restantes se han renormalizado.
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
25/25Alcance del propietario — 76.069 seguidores de google
25/25Trayectoria — 2888 repos públicos, cuenta de ~14 años
Datos de entrada utilizados
followers76.069
owner_typeOrganization
is_verified
owner_logingoogle
public_repos2888
account_age_days5305
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
26/35Recencia de publicación — última publicación hace 256 días
20/20Historial de versiones — 16 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesarray_record
ecosystemspypi
any_deprecatedno
min_days_since_publish256

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

58Moderado · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 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 — sin datos
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

55Moderado
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
0/10Descripción del repositorio
0/10Topics
0/10Wiki
Datos de entrada utilizados
topics
has_wikino
homepage
has_readme
has_docs_dir
has_descriptionno

Seguridad

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

21En riesgo · 16% del índice global
Cómo se puntúa
0/30Política de seguridad (SECURITY.md)
0/25Configuración de Dependabot
0/25Lockfiles de dependencias — biblioteca publicada — los lockfiles son cosa de las aplicaciones, no se esperan aquí
0/20Flujo de trabajo de CodeQL
Datos de entrada utilizados
sourcefile_signals
lockfiles
manifestsdocs/requirements.txt, setup.py
has_codeql_workflowno
has_security_policyno
has_dependabot_configno
Excluidos de la puntuación (sin datos o no aplicable): Lockfiles de dependencias. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages10
unassessed_packages9
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 10 dependencias resueltas con OSV. 9 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. 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? Tiene un peso deliberadamente pequeño (4%): las herramientas para agentes son una señal real de mantenimiento, pero un repositorio sin ninguna puede alcanzar igualmente 100/100.

58Moderado · 4% 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)
13.9/40Historial de commits legible — 26 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,26
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — docs/Makefile
22/22Pruebas automatizadas
0/11Configuración de lint / formato
11/11Verificación estática de tipos — C++ (tipado estático)
10/10Entorno reproducible — Dockerfile
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 — sin datos
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
45/45Código verificable por tipos — C++ (tipado estático)
55/55Tamaños de archivo manejables — 0/43 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageC++
largest_source_bytes32.240
source_files_sampled43
oversized_source_files0
Cómo se puntúa
40/40Esquema de API (OpenAPI/GraphQL/proto) — cpp/layout.proto
0/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signalno
api_schema_filescpp/layout.proto

Datos clave

139estrellas de GitHub
12contribuidores
19commits en los últimos 12 meses
21días desde el último push
11versiones publicadas
2factor bus
14issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • OpenSSF Scorecard did not return a usable result (2026/07/28 14:42:32 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Más detalle

Historial de estrellas y forks 0 ★ / 25 ⇿
0Estrellas
25Forks
11Versiones

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.

05101520252512022-062024-062026-07
Mayor 0Menor 6Parche 4

Cada punto abarca 4 días.

Todas las dependencias 19

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 19 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIabsl-pyindirecta
PyPIarray-recordindirecta
PyPIetilsindirecta
PyPIetils1.11.0indirecta
PyPIetils1.12.2indirecta
PyPIfsspec2024.12.0indirecta
PyPIfsspec2025.5.1indirecta
PyPIfuroindirecta
PyPIimportlib-resources6.4.5indirecta
PyPIimportlib-resources6.5.2indirecta
PyPImyst-parserindirecta
PyPIsphinxindirecta
PyPIsphinx-autodoc-typehintsindirecta
PyPIsphinx-rtd-themeindirecta
PyPIsphinxcontrib-napoleonindirecta
PyPItyping-extensions4.12.2indirecta
PyPItyping-extensions4.14.1indirecta
PyPIzipp3.21.0indirecta
PyPIzipp3.23.0indirecta
Avisos de dependencias 0

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 10 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 0 tienen avisos conocidos, de los cuales 0 son directas. 9 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 236,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "C++": 197738,
        "Shell": 6314,
        "Python": 56196,
        "Starlark": 14311,
        "Dockerfile": 1003
      },
      "pushed_at": "2026-07-07T13:12:33Z",
      "created_at": "2022-04-08T21:51:01Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-26T14:29:59Z",
      "description": null,
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "C++",
      "significant_languages": [
        "C++",
        "Python"
      ]
    },
    "owner": {
      "blog": "https://opensource.google/",
      "name": "Google",
      "type": "Organization",
      "login": "google",
      "company": null,
      "location": "United States of America",
      "followers": 76069,
      "avatar_url": "https://avatars.githubusercontent.com/u/1342004?v=4",
      "created_at": "2012-01-18T01:30:18Z",
      "is_verified": null,
      "public_repos": 2888,
      "account_age_days": 5305
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": null,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.8.3",
          "kind": "patch",
          "published_at": "2025-11-13T16:34:03Z"
        },
        {
          "tag": "v0.8.2",
          "kind": "patch",
          "published_at": "2025-10-27T15:47:00Z"
        },
        {
          "tag": "v0.8.1",
          "kind": "patch",
          "published_at": "2025-08-21T20:08:05Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2025-08-20T21:08:00Z"
        },
        {
          "tag": "v0.8.0a1",
          "kind": "other",
          "published_at": "2025-07-18T20:45:43Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2023-10-30T10:27:17Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2023-09-09T05:35:28Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2023-07-03T12:49:41Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2023-06-22T07:39:33Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2023-04-13T07:44:19Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2022-11-23T22:09:37Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "fb3307a8730249997578495dd334bbc0cebc7e8c",
          "body": "PiperOrigin-RevId: 943851221",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2026-07-07T13:12:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "245532224ee58f4b3b3f97b9105c3fd3d2e52666",
          "body": "PiperOrigin-RevId: 934073312",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2026-06-18T03:22:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "303b45ee80fb15c25cafaa991c9cf936b299d7ba",
          "body": "…rrayRecordDataSource to support safe concurrent reads.\n\nPiperOrigin-RevId: 928683866",
          "is_bot": false,
          "headline": "Implement thread-isolated connection pooling (BoundedReaderPool) in A…",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2026-06-08T18:39:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c909611684af1a8f4912886a7398ce85a8cca1d1",
          "body": "PiperOrigin-RevId: 879699450",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2026-03-06T18:26:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db85c63ec904c12b0a3d41b4fa850a2b47d30186",
          "body": "PiperOrigin-RevId: 847782745",
          "is_bot": false,
          "headline": "Add readthedocs for online doc repo.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-12-22T16:58:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c33d32106fa05512f556f92357a48c57cff5595",
          "body": "The AI generated docs has a lot of hallucination.\n\nWe keep the basic sphinx structure, merge the quick start sections\ninto index.rst. The user guides are rewritten in to concise\nsections (core concepts and performance).\nAPIs are carried from source.\n\nPiperOrigin-RevId: 844782488",
          "is_bot": false,
          "headline": "Update ArrayRecord docs by hand.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-12-15T16:28:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23391e0038a99be615e8251c7e4cb1ead89c2c92",
          "body": "Doc updates are in the next CL.\n\nPiperOrigin-RevId: 844781065",
          "is_bot": false,
          "headline": "Cloned from bzantium's contribution on ArrayRecord docs.",
          "author_name": "Minho Ryu",
          "author_login": "bzantium",
          "committed_at": "2025-12-15T16:24:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "769e0282e062b7f4b88273f17869116249e845c3",
          "body": "Read-ahead is only useful when performing sequential read,\nwhich is much slower than the parallel-read feature.\n\nThe read-ahead buffer occupies extra memory space with little\nbenefit to both random access and batch access, hence\ndisables it by default.\n\nPiperOrigin-RevId: 842738970",
          "is_bot": false,
          "headline": "Set readahead_buffer_size default to 0 for ArrayRecordReader.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-12-10T16:30:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a723291f82767e96db480c9d8622cb45f1e60bec",
          "body": "Also set group_size default to 1 which is the most common ArrayRecord use case.\n\nPiperOrigin-RevId: 842312756",
          "is_bot": false,
          "headline": "Improve compression ratio by disabling the chunk padding by default.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-12-09T19:03:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6662d1d7030085df84956813e8af7b46121ab5cb",
          "body": "PiperOrigin-RevId: 831144085",
          "is_bot": false,
          "headline": "Fix dependency issues and add reading/writing with `gs://` URIs",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2025-11-12T02:10:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d73af3907f05dd3bff5ebf42e7f9f2b29e026455",
          "body": "Also:\n - fix test issues due to h5py build\n - bump version after the last release\n\nSee https://github.com/google/grain/issues/1092\n\nPiperOrigin-RevId: 823609303",
          "is_bot": false,
          "headline": "Add Python 3.14 build and deprecate 3.10.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2025-10-24T18:43:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d614ea4bacbf8c673363d41051b49df2fa4e8187",
          "body": "PiperOrigin-RevId: 819878701",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-10-15T19:59:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bfa8b73be5a5e7098b0070fa2cffe5104a0693db",
          "body": "PiperOrigin-RevId: 818971681",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2025-10-14T03:54:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b04a3a24e866d90865a6d7b5686951e516a960ac",
          "body": "Ported from https://github.com/google/array_record/pull/177\n\nPiperOrigin-RevId: 802554031",
          "is_bot": false,
          "headline": "Enable Grain smoke test",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2025-09-03T14:58:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd597e0acd2d9760b8b9e2cdb87e3d9c582bbd1e",
          "body": "The required riegeli version depends on protobug that is incompatible with TF. Ported from https://github.com/google/array_record/pull/175\n\nPiperOrigin-RevId: 797851410",
          "is_bot": false,
          "headline": "Revert the last cpp protobuf update and GCS reader support.",
          "author_name": "Mateusz Sokol",
          "author_login": "mtsokol",
          "committed_at": "2025-08-21T18:43:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6376a8187caaa3ab2fc802db2215c136406b31c7",
          "body": "PiperOrigin-RevId: 797435637",
          "is_bot": false,
          "headline": "ArrayRecord 0.8.0 release.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2025-08-20T20:17:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0657e1ddd18e8c2392e21caf6fbf85deb500013",
          "body": "…glieli\n\nPiperOrigin-RevId: 797434847",
          "is_bot": false,
          "headline": "Update ArrayRecord Reader to allow reading from GCS directly since Re…",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2025-08-20T20:15:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0ed18ba26309ae8d4a4daac52a844d559104714",
          "body": "PiperOrigin-RevId: 795146236",
          "is_bot": false,
          "headline": "Update TF requirement from 2.20.0rc0 to 2.20.0",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-08-14T19:20:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6db8c5fcf051fb9a06454b97b62292561bf074fe",
          "body": "PiperOrigin-RevId: 794102749",
          "is_bot": false,
          "headline": "Upgrade protobuf to match with TF 2.20.0rc0",
          "author_name": "Mateusz Sokol",
          "author_login": "mtsokol",
          "committed_at": "2025-08-12T14:31:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82a8aaec7afceb5028bb49fd014a98ceb3930b0b",
          "body": "PiperOrigin-RevId: 784673657",
          "is_bot": false,
          "headline": "Fix breakage due to rules_cc.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2025-07-18T19:56:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ead8ba15b9d7685b77c620ccb7163a5bc339a457",
          "body": "PiperOrigin-RevId: 784654644",
          "is_bot": false,
          "headline": "ArrayRecord 0.8.0a1 pre-release.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2025-07-18T18:54:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77180725c1c9af778628d32949f5114f177416ed",
          "body": "PiperOrigin-RevId: 784449640",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2025-07-18T05:50:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b2afeab6899cc07a31c45b64e288277888c91df",
          "body": "PiperOrigin-RevId: 783328135",
          "is_bot": false,
          "headline": "Fix workflow permissions and requirements build.",
          "author_name": "Mateusz Sokol",
          "author_login": "mtsokol",
          "committed_at": "2025-07-15T14:40:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87651fa717d33887a0ebb824d088b2e0d73ba52e",
          "body": "This PR cleans up the wheel build process for array_record and migrates changes present in https://github.com/iindyk/array_record/tree/main 20 commits ahead of main.\n\nHere's a job that I ran for it: https://github.com/mtsokol/array_record/actions/runs/16147213833\n\nPorted from https://github.com/google/array_record/pull/162\n\nPiperOrigin-RevId: 783082302",
          "is_bot": false,
          "headline": "GitHub Actions build refactor",
          "author_name": "Mateusz Sokol",
          "author_login": "mtsokol",
          "committed_at": "2025-07-14T23:22:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46a97b303cacea38bc1222a2cd619c30e4879969",
          "body": "PiperOrigin-RevId: 780761200",
          "is_bot": false,
          "headline": "Internal.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2025-07-14T23:22:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85ceac597fd66d1cf8f8252c27822250fd2ad46f",
          "body": "This gives a huge performance difference for small group size in the pygrain\nuse case.\n\nPiperOrigin-RevId: 772985429",
          "is_bot": false,
          "headline": "Remove per-chunk flushing to speedup AR write speed.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-06-18T17:59:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3344ad150b1c73433d4b54471d8cd81f93f1ff74",
          "body": "Also algin the protobuf version to what pygrain uses.\n\nPiperOrigin-RevId: 772174833",
          "is_bot": false,
          "headline": "Update eigen version to fix bazel build.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-06-16T21:34:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5066982197d39b439b48892027bb8e2ef7764cdb",
          "body": "…r options through to `ArrayRecordReader` creation\n\nPiperOrigin-RevId: 770275889",
          "is_bot": false,
          "headline": "Update Grain `ArrayRecordDataSource` to allow piping additional reade…",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2025-06-11T19:45:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f028ebe01d4386b5d86bf6074bbcb1f32a86decd",
          "body": "…dices.\n\nThis trade-offs speed for smaller memory usages.\n\nPiperOrigin-RevId: 769158954",
          "is_bot": false,
          "headline": "Adding a new option to reduce memory footprint of the record/chunk in…",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-06-09T15:38:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6cbfde75d747832769baffa40a8858046bfc1532",
          "body": "PiperOrigin-RevId: 767592148",
          "is_bot": false,
          "headline": "Apply `std::move()` to final occurrences of options.",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2025-06-05T14:15:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "381344bc8ec28ec8045a83f63c20a285ad4c1a67",
          "body": "PiperOrigin-RevId: 737741324",
          "is_bot": false,
          "headline": "Fix typo in comment.",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2025-03-17T20:57:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e299eae0db0d7bfc20f7c1e1548bf86cdbfef5e",
          "body": "PiperOrigin-RevId: 715812031",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2025-01-15T16:34:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64637c599d04593621481aeec9899331c5af85b8",
          "body": "Moving TriStatePtr::SharedRef is error prone to get the refcount right.\nWhile it is possible to implement one, the use case is so rare to justify.\n\nPiperOrigin-RevId: 713670111",
          "is_bot": false,
          "headline": "Remove move ctor/assignment from TriStatePtr::SharedRef",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-01-09T15:48:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f72e6d22336705df5079e2089e15a8208cdf351",
          "body": "1. Update bazel to 8.0 and use MODULE.bazel\n2. Bump dependency versions. Especially rigeli.\n3. Update array_record_module to use riegeli::Maker\n4. Remove riegeli::InitializerTargetT specialization in OSS.\n5. Use pip python rule to manage pip dependencies required by array_record_datasource.\n\nPiperOrigin-RevId: 711607822",
          "is_bot": false,
          "headline": "Fix OSS builds with the following changes:",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-01-03T04:20:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd721e5c7c61ea23a723482c052af6104461d3b6",
          "body": "PiperOrigin-RevId: 709209620",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-12-24T03:15:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50377fc87b88de5c22368c692320d3ea6bcbed2a",
          "body": "1. Use CTAD to allow TriStatePtr to be used with non-unique_ptr data.\n2. Migrate from old WORKSPACE to MODULE.bazel\n3. Use pip python rule to manage pip dependencies required by array_record_datasource.\n\nPiperOrigin-RevId: 709169059",
          "is_bot": false,
          "headline": "Fix OSS builds with the following changes:",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2024-12-23T23:51:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82e3d0f07f8ea18b3c3ef07d958bd1f49b9742d2",
          "body": "to debug threading issues in OSS builds\n\nPiperOrigin-RevId: 707750662",
          "is_bot": false,
          "headline": "Create TriStatePtr to replace SharableDependency which is difficult",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2024-12-19T03:38:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb97d6799f8ea6a95c2aa3f627ad5a2160249ff1",
          "body": "PiperOrigin-RevId: 702831948",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2024-12-04T21:04:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94b6f2d98728e0985a1678c1fb4695f819f6e20a",
          "body": "PiperOrigin-RevId: 702376600",
          "is_bot": false,
          "headline": "Fix array-record build.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2024-12-03T18:00:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "363d798da7c5fc847bf1dc443fe0fd4fe9e51de0",
          "body": "PiperOrigin-RevId: 701933292",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "Oleh Prypin",
          "author_login": "oprypin",
          "committed_at": "2024-12-02T13:30:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5266f99c3896b4ebafc9d6ef9ed362574402b4e2",
          "body": "PiperOrigin-RevId: 698398459",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-11-20T16:24:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f59e8a4c3fe53ec637a239625dd1d531d25d473f",
          "body": "Use `riegeli::SharedPtr` instead of `std::shared_ptr`. Do not convert it from\n`std::unique_ptr`: `riegeli::SharedPtr` always allocates the control block\ntogether with the object, hence this is not supported, and this is more\nefficient anyway.\n\nUtilize CTAD more.\n\nLet `MaskedReader` constructor take \n[…]\nin-place.\n\nUse `std::optional` instead of `absl::optional`.\n\nUse `std::optional` or storing the value directly instead of `std::unique_ptr`\nwhen movability is not needed.\n\nPiperOrigin-RevId: 695944308",
          "is_bot": false,
          "headline": "Riegeli usage cleanup:",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2024-11-13T02:49:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4ea151d2a5c5abec7408f460daf38246ad49f879",
          "body": "PiperOrigin-RevId: 694599214",
          "is_bot": false,
          "headline": "add apache-beam version pin to README",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-11-08T20:29:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b61ff7cd0b15cbe9ddc9ceb5da2422f880a270b8",
          "body": "- Pin Apache Beam version to 2.53.0\n- Fix bugs in arrayrecordio.py and pipelines.py\n- Add a quickstart section in README.md\n\nPiperOrigin-RevId: 693797378",
          "is_bot": false,
          "headline": "fix beam pipeline for newer python & beam",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-11-06T19:17:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fa615c748be88b775e9094f704366e7ad7e30ef",
          "body": "PiperOrigin-RevId: 692150445",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-11-01T13:06:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13a523e72c081c32b5dc992a11e66188e98ef62f",
          "body": "…rayRecordWriter\n\nPiperOrigin-RevId: 691495699",
          "is_bot": false,
          "headline": "Add file::Options as an optional argument to ArrayRecordReader and Ar…",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-10-30T18:37:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee89b742f5c535f34829827549e83b7e41d85dfb",
          "body": "PiperOrigin-RevId: 685154655",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-10-12T11:32:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b79f145c4c0632ef43c03efdfa42b904d28208fa",
          "body": "PiperOrigin-RevId: 683585495",
          "is_bot": false,
          "headline": "Clean up includes.",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2024-10-08T12:47:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9db114d73d800e1f84d7c7a2ff2b5370a7ba600",
          "body": "`riegeli::{Simple,Transpose}Encoder::TuningOptions` converting from naked\n`size_hint` / `bucket_size`.\n\nClean up includes.\n\nPiperOrigin-RevId: 658821334",
          "is_bot": false,
          "headline": "Remove usages of deprecated constructors of",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2024-08-02T17:00:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "213388b0b7c34fdbe3ece0351852d44a89f200c2",
          "body": "PiperOrigin-RevId: 657914580",
          "is_bot": false,
          "headline": "Add go_proto_library rule for layout_proto.",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-07-31T08:51:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1db6445409123e997b07162901c03d1a810cd4b4",
          "body": "Ensure num_records is positive to avoid division by zero.",
          "is_bot": false,
          "headline": "Merge pull request #113 from mwuertinger/check_num_records",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2024-06-14T18:01:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a1489712a58691b6c5dce194a94dba496735c69",
          "body": "ReadRecord() divides chunk_idx by state_->chunk_group_size which is set\nto num_records of the first footer. A malformed input can lead to a\ndivision by zero. This check prevents that and fails with an error\nmessage instead.",
          "is_bot": false,
          "headline": "Ensure num_records is positive to avoid division by zero.",
          "author_name": "Michael Würtinger",
          "author_login": null,
          "committed_at": "2024-06-14T17:25:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce12358e4d27fb71db7ef33d3cdbca27960e45e8",
          "body": "PiperOrigin-RevId: 635854743",
          "is_bot": false,
          "headline": "Internal changes.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2024-05-21T17:37:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59911ddb1d986bad888b2a7757326299ba4aa58e",
          "body": "PiperOrigin-RevId: 635763117",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2024-05-21T11:41:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a16356c0780f1abe209b77cddec4292fbafd43d2",
          "body": "…ple,\n\nno longer used.\n\n`riegeli::Maker<T>(args...)` is used instead.\n\nPiperOrigin-RevId: 631616774",
          "is_bot": false,
          "headline": "Remove deprecated `ArrayRecord{Reader,Writer}` constructors from a tu…",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2024-05-08T01:43:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04e3f8be48dec5227aa8f1ca81cb8ef155178562",
          "body": "…ixing\n\nanother race condition.\n\nIn `DependencyShare<Handle>::Sharing::WaitUntilUnique()`, always lock the\nmutex, removing the shortcut which just checks the atomic reference count.\n\nOtherwise the `ShareableDependency` destructor could destroy the mutex after the\nlast `DependencyShare` decremented the reference count to 1, while still having\nthe mutex locked. Unlocking the mutex raced with destroying the mutex.\n\nPiperOrigin-RevId: 630425738",
          "is_bot": false,
          "headline": "Fix a race condition introduced by cl/627617541 as a side effect of f…",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2024-05-03T17:18:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe5e1fca4965e235fe4b1c94ce0a0a699d0e4422",
          "body": "* Rename to `ShareableDependency<Handle, Manager>`, with templace parameters\n  like `riegeli::Dependency`: `Handle` for the interface (usually a raw\n  pointer), `Manager` for the object managing the lifetime (often a concrete\n  class held by value).\n\n  This reuses the Riegeli mechanism for the mappi\n[…]\n`.\n\nIn `ArrayRecordReader::Done()`, propagate failures from the `riegeli::Reader`.\n\nIn `shareable_dependency_test`, use `absl::Notification` instead of relying on\ntiming.\n\nPiperOrigin-RevId: 630042217",
          "is_bot": false,
          "headline": "Redesign `ThreadCompatibleSharedPtr`:",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2024-05-02T13:18:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ad36662ac1507e842bf0d2fa216cbf277d5130ff",
          "body": "… handing from actual chunk submission logic.\n\nPiperOrigin-RevId: 625481334",
          "is_bot": false,
          "headline": "Refactor SubmitFutureChunks to separate mutex acquisition and \"block\"…",
          "author_name": "Thomas Köppe",
          "author_login": "tkoeppe",
          "committed_at": "2024-04-16T23:01:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "066aa5f2a2ffdf04dc0850fd11b4180f26df1a6e",
          "body": "PiperOrigin-RevId: 624232878",
          "is_bot": false,
          "headline": "Add `__iter__` to ArrayRecordDataSource.",
          "author_name": "Rolf Jagerman",
          "author_login": "rjagerman",
          "committed_at": "2024-04-12T18:03:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "203a997c824123919cf9546aed48d10298f28ac8",
          "body": "PiperOrigin-RevId: 622948211",
          "is_bot": false,
          "headline": "update README",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-04-08T21:13:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef9be1b9de19e9e9ca5c272490a2fca4afb3c4ec",
          "body": "PiperOrigin-RevId: 620843508",
          "is_bot": false,
          "headline": "Make bazel installation compatible with aarch64.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2024-04-01T14:31:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fd09b0e8ea80d39cd09bbc07cd4dfd874cc1cf5",
          "body": "PiperOrigin-RevId: 620285582",
          "is_bot": false,
          "headline": "Fix bug with build script path.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2024-03-29T17:53:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58e5f44a5013ba1629a7d4fb978a31903ac1b373",
          "body": "PiperOrigin-RevId: 619664637",
          "is_bot": false,
          "headline": "Improves array-record build toolchain.",
          "author_name": "Ihor Indyk",
          "author_login": "iindyk",
          "committed_at": "2024-03-27T21:49:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e944e45c7ef91107f8e4b5527085db6dd1e63aeb",
          "body": "PiperOrigin-RevId: 612793906",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2024-03-05T12:38:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02ed314cfc5eed5bad55d2a34bfa188c36b5e40a",
          "body": "on a moved object.\n\nAlso added more error bound checks to help on diagnosis.\n\nPiperOrigin-RevId: 602868878",
          "is_bot": false,
          "headline": "Prevent array_record writer crashing when calling Close or Done",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2024-01-31T00:10:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ac1d904f6be31e5aa2f09549774af65d84bff5a",
          "body": "PiperOrigin-RevId: 582023682",
          "is_bot": false,
          "headline": "Adding README with context and usage examples.",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-11-13T19:09:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b3f5c028cc54fab014525cdf26782aef243daa2",
          "body": "PiperOrigin-RevId: 582023168",
          "is_bot": false,
          "headline": "Version adjustments to setup.py with deps",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-11-13T19:08:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42960f14ee96f4e4da5c700ecdf719113cea9fdf",
          "body": "PiperOrigin-RevId: 582022700",
          "is_bot": false,
          "headline": "Adding examples of function usage",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-11-13T19:07:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a1fcd7154c04a2ae4cdb2b08b7d527aecd8b458",
          "body": "PiperOrigin-RevId: 582022337",
          "is_bot": false,
          "headline": "A full demo implementation showing record generation and conversion",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-11-13T19:06:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c47b8a4bd9f236e09855c3efe78fdb00ac97eaaf",
          "body": "PiperOrigin-RevId: 582021882",
          "is_bot": false,
          "headline": "Options helper file for parsing Beam CLI args",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-11-13T19:04:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd70fa267c31d41c7b4fa33a9692e951bc8164da",
          "body": "PiperOrigin-RevId: 582021443",
          "is_bot": false,
          "headline": "Beam helper pipelines covering different conversion use-cases",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-11-13T19:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2544e3b7b9d3fb2dc00ff817b20a01fb759a91d3",
          "body": "PiperOrigin-RevId: 582017739",
          "is_bot": false,
          "headline": "Basic module scaffolding with core Apache Beam components",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-11-13T18:52:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1403b579135671a364278bcefa2b36f3ba31fbf",
          "body": "PiperOrigin-RevId: 575239033",
          "is_bot": false,
          "headline": "Publish ArrayRecord 0.4.x->0.5.0 to PyPI.",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-10-20T16:24:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d262ef97cdf72f4c9efd4b0b3ad27b1ff595dc68",
          "body": "This is manually merging #79 since our current setup doesn't support merging external PRs.\n\nAlso bump version to 0.4.2.\n\nPiperOrigin-RevId: 571342678",
          "is_bot": false,
          "headline": "Make new wheel speicify they are arch dependent.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-10-06T15:19:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ad7a1d6869e1db3a7ee98fc09696a29f7aa4af4",
          "body": "PiperOrigin-RevId: 559699643",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-08-24T10:19:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65e6b319bd355bbdc821a964c7c19067812fbf60",
          "body": "Related to #72 - allows building the pip package locally on ARM (or any other\nplatform).\n\n- Added environment variables for the crosstool toolchain (`CROSSTOOL_TOP`) and\n  the auditwheel platform (`AUDITWHEEL_PLATFORM`).\n- Created a Docker file for ARM builds.\n- Modified build scripts to allow build\n[…]\nhl.sh`),\n  or with the docker container (`docker_runner.sh`).\n- Updated TensorFlow dependency to 2.12.1.  ARM builds are only released\n  starting at TF 2.12.\n\nCloses #72.\n\nPiperOrigin-RevId: 559447880",
          "is_bot": false,
          "headline": "Update array_record build rules to allow local/ARM pip wheel builds.",
          "author_name": "Antonio Sanchez",
          "author_login": "cantonios",
          "committed_at": "2023-08-23T16:14:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1a65c2c11937c917d0c1601ca34b35cfe010d4ba",
          "body": "PiperOrigin-RevId: 555080310",
          "is_bot": false,
          "headline": "Update `highwayhash` dependency by bumping to latest commit.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-08-09T08:04:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf518314487b4a4683f2312c77ffbd71bf752cd3",
          "body": "PiperOrigin-RevId: 554817684",
          "is_bot": false,
          "headline": "Release ArrayRecord 0.4.1.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-08-08T14:29:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39728a743d996abdca849708d839ce3d041cde91",
          "body": "PiperOrigin-RevId: 554817458",
          "is_bot": false,
          "headline": "Drop support for Python 3.8.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-08-08T14:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c07efc76b575cd59d3fc379d11735a1c9b95010",
          "body": "PiperOrigin-RevId: 551561925",
          "is_bot": false,
          "headline": "Accept NumPy and other integral types as record keys.",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-07-27T16:57:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48153412bea873c142b947a201d6312b6b2283a8",
          "body": "PiperOrigin-RevId: 550476669",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-07-24T08:26:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee5a2557663ada1caa7d9c598fbce3f85f2380b8",
          "body": "PiperOrigin-RevId: 547724462",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-07-13T08:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1a981d53c9d8a05769d415f6d8d2307c2c67ad5",
          "body": "PiperOrigin-RevId: 546905358",
          "is_bot": false,
          "headline": "Support read instructions as strings.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-07-10T17:06:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e7872afb21493b939adbe1643140c82114bf9ea",
          "body": "PiperOrigin-RevId: 545940886",
          "is_bot": false,
          "headline": "Internal change",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-07-06T11:00:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11926321e51405c0bf2ba5160f91ced2626a7065",
          "body": "PiperOrigin-RevId: 545353002",
          "is_bot": false,
          "headline": "Make chunk offsets accessible for subclasses for ArrayRecordReader.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-07-04T06:36:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "139298268f3b3d6a89c2173a50ce184fa5009029",
          "body": "PiperOrigin-RevId: 545166304",
          "is_bot": false,
          "headline": "Update golden test files.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-07-03T09:37:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23f9a524c59fb1d9fd7f1c4511dae5a63455019e",
          "body": "PiperOrigin-RevId: 543683826",
          "is_bot": false,
          "headline": "Publish ArrayRecord 0.3.0->0.4.0 (breaking change in the API).",
          "author_name": "Pierre Marcenac",
          "author_login": "marcenacp",
          "committed_at": "2023-06-27T09:37:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bc59a216e91120d9851214c5708ce1633667965",
          "body": "PiperOrigin-RevId: 542465030",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-06-22T06:17:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5af7308fada43c35375f252b09291b8954917a77",
          "body": "PiperOrigin-RevId: 542230975",
          "is_bot": false,
          "headline": "Internal change",
          "author_name": "Pierre Marcenac",
          "author_login": "marcenacp",
          "committed_at": "2023-06-21T13:04:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1868f20c541d07f8be66d8e31b157549e85e1ef0",
          "body": "PiperOrigin-RevId: 539053655",
          "is_bot": false,
          "headline": "Internal change",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-06-09T12:32:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66b3240c7b58711c6eb9e261dae2513dc9feeee0",
          "body": "PiperOrigin-RevId: 538180035",
          "is_bot": false,
          "headline": "Internal change",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-06-06T14:48:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48abb8c2a291865d4898d358c4176606907949c1",
          "body": "PiperOrigin-RevId: 529483488",
          "is_bot": false,
          "headline": "Add support for single element lookup to all data sources.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-05-04T19:33:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47a53aad4af1e56c9cf976eff7a2702856242680",
          "body": "PiperOrigin-RevId: 529421742",
          "is_bot": false,
          "headline": "Only store chunk offsets in memory.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-05-04T15:52:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d51360bb140aa3e40d051d25dfb72b402968517",
          "body": "PiperOrigin-RevId: 527868386",
          "is_bot": false,
          "headline": "Add check for group size when reading files.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-04-28T13:38:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03af1d08362abef167fa1958b0c719b28fcbd786",
          "body": "PiperOrigin-RevId: 527695740",
          "is_bot": false,
          "headline": "Internal change",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-04-27T22:08:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6ec4e500897790690c398aceb4c08c9d9a5de01",
          "body": "PiperOrigin-RevId: 524509244",
          "is_bot": false,
          "headline": "Internal change",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-04-15T11:39:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5391813f061abfcaea63818e388d1c17493d8acf",
          "body": "PiperOrigin-RevId: 517086504",
          "is_bot": false,
          "headline": "Enable pytype checking (internally) for Python modules and tests.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-03-16T11:40:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e60cb103a1fb312f5c2c0b2c850c9a694fd103c",
          "body": "PiperOrigin-RevId: 516513330",
          "is_bot": false,
          "headline": "Ensures no concurrent submit chunk when max_parallelism=1",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2023-03-14T13:59:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9474099b7503cbcb9940ab2ce17863fdaf029e3f",
          "body": "PiperOrigin-RevId: 516271701",
          "is_bot": false,
          "headline": "Correctly set `_paths` for implementation of `__repr__()`.",
          "author_name": "Marvin Ritter",
          "author_login": "Marvin182",
          "committed_at": "2023-03-13T18:35:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ede6e7b4f566ab9cfabea1a3fcc4eb673fc88aa",
          "body": "PiperOrigin-RevId: 516235396",
          "is_bot": false,
          "headline": "Implement repr() for ArrayRecordDataSource.",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2023-03-13T16:37:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 11,
      "commits_last_year": 19,
      "latest_release_at": "2025-11-13T16:34:03Z",
      "latest_release_tag": "v0.8.3",
      "releases_from_tags": false,
      "days_since_last_push": 21,
      "active_weeks_last_year": 12,
      "days_since_latest_release": 256,
      "mean_days_between_releases": 105
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": false,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "array_record",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/array_record/",
          "is_deprecated": false,
          "latest_version": "0.8.3",
          "repository_url": "https://github.com/google/array_record",
          "versions_count": 16,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2022-11-23T21:52:08.633393Z",
          "latest_published_at": "2025-11-13T16:15:45.092361Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 256
        }
      ]
    },
    "popularity": {
      "forks": 25,
      "stars": 139,
      "watchers": 6,
      "fork_history": {
        "days": [
          {
            "date": "2022-06-14",
            "count": 1
          },
          {
            "date": "2022-09-22",
            "count": 1
          },
          {
            "date": "2023-03-29",
            "count": 1
          },
          {
            "date": "2023-04-28",
            "count": 1
          },
          {
            "date": "2023-08-08",
            "count": 1
          },
          {
            "date": "2023-08-22",
            "count": 1
          },
          {
            "date": "2023-09-20",
            "count": 1
          },
          {
            "date": "2023-10-05",
            "count": 1
          },
          {
            "date": "2023-11-01",
            "count": 1
          },
          {
            "date": "2024-04-28",
            "count": 1
          },
          {
            "date": "2024-06-14",
            "count": 1
          },
          {
            "date": "2024-09-29",
            "count": 1
          },
          {
            "date": "2024-11-05",
            "count": 1
          },
          {
            "date": "2024-12-06",
            "count": 1
          },
          {
            "date": "2025-03-11",
            "count": 1
          },
          {
            "date": "2025-05-27",
            "count": 1
          },
          {
            "date": "2025-06-11",
            "count": 1
          },
          {
            "date": "2025-06-16",
            "count": 1
          },
          {
            "date": "2025-08-08",
            "count": 1
          },
          {
            "date": "2025-08-19",
            "count": 1
          },
          {
            "date": "2025-09-20",
            "count": 1
          },
          {
            "date": "2025-10-21",
            "count": 1
          },
          {
            "date": "2026-01-17",
            "count": 1
          },
          {
            "date": "2026-02-01",
            "count": 1
          },
          {
            "date": "2026-07-12",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 25,
        "total_forks": 25
      },
      "star_history": null,
      "open_issues_and_prs": 40
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile"
      ],
      "api_schema_files": [
        "cpp/layout.proto"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 32240,
      "source_files_sampled": 43,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "docs/requirements.txt",
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 10,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 9,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "absl-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "array-record",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "etils",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "etils",
            "direct": false,
            "version": "1.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "etils",
            "direct": false,
            "version": "1.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2024.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2025.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "furo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "6.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "6.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "myst-parser",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autodoc-typehints",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-napoleon",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.23.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 19,
        "direct_count": 0,
        "indirect_count": 19
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 26,
        "merged_prs": 72,
        "open_issues": 14,
        "closed_ratio": 0.333,
        "closed_issues": 7,
        "closed_unmerged_prs": 83
      },
      "bus_factor": 2,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "dryman",
          "commits": 30,
          "avatar_url": "https://avatars.githubusercontent.com/u/261232?v=4"
        },
        {
          "type": "User",
          "login": "Marvin182",
          "commits": 20,
          "avatar_url": "https://avatars.githubusercontent.com/u/1158527?v=4"
        },
        {
          "type": "User",
          "login": "iindyk",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/23125817?v=4"
        },
        {
          "type": "User",
          "login": "QrczakMK",
          "commits": 9,
          "avatar_url": "https://avatars.githubusercontent.com/u/8471716?v=4"
        },
        {
          "type": "User",
          "login": "marcenacp",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/17081356?v=4"
        },
        {
          "type": "User",
          "login": "mtsokol",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/8431159?v=4"
        },
        {
          "type": "User",
          "login": "cantonios",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/2538739?v=4"
        },
        {
          "type": "User",
          "login": "h-joo",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/13726714?v=4"
        },
        {
          "type": "User",
          "login": "bzantium",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/19511788?v=4"
        },
        {
          "type": "User",
          "login": "oprypin",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/371383?v=4"
        }
      ],
      "contributors_sampled": 12,
      "top_contributor_share": 0.349
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build_and_publish_template.yml",
        "publish_release.yml",
        "python-tests.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": null,
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-23T08:44:08Z",
      "oldest_open_prs": [
        {
          "number": 11,
          "created_at": "2022-10-10T13:21:02Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 26,
          "created_at": "2022-12-21T16:06:35Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 40,
          "created_at": "2023-03-13T18:27:32Z",
          "last_comment_at": "2023-03-13T18:27:36Z",
          "last_comment_author": "google-cla"
        },
        {
          "number": 50,
          "created_at": "2023-04-12T14:11:40Z",
          "last_comment_at": "2024-10-03T00:17:49Z",
          "last_comment_author": "vyeevani"
        },
        {
          "number": 56,
          "created_at": "2023-05-23T12:11:57Z",
          "last_comment_at": "2023-05-23T12:12:01Z",
          "last_comment_author": "google-cla"
        },
        {
          "number": 64,
          "created_at": "2023-06-30T10:16:49Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 77,
          "created_at": "2023-08-22T16:36:33Z",
          "last_comment_at": "2023-08-22T16:36:36Z",
          "last_comment_author": "google-cla"
        },
        {
          "number": 82,
          "created_at": "2023-10-30T15:07:54Z",
          "last_comment_at": "2023-10-30T15:07:59Z",
          "last_comment_author": "google-cla"
        },
        {
          "number": 98,
          "created_at": "2024-01-31T00:07:12Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 99,
          "created_at": "2024-02-14T18:23:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 118,
          "created_at": "2024-10-02T23:30:57Z",
          "last_comment_at": "2025-04-13T06:03:43Z",
          "last_comment_author": "tyoc213"
        },
        {
          "number": 124,
          "created_at": "2024-10-25T16:47:41Z",
          "last_comment_at": "2024-10-25T16:47:46Z",
          "last_comment_author": "google-cla"
        },
        {
          "number": 130,
          "created_at": "2024-11-20T14:09:38Z",
          "last_comment_at": "2024-11-20T14:09:43Z",
          "last_comment_author": "google-cla"
        },
        {
          "number": 148,
          "created_at": "2025-03-14T18:35:04Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 154,
          "created_at": "2025-06-05T19:57:58Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 157,
          "created_at": "2025-06-11T19:14:58Z",
          "last_comment_at": "2025-06-11T19:15:03Z",
          "last_comment_author": "google-cla"
        },
        {
          "number": 161,
          "created_at": "2025-06-25T09:07:46Z",
          "last_comment_at": "2025-07-18T22:20:54Z",
          "last_comment_author": "iindyk"
        },
        {
          "number": 168,
          "created_at": "2025-07-29T21:47:05Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 169,
          "created_at": "2025-07-30T12:24:17Z",
          "last_comment_at": "2025-07-31T22:06:15Z",
          "last_comment_author": "iindyk"
        },
        {
          "number": 181,
          "created_at": "2025-10-15T17:13:30Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-07T13:12:33Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 44,
          "created_at": "2023-03-22T11:20:04Z",
          "last_comment_at": "2024-10-03T00:21:07Z",
          "last_comment_author": "vyeevani"
        },
        {
          "number": 47,
          "created_at": "2023-04-06T11:33:16Z",
          "last_comment_at": "2023-04-11T08:37:33Z",
          "last_comment_author": "Opium1715"
        },
        {
          "number": 71,
          "created_at": "2023-08-06T23:51:25Z",
          "last_comment_at": "2023-11-03T16:02:15Z",
          "last_comment_author": "nouiz"
        },
        {
          "number": 83,
          "created_at": "2023-10-31T09:59:36Z",
          "last_comment_at": "2023-11-03T10:16:43Z",
          "last_comment_author": "NeilGirdhar"
        },
        {
          "number": 85,
          "created_at": "2023-11-06T13:30:29Z",
          "last_comment_at": "2024-10-03T00:19:07Z",
          "last_comment_author": "vyeevani"
        },
        {
          "number": 106,
          "created_at": "2024-04-14T12:27:48Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 114,
          "created_at": "2024-06-27T06:46:19Z",
          "last_comment_at": "2025-06-03T23:28:40Z",
          "last_comment_author": "JEM-Mosig"
        },
        {
          "number": 120,
          "created_at": "2024-10-06T18:04:23Z",
          "last_comment_at": "2025-07-28T01:39:35Z",
          "last_comment_author": "666even666"
        },
        {
          "number": 149,
          "created_at": "2025-03-18T15:14:01Z",
          "last_comment_at": "2025-03-18T16:17:34Z",
          "last_comment_author": "dryman"
        },
        {
          "number": 150,
          "created_at": "2025-03-26T23:19:46Z",
          "last_comment_at": "2025-04-14T21:47:47Z",
          "last_comment_author": "tyoc213"
        },
        {
          "number": 151,
          "created_at": "2025-04-14T13:19:57Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 152,
          "created_at": "2025-05-06T11:32:38Z",
          "last_comment_at": "2025-05-28T06:43:27Z",
          "last_comment_author": "shubham-dayma-ibm"
        },
        {
          "number": 186,
          "created_at": "2025-11-08T11:42:54Z",
          "last_comment_at": "2025-11-11T20:03:39Z",
          "last_comment_author": "dryman"
        },
        {
          "number": 187,
          "created_at": "2025-11-21T09:52:41Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/google/array_record",
    "host": "github.com",
    "name": "array_record",
    "owner": "google"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": "The weighted overall 56 is calibrated to 59 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 56,
            "calibrated": 59,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 59,
      "inputs": {
        "security": 21,
        "vitality": 60,
        "community": 66,
        "governance": 66,
        "calibration": "2026-08-02",
        "engineering": 58,
        "ai_readiness": 58,
        "weighted_overall_raw": 56
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 60,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "commits_last_year": 19,
              "human_commit_share": 1,
              "days_since_last_push": 21,
              "active_weeks_last_year": 12
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 21 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 21
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "12/52 weeks with commits",
                "points": 8.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 12
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "19 commits in the last year",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "releases_count": 11,
              "latest_release_tag": "v0.8.3",
              "releases_from_tags": false,
              "days_since_latest_release": 256,
              "mean_days_between_releases": 105
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "11 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 256 days ago",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 256
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~105 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 105
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 28,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 28 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 28
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 66,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "forks": 25,
              "stars": 139,
              "watchers": 6,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "139 stars",
                "points": 34.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 139
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "25 forks",
                "points": 11.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 25
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "6 watchers",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 66,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 12,
              "top_contributor_share": 0.349
            },
            "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": "12 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "weak",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "merged_prs": 72,
              "open_issues": 14,
              "closed_issues": 7,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.333,
              "closed_unmerged_prs": 83,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "33% of issues closed",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 33
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "72/155 decided PRs merged",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 72,
                      "decided": 155
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "excellent",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 76069,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "google",
              "public_repos": 2888,
              "account_age_days": 5305
            },
            "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": "76,069 followers of google",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 76069,
                      "login": "google"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "2888 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 2888
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "packages": [
                "array_record"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 256
            },
            "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 256 days ago",
                "points": 26,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 256
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 58,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 60,
            "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": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 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": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": false
            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 21,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dependency_lockfiles"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [],
              "manifests": [
                "docs/requirements.txt",
                "setup.py"
              ],
              "has_codeql_workflow": false,
              "has_security_policy": false,
              "has_dependabot_config": false
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": "published library — lockfiles are an application concern, not expected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "lockfiles_not_expected",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 10 resolved dependencies against OSV; 9 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 10
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 9
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 10,
              "unassessed_packages": 9,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 10,
              "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": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 13
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 58,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 14,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.26,
              "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": "26 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 26,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": "C++ (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "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": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "C++",
              "largest_source_bytes": 32240,
              "source_files_sampled": 43,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/43 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 43,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "cpp/layout.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "cpp/layout.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "cpp/layout.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6,
        "network-service": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "OpenSSF Scorecard did not return a usable result (2026/07/28 14:42:32 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T14:43:38.752996Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/array_record.svg",
  "full_name": "google/array_record",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.5.0, esquema v0.27.0 — metodología completa · wiki de métricas.

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