Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-25 08:48 UTC

google / pyglove

Manipulating Python Programs

PythonApache-2.0★ 717 estrellas⑂ 39 forksdesde may 2022Ver en GitHub ↗

google/pyglove tiene un índice de salud de 68 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Community & Adoption (74/100) y la más baja, AI Readiness (30/100). Se actualizó por última vez hace 4 días. Una sola persona concentra la mayor parte del trabajo reciente.

68
global / 100
Moderado

Índice de salud del software

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

68
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

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

Titularidad

GoogleOrganización
75.920 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 publicaciónEtiquetas
PyPIpyglove0.4.5-1463hace 374 díasaimachinelearningautomlmutablesymbolicframeworkmeta-programming

Métricas por categoría

Vitalidad

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

68Moderado · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 4 días
13.2/36Cadencia de commits — 19/52 semanas con commits
14.5/18Volumen de commits — 40 commits en el último año
9/10OpenSSF Scorecard: Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
Datos de entrada utilizados
commits_last_year40
human_commit_share1
days_since_last_push4
active_weeks_last_year19
Cómo se puntúa
27/27Publica versiones — 10 versiones publicadas
7.2/36Recencia de las versiones — última versión hace 374 días
19.8/27Cadencia de publicación — una versión cada ~112,1 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count10
latest_release_tagv0.4.5
releases_from_tagsno
days_since_latest_release374
mean_days_between_releases112,1
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

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

74Bueno · 18% del índice global
Cómo se puntúa
46.3/60Estrellas — 717 estrellas
13.2/25Forks — 39 forks
4.7/15Observadores — 8 observadores
Datos de entrada utilizados
forks39
stars717
watchers8
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
has_contributing
has_issue_templateno
has_code_of_conduct
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?

61Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
1.7/22.5Distribución de commits — el principal contribuyente firma el 92% de los commits
13.5/13.5Amplitud de contribuyentes — 12 contribuyentes
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Datos de entrada utilizados
bus_factor1
contributors_sampled12
top_contributor_share0,924
Cómo se puntúa
45/46.8Resolución de issues — 96% de issues cerradas
20.6/38.3Aceptación de PR — 208/386 PR decididos fusionados
4.5/15OpenSSF Scorecard: Code-Review — Found 9/30 approved changesets -- score normalized to 3
Datos de entrada utilizados
merged_prs208
open_issues1
closed_issues25
issue_closed_ratio0,962
closed_unmerged_prs178
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
25/25Alcance del propietario — 75.920 seguidores de google
25/25Trayectoria — 2888 repos públicos, cuenta de ~14 años
Datos de entrada utilizados
followers75.920
owner_typeOrganization
is_verified
owner_logingoogle
public_repos2888
account_age_days5302
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
14/35Recencia de publicación — última publicación hace 374 días
20/20Historial de versiones — 1463 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagespyglove
ecosystemspypi
any_deprecatedno
min_days_since_publish374

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

71Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 4 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
10/10Topics — 8 topics
0/10Wiki
Datos de entrada utilizados
topicsautoml, evolution, machine-learning, meta-learning, meta-programming, symbolic-programming, manipulation, python
has_wikino
homepage
has_readme
has_docs_dir
has_description

Seguridad

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

67Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
2.2/7.5Code-Review — Found 9/30 approved changesets -- score normalized to 3
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
6.8/7.5Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5,9
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages2
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:pyglove@0.4.5 —lo que arrastra la instalación del paquete publicado—: 2 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

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

30En riesgo · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
24.5/40Historial de commits legible — 46 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,46
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
0/11Configuración de lint / formato
0/11Verificación estática de tipos
0/10Entorno reproducible
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
53.2/55Tamaños de archivo manejables — 8/241 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes131.170
source_files_sampled241
oversized_source_files8
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples, notebooks
Datos de entrada utilizados
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Datos clave

717estrellas de GitHub
12contribuidores
40commits en los últimos 12 meses
4días desde el último push
10versiones publicadas
1factor bus
1issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

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

Más detalle

Historial de estrellas y forks 0 ★ / 39 ⇿
0Estrellas
39Forks
10Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

0102030403932022-072024-072026-07
Mayor 0Menor 3Parche 7

Cada punto abarca 4 días.

OpenSSF Scorecard 5.9 / 10
5.9agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-25 08:48 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 9/30 approved changesets -- score normalized to 3
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
9Maintained11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Todas las dependencias 10

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 10 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIabsl-pyindirecta
PyPIautodocsummindirecta
PyPIdocstring-parserindirecta
PyPIfsspecindirecta
PyPIfuroindirecta
PyPIjinja2indirecta
PyPImyst-nbindirecta
PyPIsphinx-autodoc-typehintsindirecta
PyPIsphinx-copybuttonindirecta
PyPItermcolorindirecta
Avisos de dependencias 0

Instalar pypi:pyglove@0.4.5 arrastra 2 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

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.

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          "oid": "3c9466762dbc9efb1e44c8c39fd0a0e9f3b665f7",
          "body": "…porting module reloading.\n\nPiperOrigin-RevId: 918722127",
          "is_bot": false,
          "headline": "PyGlove: deprecate Python version 3.9 and release pyglove/dev for sup…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2026-05-20T23:59:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "4387242816b11e5a208f4aa95551e3485c9146bc",
          "body": "PiperOrigin-RevId: 856198394",
          "is_bot": false,
          "headline": "Replace unicode escaped characters in ipynb files",
          "author_name": "Matej Aleksandrov",
          "author_login": "AleksMat",
          "committed_at": "2026-01-14T15:08:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc8692c511fd8deaae229add3cca63cd69f43902",
          "body": "PiperOrigin-RevId: 840411251",
          "is_bot": false,
          "headline": "Add pg.io.getctime() and pg.io.getmtime().",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-12-04T22:47:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "72ca141be77d59ca2c859b5b42fa735c4a09353a",
          "body": "PiperOrigin-RevId: 838930644",
          "is_bot": false,
          "headline": "Add `pg.io.copy`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-12-01T22:19:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "921336a234db3a94ca17143de52079a998628203",
          "body": "We're introducing the option to use `pg.from_json(..., convert_unknown=True)` to allow deserialization to proceed even when the original Python class, function, or method definitions are not available at runtime.\n\n## Motivation: the problem of missing type definitions\n\nWhen serializing and deseriali\n[…]\n.b.name)\n# Output: '__main__.foo'\n\n# Verification of types:\nassert isinstance(v.a, pg.symbolic.UnknownTypedObject)\nassert isinstance(v.b, pg.symbolic.UnknownFunction)\n```\n\nPiperOrigin-RevId: 833908094",
          "is_bot": false,
          "headline": "# Enabling Flexible Deserialization with Unknown Types in PyGlove",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-18T19:49:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "272e4a71f5899dcb3a0ac8eea55947c9afdb6d8e",
          "body": "With this CL, users could use `pg.io` APIs to access various filesystems (S3, GCP) when fsspec is installed.\n\nPiperOrigin-RevId: 833501879",
          "is_bot": false,
          "headline": "`pg.io`: Add optional fsspec support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-17T22:41:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e14f06bbd79c8ac143a89bc4ec104b0748b2f69",
          "body": "PiperOrigin-RevId: 833393220",
          "is_bot": false,
          "headline": "`pg.io`: Path check is not necessary for `StdFile.close`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-17T18:17:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4601ad34a7f0eaa89b3f103861608d8624deab15",
          "body": "Some file systems (especially those under heavy load) write to temporary paths and use an atomic rename operation upon closing the file. By polling for the final path's existence, we guarantee the file is fully finalized and visible before proceeding with subsequent operations like `os.chmod()` or reading.\n\nPiperOrigin-RevId: 832993526",
          "is_bot": false,
          "headline": "[pg.io] Wait for the file path to exist after closing.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-16T16:43:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc0ccf3b48d46dca86d547fe73f9a245d01d6324",
          "body": "PiperOrigin-RevId: 831502697",
          "is_bot": false,
          "headline": "Add `pg.io.FileSystem.rename` and `pg.io.rename`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-12T20:54:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99e92025e6edddfca619ca548cdc6d7aab45e168",
          "body": "PiperOrigin-RevId: 830687509",
          "is_bot": false,
          "headline": "Add `pg.io.FileSystem.glob` and `pg.io.glob`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-11T02:58:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "347d59eb32c43aa9e0ffb1197dbaeeb10595cd84",
          "body": "PiperOrigin-RevId: 828010956",
          "is_bot": false,
          "headline": "Fix Python 3.9 and 3.10 test error.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-04T17:35:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86e4df8ee68fcf3290cd0a0eb971a7507f4e95bc",
          "body": "PiperOrigin-RevId: 826946280",
          "is_bot": false,
          "headline": "Python 3.14 support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-01T22:03:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb41346465307af8952afbacac196a9d51cc5104",
          "body": null,
          "is_bot": false,
          "headline": "Support Python 3.14.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-01T21:27:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67968bdf1a91a6fc7110b335e439953e4d51e5d1",
          "body": "PiperOrigin-RevId: 825810047",
          "is_bot": false,
          "headline": "Fix flaky evolution test when mutation happens on the last DNA.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-30T02:28:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1524726ee2f2a4e869a795b96c4c423bdce9ff6",
          "body": "PiperOrigin-RevId: 825765785",
          "is_bot": false,
          "headline": "TabControl to support `remove` method.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-29T23:57:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9b1818a57fee04095a7f737d4d3f66696b14194",
          "body": "Example:\n\n```\nclass A(pg.Object):\n  # pg.Ref[B] is a `pg.typing.ValueSpec` object.\n  x: dict[int, pg.Ref[B]]\n```\n\nPiperOrigin-RevId: 822725527",
          "is_bot": false,
          "headline": "Allow pg.typing.ValueSpec to be used as sub-type annotations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-22T20:48:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb31092f3dfcd76ecab0eaf17628fb3f42e57eb1",
          "body": "… Objects\n\nThis enhancement introduces formal serialization support for pg.Ref, allowing PyGlove to correctly serialize and deserialize objects that share references.\n\nExample:\n```\nclass Foo(pg.Object):\n  x: Any\n\nclass Bar(pg.Object):\n  y: int\n\nfoo = Foo(Bar(1))\nfoo2 = Foo(foo.x)          # foo.x is\n[…]\nhe exact same shared instances.\n\nThis change greatly extends PyGlove's ability to handle complex object structures and common programming patterns involving shared state.\n\nPiperOrigin-RevId: 822584923",
          "is_bot": false,
          "headline": "Formal Serialization for `pg.Ref`: Enhancing PyGlove to Handle Shared…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-22T14:42:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e732a084ac245bc8c2c2c4e68a3017d4cb772aaf",
          "body": "With this change, `Dict.get()`, `Dict.values()`, `Dict.items()` will evaluate element value if the element is `pg.Inferential`. This also aligns the semantics with `List.__getitem__()` `List.__getattr__` and `List.__iter__()`.\n\nExample:\n```\nclass A(pg.Object):\n pass\n\nd = pg.Dict(x=pg.Ref(A())\nassert\n[…]\n          # Instead of `pg.Ref`\nassert isinstance(list(d.values())[0], A)     # Instead of `pg.Ref`\nassert isinstance(list(d.items())[0][1], A)   # Instead of `pg.Ref`\n```\nPiperOrigin-RevId: 821712306",
          "is_bot": false,
          "headline": "`pg.Dict`: Evaluate inferential value for standard dict operations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-20T17:45:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7802e4f1d93693718637894daf097e615fd6d3d9",
          "body": "PiperOrigin-RevId: 821361894",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-10-19T18:20:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "650ad917ddc08a43b7247eb821903fd2ef65e3c3",
          "body": "With this change, `Dict.get()`, `Dict.values()`, `Dict.items()` will evaluate element value if the element is `pg.Inferential`. This also aligns the semantics with `List.__getitem__()` `List.__getattr__` and `List.__iter__()`.\n\nExample:\n```\nclass A(pg.Object):\n pass\n\nd = pg.Dict(x=pg.Ref(A())\nassert\n[…]\n          # Instead of `pg.Ref`\nassert isinstance(list(d.values())[0], A)     # Instead of `pg.Ref`\nassert isinstance(list(d.items())[0][1], A)   # Instead of `pg.Ref`\n```\nPiperOrigin-RevId: 821342698",
          "is_bot": false,
          "headline": "`pg.Dict`: Evaluate inferential value for standard dict operations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-19T16:33:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ea13a507bbfbdf70c6beb0e2a1900df8145d7365",
          "body": "PiperOrigin-RevId: 820474675",
          "is_bot": false,
          "headline": "`with_contextual_override` to support coroutines.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-17T01:43:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "779e9b1cf2fa8a779693d51cc12d62fe8a51c22c",
          "body": "- `pg.ValueSpec.to_json_schema()` to support default value.\n- Introduce `pg.ValueSpec.from_json_schema()` / `pg.Schema.from_json_schema()` to allow creation of ValueSpec from JSON schema.\n\nPiperOrigin-RevId: 820048200",
          "is_bot": false,
          "headline": "`pg.typing`: Enhancements to JSON schema conversion.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-16T04:29:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7c8e81c40a225a8c4f0541acb3a9f936d769d9c",
          "body": "* Counters are metrics that track the number of times an event occurs. It's\nmonotonically increasing over time.\n\n* Scalars are metrics that track a single value at a given time, for example,\navailable memory size. It does not accumulate over time like counters.\n\n* Distributions are metrics that track the distribution of a numerical value.\nFor example, the latency of an operation.\n\nPiperOrigin-RevId: 816976497",
          "is_bot": false,
          "headline": "Formalize monitoring metrics: Counter, Scalar and Distributions.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-09T03:14:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a1e8b45a3982a727f9abfbf87a2ef5882ccb055",
          "body": "…duration`.\n\nPiperOrigin-RevId: 814384615",
          "is_bot": false,
          "headline": "[pg.monitoring] Handle empty error with `pg.monitoring.Scalar.record_…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T21:22:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef07d6af69fcbeb6b983a5a458375326c0344ead",
          "body": "PiperOrigin-RevId: 814368980",
          "is_bot": false,
          "headline": "[pg.monitoring] Scalar.record_duration to optionally track error.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T20:45:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46304868d813ddcce575163a58d9579844f340da",
          "body": "PiperOrigin-RevId: 814064958",
          "is_bot": false,
          "headline": "Add `pg.monitoring.Scalar.record_duration()`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T05:02:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9edd54ca5d16218ec264e9636e86136d2e0afc4",
          "body": "…() by providing an empty dict as a fallback.\n\nPiperOrigin-RevId: 813104024",
          "is_bot": false,
          "headline": "This change ensures that hyper_dict is not None before calling .items…",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-09-30T06:11:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a187bafd52d2cc0843679f977633c2826a92991",
          "body": "…ecution.\n\n```python\ncollection = pg.monitoring.metric_collection('/myapp')\nfoo = collection.get_counter('foo', 'description for foo')\nassert foo.increment() == 1\n\nbar = collection.get_scalar('bar', 'description for bar', parameters={'module': str})\nbar.record(10, module='module1')\nassert bar.distribution(module='module1').mean == 10.0\n```\nPiperOrigin-RevId: 811946930",
          "is_bot": false,
          "headline": "Introduce `pg.monitoring`: MetricCollection for monitoring program ex…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-26T21:01:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4c17fe82eeee8bb84fa4d37484a0c51292f4396",
          "body": "This allows user to redirect loggers to custom IOs.\n\nPiperOrigin-RevId: 811115465",
          "is_bot": false,
          "headline": "Introduce `pg.logging.use_stream`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-25T01:18:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6819c42469f36e31eab2ff09d3f18c3dd33c8d1",
          "body": "PiperOrigin-RevId: 805921677",
          "is_bot": false,
          "headline": "Extract `pg.match_error` from `pg.catch_errors`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-11T18:34:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c080ff49620cd427c7230fa5e9bdd24cb9582e55",
          "body": "PiperOrigin-RevId: 786880724",
          "is_bot": false,
          "headline": "`JsonConvertible.add_module_alias` to support multiple aliases",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-24T23:47:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f38cad20384fdcc6eb848284e82e6934e2f1aaa",
          "body": "PiperOrigin-RevId: 783503779",
          "is_bot": false,
          "headline": "Merge pull request #372 from google:daiyip-patch-1",
          "author_name": "pyglove authors",
          "author_login": null,
          "committed_at": "2025-07-15T22:58:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f4c7f73dd41c9c814b94f0c374db1a30efc65e5",
          "body": null,
          "is_bot": false,
          "headline": "Bump PyGlove dev version to 0.5.0",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-15T19:11:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d655ea0f60c22add8a43fe3024ce1801bdc27e78",
          "body": "PiperOrigin-RevId: 782393896",
          "is_bot": false,
          "headline": "Python 3.13 Support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-12T20:43:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4809eb5314420d1969c7528b43ac80a304fa9c92",
          "body": null,
          "is_bot": false,
          "headline": "Python 3.13 support",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-12T17:33:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "976ecbfb2800d7119ef835feec8c37a00ac05419",
          "body": "…ues=True`.\n\n`np.ndarray == <number>` will return a `np.ndarray` which does not evaluate to a bool value. By putting `field.default_value` on the left, the `__eq__` method of `field.default_value` will take higher priority than `np.ndarray.__eq__`.\n\nPiperOrigin-RevId: 761832755",
          "is_bot": false,
          "headline": "Make `pg.to_json` compatible with `np.ndarray` with `hide_default_val…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-22T07:08:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e55ea669df8dce6b2fdb1f92494da1ca080b7445",
          "body": "PiperOrigin-RevId: 759654174",
          "is_bot": false,
          "headline": "Expose `pg.ErrorInfo`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-16T16:57:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28c9b51d35d4390ae68e0487d6428e7754d32272",
          "body": "Previous pg.utils.ErrorInfo is not HTML friendly. To fix this issue, we introduce\nsymbolic ErrorInfo class. Besides HTML support, it inherits all the benefits of PyGlove objects, e.g. automatic serialization support, flexible formatting, symbolic traversal etc.\n\nThis CL also fix pytype errors for python files under docs.\n\nPiperOrigin-RevId: 759385485",
          "is_bot": false,
          "headline": "Introduce symbolic ErrorInfo.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-16T01:23:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7390c120b0c173ee73c97c239c7668def226723",
          "body": "```python\nclass Foo(metadata=abc.ABCMeta):\n  @property\n  @abc.abstractmethod\n  def bar(self):\n    pass\n\nclass Bar(pg.Object, Foo):\n  # `bar` will introduce property `bar` that overrides the abstract `Foo.bar`.\n  bar: int\n\nassert Bar(1).bar == 1\n```\n\nPiperOrigin-RevId: 759224544",
          "is_bot": false,
          "headline": "Allow symbolic attribute to override abstract properties.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-15T18:18:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9018f2589b4ef861a02100bb03b67e07187e5509",
          "body": "```python\nclass A(pg.Object):\n  x: int\n  y: str\n\n# Schema to JSON schema.\nA.__schema__.to_json_schema()\n\n# ValueSpec to JSON schema.\nA.__schema__['x'].value.to_json_schema()\n```\n\nPiperOrigin-RevId: 754047380",
          "is_bot": false,
          "headline": "Add PyGlove schema to JSON Schema conversion.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-02T17:16:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1f94c9120ce50db9180f618bfbaf44a6c72a86e",
          "body": "To make composition of child HTML elements easier, we make\n1. Html.element to support nestable list of child elements.\n2. LabelGroup to support nestable list of Labels that contains None.\n3. TabControl to support nestable list of Tabs that contains None. `select` supports name and name list.\n\nPiperOrigin-RevId: 752953428",
          "is_bot": false,
          "headline": "Enhancement to PyGlove HTML controls.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-30T01:03:02Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 752777826",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-29T16:59:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "PiperOrigin-RevId: 752414465",
          "is_bot": false,
          "headline": "Automated Code Change",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2025-04-28T19:55:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0086afd0220248732973ed485749f3a70fde46",
          "body": "…pers.\n\nPiperOrigin-RevId: 751851424",
          "is_bot": false,
          "headline": "Add `pg.logging.register_frame_to_skip` to better support logger wrap…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-26T23:04:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f0aa14a8fa3e83d09cf605687f51150bea87dba",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 750812311",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Joe Richey",
          "author_login": "josephlr",
          "committed_at": "2025-04-24T02:31:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9209f971c82736d5e569a933a4410dc8a4bbc121",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 750779137",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-24T00:24:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29591ea564770b0080fb12aae15b6c4c60571fb9",
          "body": "Also `pg.print` now supports variable positional arguments.\n\nPiperOrigin-RevId: 750352628",
          "is_bot": false,
          "headline": "`pg.format` to handle recursive structures.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-22T22:44:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3ad22583c65e630a5dfb8ff524789e91e19ced4",
          "body": "This allows exceptions like SystemExit to be caught from bad code.\n\nPiperOrigin-RevId: 749911071",
          "is_bot": false,
          "headline": "Catch BaseException for pg.coding.evaluate.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-21T21:02:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86aad872fc60c8c16ee64e8b8e414e0e6c68b3f2",
          "body": "PiperOrigin-RevId: 740822511",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-26T17:37:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd75005974e56fd64e446633832afc949e7bef90",
          "body": "PiperOrigin-RevId: 739010067",
          "is_bot": false,
          "headline": "Set the default file/sequence permissions to world readable.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-21T01:39:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e8981da77f89b8743659998b0a7336fa54d91f8",
          "body": "… default.\n\nPiperOrigin-RevId: 736539531",
          "is_bot": false,
          "headline": "Set the default value of arg `exist_ok` for `pg.io.mkdirs` to True by…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-13T16:50:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65c7e520cb8aa0ca5c8bf7d7f1cc9ab72123d5b2",
          "body": "PiperOrigin-RevId: 723558958",
          "is_bot": false,
          "headline": "Improve annotation inference to be compatible with module reloading.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-05T18:17:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97d6446a2dea91c67f5f39335e0509573ccb8cdd",
          "body": "With this CL, PyGlove is compatible with `__future__.annotations`.\nFor example:\n\n```python\nfrom __future__ import annotations\n\nclass A(pg.Object):\n  child: A | None\n```\n\nPiperOrigin-RevId: 723114026",
          "is_bot": false,
          "headline": "pg.typing to support `__future__.annotations`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-04T17:20:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50d8a38b0328222c2570c95c93caf934b7354966",
          "body": "Protocol is a special base class, which cannot be tested via `issubclass` and `isinstance` (without @typing.runtime_checkable). Before this change, PyGlove does not treat Protocol subclasses correctly for typing. This CL fixes this by:\n1) pg.typing.is_subclass(cls, protocol_cls) always returns True \n[…]\n\nclass Foo(Protocol):\n  def __call__(self) -> int:\n    ...\n\nclass A(pg.Object):\n  foo: Foo\n\nclass Bar:\n  def __call__(self) -> int:\n   return 0\n\nA(Bar()) # Will work.\n```\n\nPiperOrigin-RevId: 722370929",
          "is_bot": false,
          "headline": "`pg.typing` to support Protocol subclassses.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-02T17:32:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c8c5d1ca9e5a750ed828b07c0668bc56da30dd94",
          "body": "… at the last expression.\n\nPiperOrigin-RevId: 721812914",
          "is_bot": false,
          "headline": "`pg.coding.evaluate`: Fix raise when attribute assignment takes place…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-31T18:09:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddeb5932ba0c26cdc58e76f99800726bf644f974",
          "body": "PiperOrigin-RevId: 718981795",
          "is_bot": false,
          "headline": "Fix stuck multiprocessing sandbox on large STDOUT.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-23T21:00:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d31a11938dabb9f518cf41986e9d3e469b6161f7",
          "body": "PiperOrigin-RevId: 716236530",
          "is_bot": false,
          "headline": "cleanup of deprecated test methods",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-01-16T15:59:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "063caf94dd80587954d9206126e382760ace7d34",
          "body": "…narios.\n\n```\nclass A(pg.Object):\n  x: str\n\n  def foo(self):\n    return 1\n\nclass B(A):\n  pass\n\nclass C(pg.Object):\n  x: Literal['a', 'b']\n\n  def foo(self):\n    return 2\n\nclass D(B, C):\n  pass\n\n# D.foo will be C.foo.\n# Like-wise, D.x shall be Literal['a', 'b'] as B doesn't override A.x.\n# Before this CL D.x is str (B takes precedence of C in multi-inheritance order).\n```\n\nPiperOrigin-RevId: 716220803",
          "is_bot": false,
          "headline": "Fix symbolic attribute inheritance behavior for multi-inheritance sce…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-16T15:03:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba91fc783b079bc8fb783256a00d6c3bf0a7c670",
          "body": "Contextual objects are objects whose attribute values could be manipulated by context manager `pg.contextual_override` and/or accessed from parent objects via `pg.contextual_attribute` placeholder.\n\nExample:\n\n```\nclass A(pg.ContextualObject):\n  x: int\n  y: Any = pg.contextual_attribute()\n\na = A(1)\nprint(a.x) # 1\nwith pg.contextual_override(x=2):\n  print(a.x) # 2\nprint(a.x) #1\n\npg.Dict(y=3, a=a)\nprint(a.y) # 3. (Accessing parent's y)\n```\n\nPiperOrigin-RevId: 716013142",
          "is_bot": false,
          "headline": "Introduce `pg.ContextualObject`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-16T01:35:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "264cfa133d400aeb3b6df548f8df6b317d0565d8",
          "body": "With this change, the following code is valid, and the reported elapsed time for the 'task' status will be aggregated accordingly.\n\n```\n  with pg.timeit() as t:\n    with pg.timeit('task'):\n      time.sleep(1)\n    time.sleep(1)\n    with pg.timeit('task'):\n      time.sleep(1)\n  print(t.status()['task'].elapse)\n  # Will print a number around 2.\n```\n\nPiperOrigin-RevId: 715540752",
          "is_bot": false,
          "headline": "`pg.time` now supports aggregating sub-timers with the same name.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-14T22:53:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20cf7607bb2bdb1edc8c51a039d3461a09ca7c8e",
          "body": "PiperOrigin-RevId: 715083241",
          "is_bot": false,
          "headline": "Expose `lf.coding.permission` and `lf.coding.maybe_sandbox_call`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-13T21:16:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "faca119a9c80361e8bbe4c0d91d23ddd4a3f8572",
          "body": "PiperOrigin-RevId: 713385689",
          "is_bot": false,
          "headline": "Expose `pg.colored` and `pg.decolor` from the root module.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-08T20:52:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23ca0c221051622a9f95d2c95e5988c8e2443473",
          "body": "…ontrol.\n\nPiperOrigin-RevId: 713290439",
          "is_bot": false,
          "headline": "`pg.coding`: Add support for Python code evaluation with permission c…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-08T15:52:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1125d6dc869ac64820954bdc0bd98d81ca1b5f4b",
          "body": "PiperOrigin-RevId: 713009923",
          "is_bot": false,
          "headline": "Add `pg.utils.text_color` submodule.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-07T20:50:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3f06ae0b764419843cbd2e49db7ca2db0eabac0",
          "body": "Currently this sub-module has been expanded with utilities beyond dealing with objects. This rename allows better organization of code.\n\n`pg.object_utils` is kept as an alias to `pg.utils` for backward-compatibility.\n\nPiperOrigin-RevId: 712329689",
          "is_bot": false,
          "headline": "Rename `pg.object_utils` sub-module to `pg.utils`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-06T00:00:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4e5373717e2ace65a9880de4ef2609b72f4f90f",
          "body": "Move `make_function` from `pg.object_utils` to `pg.coding`.\n\nPiperOrigin-RevId: 711543408",
          "is_bot": false,
          "headline": "Introduce `pg.coding` sub-module.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-02T23:50:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "feb3d56ac1ffa6a8f89c439e46b043cab55ea95c",
          "body": "PiperOrigin-RevId: 708384259",
          "is_bot": false,
          "headline": "Retire `pg.Object.schema` and `pg.Object.type_name`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-20T19:46:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "005ec584be43146d0306dfbaa72b4fb1ce451080",
          "body": "- Support using `typing.ClassVar` to annotate class-level attributes.\n- Support using `typing.Final` to annotate frozen field.\n- Support using `pg.Ref[Type]` for automatic conversion of symbolic object to `pg.Ref` object.\n- Add `pg.typing.ValueSpec.__call__` as a shortcut to instantiate values of the spec, so `pg.typing.ValueSpec` could be used as types.\n\nPiperOrigin-RevId: 706239534",
          "is_bot": false,
          "headline": "Enhancements to PyGlove's typing system.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-14T17:37:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "120e8bd6533b51181b29254fa26fb91d0a376394",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 706121854",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-14T06:43:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31153b10190ad9f962f152b239e7bf7ea2869f6d",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 705925836",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
          "committed_at": "2024-12-13T18:27:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06a636328dc356ee88893d3d093f13f454e7e3c5",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 705885077",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-13T16:02:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "212ce7def611f1707173b51e6a66a5c6df49f8d2",
          "body": "PiperOrigin-RevId: 705357818",
          "is_bot": false,
          "headline": "Add \"View PyGlove Objects in HTML\" notebook in examples.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-12T05:32:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcb53ebafd539e412ae0e6c730b8cf754e65108f",
          "body": "* `pg.views.html.controls.Label`:\n  - Use `<span>` for labels without links, so it better supports nesting.\n* `pg.views.html.controls.TabControl`:\n  - Add an optional 'name' to `Tab` so we could select that tab by name.\n  - Add `insert` method.\n  - Add `select` method.\n\nPiperOrigin-RevId: 705147063",
          "is_bot": false,
          "headline": "Enhance HTML controls.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-11T18:10:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b06665b00103338f5163af48f05ccc7969812af",
          "body": "PiperOrigin-RevId: 704729105",
          "is_bot": false,
          "headline": "Tune CSS for Tab control.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-10T16:56:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e0ff933d1e826d9553b084bed0c2a83c124c5d3",
          "body": "* `lf.views.html.controls.Control`: supports HTML/CSS injection with javascript.\n* `lf.views.html.controls.Label`: supports dynamic update of CSS classes.\n* `lf.views.html.controls.TabControl`:\n  - Supports `css_classes`\n  - Allow dynamic addition of new tabs.\n  - Avoid \"float: left\" for vertical tabs.\n  - Upgraded UI.\n\nPiperOrigin-RevId: 704409321",
          "is_bot": false,
          "headline": "Enhancements to HTML controls.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-09T22:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0adebc9aac237d5e22b87d1317e0df3fce7bb86c",
          "body": "For example, previously Foo(x={'a.x': 1}) will be serialized as `Foo(x={'a': {'x': 1}}`, which is not intended. This is due to `object_utils.merge` tries to unflatten keys with '.' and '[]'.\n\nPiperOrigin-RevId: 696248561",
          "is_bot": false,
          "headline": "Fix serialization of `pg.Object` with child dict with non-standard keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-13T21:21:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "016992e089261bd0b466eb4384edffcf766db5c9",
          "body": "PiperOrigin-RevId: 696225509",
          "is_bot": false,
          "headline": "Allow serialization of `pg.Ref` with `pg.to_json()`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-13T20:11:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc26ae1e491935a6461d205a380bef7c9e7a32dc",
          "body": "PiperOrigin-RevId: 696216964",
          "is_bot": false,
          "headline": "Better handle `pg.Symbolic.sym_nondefaults` on dicts without schema.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-13T19:48:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28a8f3c693c3a6610ccae46e4c6717cc9bda6bb4",
          "body": "PiperOrigin-RevId: 694420303",
          "is_bot": false,
          "headline": "Added suppressions for pytype --none-is-not-bool.",
          "author_name": "Martin Huschenbett",
          "author_login": null,
          "committed_at": "2024-11-08T10:31:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38a92a18d2c1a4d2e173f9b5a0eb802440326dc2",
          "body": "- Label to allow specification of 'target' for links.\n- Tab to support multiple TabControls in the same page.\n\nPiperOrigin-RevId: 693745093",
          "is_bot": false,
          "headline": "Minor enhancements to `lf.views.html.controls`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-06T16:56:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "713e2c3060593d09b2fee8b375e603a125c2374d",
          "body": "Add common interactive controls (Label, Tooltip, ProgressBar and Tab).\n\nPiperOrigin-RevId: 693406819",
          "is_bot": false,
          "headline": "Introduce `pg.views.html.controls`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-05T18:53:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 5.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 9/30 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pyglove@0.4.5 runtime dependency closure — what installing the published package pulls in — 2 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:pyglove@0.4.5",
                  "assessed": 2
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 2,
              "unassessed_packages": 0,
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 2,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 30,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.46,
              "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": "46 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 24.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 46,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 131170,
              "source_files_sampled": 241,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/241 source files over 60KB",
                "points": 53.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 241,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T08:48:34.421399Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/pyglove.svg",
  "full_name": "google/pyglove",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

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

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