Registro público
Informe de salud del softwareesquema 0.30.0 · métricas 2.5.0 · 2026-08-04 14:25 UTC

wandb / wandb-workspaces

Programatically edit the W&B UI

PythonApache-2.0★ 28 estrellas⑂ 3 forksdesde jun 2024Ver en GitHub ↗
TipoBibliotecacómo se determina

wandb/wandb-workspaces tiene un índice de salud de 89 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (89/100) y la más baja, AI Readiness (57/100). Se actualizó por última vez hoy. 3 personas concentran la mayor parte del trabajo reciente.

89
global / 100
Excelente

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.

89
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 75 se calibra a 89 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

Weights & BiasesOrganización
1411 seguidores158 repositorios públicosdesde mar 2017

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
PyPIwandb-workspaces0.4.5335.81235hace 0 días

Métricas por categoría

Vitalidad

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

89Excelente · 21% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
24.2/36Cadencia de commits — 35/52 semanas con commits
18/18Volumen de commits — 178 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year178
human_commit_share0,93
days_since_last_push0
active_weeks_last_year35
Cómo se puntúa
27/27Publica versiones — 35 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~15,4 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count35
latest_release_tagv0.4.5
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases15,4

Comunidad y Adopción

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

62Moderado · 17% del índice global
Cómo se puntúa
23.2/60Estrellas — 28 estrellas
2.5/25Forks — 3 forks
3.3/15Observadores — 5 observadores
Datos de entrada utilizados
forks3
stars28
watchers5
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
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges3
has_contributing
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_template
Cómo se puntúa
73.7/80Descargas mensuales — 335.812 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packageswandb-workspaces
dependents
ecosystemspypi
total_downloads
monthly_downloads335.812
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

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

79Bueno · 23% del índice global
Cómo se puntúa
36/54Factor bus — la mitad de los commits recae en 3 contribuyente(s)
16.2/22.5Distribución de commits — el principal contribuyente firma el 28% de los commits
13.5/13.5Amplitud de contribuyentes — 22 contribuyentes
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Datos de entrada utilizados
bus_factor3
contributors_sampled22
top_contributor_share0,278
Cómo se puntúa
22.6/42Resolución de issues — 54% de issues cerradas
24/30Aceptación de PR — 135/169 PR decididos fusionados
10.4/13Newcomer PR acceptance — 4/5 PR de contribuyentes primerizos fusionados en 30 d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs135
open_issues6
closed_issues7
prs_merged_7d1
prs_decided_7d2
prs_merged_30d5
prs_decided_30d6
issue_closed_ratio0,538
closed_unmerged_prs34
first_time_authors_30d3
first_time_prs_merged_30d4
first_time_prs_decided_30d5
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
22.6/25Alcance del propietario — 1411 seguidores de wandb
25/25Trayectoria — 158 repos públicos, cuenta de ~9 años
Datos de entrada utilizados
followers1411
owner_typeOrganization
is_verified
owner_loginwandb
public_repos158
account_age_days3430
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 35 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packageswandb-workspaces
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

76Bueno · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

50Moderado
Cómo se puntúa
30/30README
0/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepage
has_readme
has_docs_dirno
has_description

Seguridad

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

69Bueno · 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 — 7 out of 7 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
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,1
Excluidos de la puntuación (sin datos o no aplicable): branch_protection. 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
advisories36
affected_packages8
assessed_packages54
unassessed_packages0
affected_by_severitycritical 1, high 3, moderate 4
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 54 dependencias resueltas con OSV. 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.

57Moderado · 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)
40/40Historial de commits legible — 81 de 93 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,871
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — wandb_workspaces/py.typed
10/10Entorno reproducible — lockfile
8/10Práctica demostrada con agentes — 4 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
5/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configswandb_workspaces/py.typed
agent_commit_share0,04
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (wandb_workspaces/py.typed)
53/55Tamaños de archivo manejables — 2/56 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes179.859
source_files_sampled56
oversized_source_files2
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

28estrellas de GitHub
22contribuidores
178commits en los últimos 12 meses
0días desde el último push
35versiones publicadas
3factor bus
6issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 0 ★ / 3 ⇿
0Estrellas
3Forks
19Versiones

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.

12233312024-062025-042026-02
Mayor 0Menor 2Parche 17

Cada punto abarca 2 días.

OpenSSF Scorecard 6.1 / 10
6.1agregado

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 · 2026-08-04 14:25 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-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Dependencias directas 2
RegistroPaqueteRestricción de versiónManifiesto
PyPIpydantic>=2.7pyproject.toml
PyPIwandb>=0.13.7pyproject.toml
Todas las dependencias 54

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 2 paquetes directos y 52 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIpydantic2.12.2directa
PyPIwandb0.22.2directa
PyPIannotated-types0.7.0indirecta
PyPIcertifi2025.10.5indirecta
PyPIcfgv3.4.0indirecta
PyPIcharset-normalizer3.4.4indirecta
PyPIclick8.1.8indirecta
PyPIclick8.3.0indirecta
PyPIcodecov2.1.13indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.10.7indirecta
PyPIcoverage7.11.0indirecta
PyPIdistlib0.4.0indirecta
PyPIeval-type-backport0.2.2indirecta
PyPIexceptiongroup1.3.0indirecta
PyPIfaker37.11.0indirecta
PyPIfilelock3.19.1indirecta
PyPIfilelock3.20.3indirecta
PyPIgitdb4.0.12indirecta
PyPIgitpython3.1.45indirecta
PyPIidentify2.6.15indirecta
PyPIidna3.11indirecta
PyPIiniconfig2.1.0indirecta
PyPImypy1.18.2indirecta
PyPImypy-extensions1.1.0indirecta
PyPInodeenv1.9.1indirecta
PyPInumpy1.26.4indirecta
PyPIpackaging25.0indirecta
PyPIpandas2.3.3indirecta
PyPIpathspec0.12.1indirecta
PyPIplatformdirs4.4.0indirecta
PyPIplatformdirs4.5.0indirecta
PyPIpluggy1.6.0indirecta
PyPIpolyfactory2.22.2indirecta
PyPIpre-commit3.8.0indirecta
PyPIprotobuf6.33.5indirecta
PyPIpydantic-core2.41.4indirecta
PyPIpytest8.3.5indirecta
PyPIpytest-cov7.0.0indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpytz2025.2indirecta
PyPIpyyaml6.0.3indirecta
PyPIrequests2.32.5indirecta
PyPIruff0.14.1indirecta
PyPIsentry-sdk2.42.0indirecta
PyPIsix1.17.0indirecta
PyPIsmmap5.0.2indirecta
PyPItomli2.3.0indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPItzdata2025.2indirecta
PyPIurllib32.6.3indirecta
PyPIvirtualenv20.36.1indirecta
PyPIwandb-workspaces0.4.5indirecta
Avisos de dependencias 8

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 54 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 8 tienen avisos conocidos, de los cuales 0 son directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
gitpython3.1.45indirectacrítica203.1.57
click8.1.8indirectaalta18.3.3
click8.3.0indirectaalta18.3.3
urllib32.6.3indirectaalta42.7.0
filelock3.19.1indirectamoderada43.20.3
idna3.11indirectamoderada23.15
pytest8.3.5indirectamoderada29.0.3
requests2.32.5indirectamoderada22.33.0

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
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          "tag": "v0.4.1",
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          "kind": "patch",
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        {
          "tag": "v0.3.7",
          "kind": "patch",
          "published_at": "2026-03-18T16:59:29Z"
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          "tag": "v0.3.6",
          "kind": "patch",
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          "tag": "v0.3.5",
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          "tag": "v0.3.3",
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          "tag": "v0.3.2",
          "kind": "patch",
          "published_at": "2026-01-07T16:29:33Z"
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        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2025-12-18T16:43:13Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2025-12-01T18:17:57Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2025-11-05T20:55:52Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2025-11-05T17:44:39Z"
        },
        {
          "tag": "v0.1.19",
          "kind": "patch",
          "published_at": "2025-10-06T21:33:06Z"
        },
        {
          "tag": "v0.1.18",
          "kind": "patch",
          "published_at": "2025-09-05T15:18:34Z"
        },
        {
          "tag": "v0.1.17",
          "kind": "patch",
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          "headline": "Merge pull request #160 from wandb/WB-33632",
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          "author_name": "Daee Kang",
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          "headline": "Merge pull request #171 from wandb/release/v0.4.0",
          "author_name": "Marie Barr-Ramsey",
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          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #154 from wandb/feat/v2-filters-workspace-write",
          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #155 from wandb/feat/v2-filters-report-write",
          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #151 from wandb/feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "headline": "Merge pull request #170 from wandb/chore/release-notes-server-compat",
          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #169 from wandb/release/v0.3.10",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "headline": "chore(release): auto-detect server-compat labels in release notes",
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          "is_bot": true,
          "headline": "chore(release): bump version to 0.3.10",
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          "body": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
          "is_bot": false,
          "headline": "Merge pull request #165 from wandb/mbarrramsey/baseline_pinned_sdk",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "is_bot": false,
          "headline": "fix: normalize filter value key (#161)",
          "author_name": "acasey-wandb",
          "author_login": "acasey-wandb",
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          "body": "Adds `baseline_run` and `pinned_runs` to `RunsetSettings` so the SDK\ncan configure the runset's baseline + pinned runs the same way the\nW&B app does.\n\nUsers pass run slugs (the value of `wandb.Run.id`, e.g. `\"g0dpjzew\"`,\nalso the last segment of a run URL). At the serialization boundary\nthe SDK enco\n[…]\n` invariant: setting only\n`baseline_run` auto-adds it to `pinned_runs`. Warns (but still\nserializes) when `pinned_runs` exceeds the app's 20-entry cap.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-05-27T00:43:45Z",
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          "body": "Co-authored-by: Sourcegraph <batch-changes@sourcegraph.com>",
          "is_bot": false,
          "headline": "chore(security): enable Renovate for GitHub Actions SHA pinning (#164)",
          "author_name": "shivawandb",
          "author_login": "shivawandb",
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        },
        {
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          "body": "- Remove Group class (no-op wrapper) from expr.py and all references\n- Update type annotations and validators in both interface files\n- Add Or/And and string OR examples to workspace and report filter\n  example files\n- Update example comments to reflect OR support in string filters\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): remove Group class, add Or/And examples",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T22:09:32Z",
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        {
          "oid": "c13cdd767a4ca1071a61920f412150b3d552bac0",
          "body": "- Change _tree_node_to_v2_items precedence check from <= to < so\n  same-op nesting (OR-inside-OR, AND-inside-AND) is flattened instead\n  of creating unnecessary v2 groups\n- Simplify Or.to_model: remove legacy AND bucket wrapping, rename\n  buckets to children, flatten same-op OR children\n- Add same-op flattening to And.to_model for consistency\n- Remove stale docstrings from Or class\n- Update tests for new flattening behavior\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): flatten same-op nesting and simplify Or/And.to_model",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove scratch files and venvs from tracking",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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        },
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          "oid": "57da4a33d60b3d6b513d6a50d155c8d0111e5638",
          "body": "Pick up unified stashed field names and always-v2 write-back\nfor report Runsets. Resolve conflicts in test_filters.py.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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        },
        {
          "oid": "9d22d812a2e9184534c38d1df55f12462040ab72",
          "body": "- Rename _filters_internal/_raw_filters_v2/_original_v2_filter_string\n  to unified _stashed_filters_v2/_stashed_filter_string\n- _to_model always produces v2 dict via filters_tree_to_v2\n- _from_model uses copy.deepcopy for v2, converts legacy to v2\n- Unify stashing: always set both stashed fields\n- Update tests for v2 dict output\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): report runset always writes v2 filters",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body_truncated": false,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write cleanup",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:59:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove accidentally committed scratch files and venvs",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:56:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove accidentally committed scratch files and venvs",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:55:59Z",
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        },
        {
          "oid": "712f6a3c263cb774dad37f3d6e7dacba11f852af",
          "body": "Resolve conflicts: remove filters_to_expr/normalize_filters_to_string,\nupdate validators to use v2 path for Or/And/Group objects,\nupdate report _from_model to use v2 string conversion,\nupdate tests for v2-always write behavior.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write into or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:54:18Z",
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          "oid": "55e30e0c4517cc039d610ffc4dca428fdc467e57",
          "body": "Resolve conflicts: update report _to_model to use v2 path,\nupdate tests to match simplified filter output.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-workspace-write into report-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:47:09Z",
          "body_truncated": false,
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        },
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          "oid": "bdf6ff65d19c02810447b14653ac37575bdbf8b3",
          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-read: simplify _tree_node_to_v2_items",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:42:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb45173f78252b91d1fd84f721c51894ad628f1c",
          "body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:37:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "Made-with: Cursor\n\n# Conflicts:\n#\twandb_workspaces/expr.py",
          "is_bot": false,
          "headline": "Merge branch 'feat/v2-filters-read' into feat/v2-filters-workspace-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:29:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b270ac01ccce348dffa9936051463a26ab3ba442",
          "body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore(sdk): add legacy filter comments, remove debug prints",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:15:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e10a184e0089d3d24c46ab460995b70b7ab9e18b",
          "body": "- filterexpr_list_to_string now formats FilterExpr directly to string\n  without going through tree/v2 intermediate steps\n- Adds DeprecationWarning guiding users to And(...) syntax\n- Removes dead code: filter_expr_to_filters_tree, normalize_filters_to_string\n- Simplifies workspace and report validators to use filterexpr_list_to_string\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "refactor(sdk): simplify list→string path, deprecate plain list filters",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T19:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a83fd36a014bdb65fe81d7f59785c82d68d81806",
          "body": "All filter-to-string conversions now go through the v2 pipeline\n(filters_tree_to_v2 -> filters_v2_to_string) which correctly handles\nparentheses and mixed AND/OR operators. The legacy filters_to_expr\nfunction has been deleted.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "refactor(sdk): remove legacy filters_to_expr, use v2 path everywhere",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T19:33:39Z",
          "body_truncated": false,
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        },
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:15:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c9498b1e137f1002d6e7e4797bfd4ea69e3370d",
          "body": "… into feat/v2-filters-report-write",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/feat/v2-filters-workspace-write'…",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:12:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc3339d90f990f64988dd63349b085fa788cfe93",
          "body": "…-based ValueError\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-read: replace _flatten_nested_groups with depth…",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:11:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41a523ff1b6f3c0e3308b8907f2b163aa76ba81a",
          "body": "…-based ValueError\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-read: replace _flatten_nested_groups with depth…",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:09:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62f2f5241862550400de81986064d51c6169cecd",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'feat/v2-filters-read' into feat/v2-filters-workspace-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:08:25Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "body": "Resolve conflict in expr.py: keep _format_filter_leaf from our branch,\ntake main's simplified filters_to_expr signature (no is_root param).\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge origin/main into feat/v2-filters-read",
          "author_name": "Marie Barr-Ramsey",
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          "body": "…-based ValueError\n\nResolve merge conflict by combining the write branch's is_first_in_parent\nconnector logic with the read branch's depth enforcement. Remove\n_flatten_nested_groups since the depth param on _tree_node_to_v2_items\nnow catches nested groups at conversion time. Update test to expect\nValueError instead of silent flattening.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-read: replace _flatten_nested_groups with depth…",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Replace silent flattening with precedence-aware depth tracking in\n_tree_node_to_v2_items. AND-inside-OR is inlined (implicit precedence),\nwhile OR-inside-AND creates a real group. Raises ValueError if groups\nnest deeper than 1 level, matching the UI's rendering limit.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): enforce 1-level group depth limit in v2 filter conversion",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "oid": "2c4b898760f265f5eca21055507edf6b88a207de",
          "body": "Match legacy behavior where disabled filters are included in the\nstring. This avoids losing OR connectors when a disabled item starts\na new OR segment, and is consistent with how legacy filters have\nalways worked.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): include disabled v2 filters in string representation",
          "author_name": "Marie Barr-Ramsey",
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          "body": "fix(sdk): legacy filters adding nesting",
          "is_bot": false,
          "headline": "Merge pull request #157 from wandb/fix/legacy-filter-nesting",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "oid": "562be43534078e5be72faa753399f5f3c5acc3d3",
          "body": "…tion\n\nfilters_to_expr incorrectly wrapped non-root AND nodes in parentheses,\ne.g. producing \"(a and b)\" instead of \"a and b\". When users appended\nto that string and saved, the parens caused a nested AND tree that\nlegacy filters can't handle, with nesting growing on each save cycle.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): remove unnecessary parentheses from legacy filter serializa…",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Stash the v2 filter dict (with disabled flags intact) at load time in\nboth Workspace and Report Runset. On write, if the filter string hasn't\nbeen modified, use the stashed v2 directly. Otherwise fall through to\nthe string → tree → v2 conversion (disabled state lost, acceptable\nsince the user explicitly changed filters).\n\nAlso updates tests to verify disabled preservation and adapts\nuser-constructed/modified runset tests for the always-write-v2 path.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: preserve disabled filter state through load/save roundtrip",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-29T00:42:47Z",
          "body_truncated": false,
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          "oid": "333636425de38f963a7278b4dbb5bd35193617ae",
          "body": "- Replace _reject_v2_format on Filters with _keep_v2_as_dict on\n  internal.Runset (matching the workspace-write PR pattern)\n- Restore _format_filter_leaf to workspace-write PR version\n- Restore inline validator in report Runset instead of\n  normalize_filters_to_string, add Or/And/Group elif branch\n- Fix trailing whitespace\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "chore: restore stacked PR patterns and revert cosmetic changes",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "author_name": "Marie Barr-Ramsey",
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          "body": "- Report Runset._to_model() now converts filters to v2 via\n  filters_tree_to_v2(expr_to_filters(...)), matching the workspace path\n- Report Runset._from_model() handles v2 dicts with filters_v2_to_string\n- Widen Runset.filters type to accept Or/And/Group objects\n- Use shared normalize_filters_to_string validator\n- Remove _filters_internal stashing (no longer needed with always-v2)\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: reports always write v2 filters and accept Or/And/Group objects",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-29T00:33:04Z",
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          "oid": "7b2f505e5391a825f2b111022d8ef567235d6810",
          "body": "Add Or(), And(), Group() filter construction classes for programmatic\nv2 filter expressions. All workspaces and reports now always write in\nv2 format regardless of how they were loaded. Removes the legacy tree\nwrite path in favor of universal v2 output.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: expose Or/And/Group API and always write v2 filter format",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-29T00:33:04Z",
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          "oid": "151e4c861bc93025c814ed62e727b01e7296fd79",
          "body": "The test used `A or (B and C)` which doesn't produce a group because AND\nnaturally binds tighter than OR. Changed to `(A or B) and C` where OR\ninside AND reverses natural precedence and correctly requires a v2 group.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: use correct precedence in test_modified_v2_with_group",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Extend the v2 write-back pattern to reports: stash raw v2 dict on load,\npreserve it on unchanged save, reconvert through tree → v2 on modified\nsave. Legacy reports now write filters in the canonical OR → AND → leaves\nshape. Adds TestReportWriteBack covering unchanged v2, modified v2, groups,\nlegacy preservation, and field separation.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: add report v2 filter write-back with legacy wrapping",
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              "readme_badges": 3,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "shields.io"
              ],
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "packages": [
                "wandb-workspaces"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 335812
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "335,812 downloads/month across pypi",
                "points": 73.7,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 335812,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 79,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 22,
              "top_contributor_share": 0.278
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 28% of commits",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 28
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "merged_prs": 135,
              "open_issues": 6,
              "closed_issues": 7,
              "prs_merged_7d": 1,
              "prs_decided_7d": 2,
              "prs_merged_30d": 5,
              "prs_decided_30d": 6,
              "issue_closed_ratio": 0.538,
              "closed_unmerged_prs": 34,
              "first_time_authors_30d": 3,
              "first_time_prs_merged_30d": 4,
              "first_time_prs_decided_30d": 5
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "54% of issues closed",
                "points": 22.6,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 54
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                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "135/169 decided PRs merged",
                "points": 24,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 135,
                      "decided": 169
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                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "4/5 first-time contributors' PRs merged in 30d",
                "points": 10.4,
                "status": "partial",
                "details": [
                  {
                    "code": "newcomer_prs_merged",
                    "params": {
                      "days": 30,
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "followers": 1411,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "wandb",
              "public_repos": 158,
              "account_age_days": 3430
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,411 followers of wandb",
                "points": 22.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1411,
                      "login": "wandb"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "158 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 158
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "wandb-workspaces"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "35 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 35
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 61,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.1
            },
            "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": "7 out of 7 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 2.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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 54 resolved dependencies against OSV. 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 54
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 36,
              "affected_packages": 8,
              "assessed_packages": 54,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 3, moderate 4",
              "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": 54,
              "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": 4
            },
            "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": 57,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.871,
              "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": "81 of 93 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 81,
                      "sampled": 93
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 67,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "wandb_workspaces/py.typed"
              ],
              "agent_commit_share": 0.04,
              "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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "wandb_workspaces/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "wandb_workspaces/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "4 of the last 100 commits agent-authored or agent-credited",
                "points": 8,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 4,
                      "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 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 179859,
              "source_files_sampled": 56,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (wandb_workspaces/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "wandb_workspaces/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/56 source files over 60KB",
                "points": 53,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 56,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "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? 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": 12,
        "notebook": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "declared",
          "label": "library",
          "source": "pypi.classifier:Topic :: Software Development :: Libraries",
          "weight": 6
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "notebook",
          "source": "tree.notebook",
          "weight": 3
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "library"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "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",
    "deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T14:25:58.112282Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/wandb/wandb-workspaces.svg",
  "full_name": "wandb/wandb-workspaces",
  "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 v0.30.0 — metodología completa · wiki de métricas.

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