Registro público
Informe de salud del softwareesquema 0.26.0 · métricas 1.13.0 · 2026-07-22 18:47 UTC

zw008 / VMware-VKS

MCP Skill + CLI for vSphere with Tanzu (VKS) — Supervisor, Namespace, and TanzuKubernetesCluster lifecycle management. Requires vSphere 8.x+.

PythonMIT★ 4 estrellas⑂ 1 forkdesde mar 2026Ver en GitHub ↗

zw008/VMware-VKS tiene un índice de salud de 57 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (85/100) y la más baja, Community & Adoption (28/100). Se actualizó por última vez hace 1 día. Una sola persona concentra la mayor parte del trabajo reciente.

57
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.

57
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

wei zhouCuenta personal
18 seguidores32 repositorios públicosdesde ene 2015

Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIvmware-vks1.8.8-68hace 1 día

Métricas por categoría

Vitalidad

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

85Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 1 días
11.1/36Cadencia de commits — 16/52 semanas con commits
18/18Volumen de commits — 136 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year136
human_commit_share0,91
days_since_last_push1
active_weeks_last_year16
Cómo se puntúa
27/27Publica versiones — 67 versiones publicadas
36/36Recencia de las versiones — última versión hace 1 días
27/27Cadencia de publicación — una versión cada ~0,9 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count67
latest_release_tagv1.8.8
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases0,9
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?

28Crítico · 18% del índice global
Cómo se puntúa
7.7/60Estrellas — 4 estrellas
0/25Forks — 1 forks
0/15Observadores — 0 observadores
Datos de entrada utilizados
forks1
stars4
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
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?

51Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
3.9/22.5Distribución de commits — el principal contribuyente firma el 83% de los commits
2.7/13.5Amplitud de contribuyentes — 2 contribuyentes
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Datos de entrada utilizados
bus_factor1
contributors_sampled2
top_contributor_share0,826
Cómo se puntúa
23.4/46.8Resolución de issues — 50% de issues cerradas
21.2/38.3Aceptación de PR — 10/18 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs10
open_issues1
closed_issues1
issue_closed_ratio0,5
closed_unmerged_prs8
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
9.2/25Alcance del propietario — 18 seguidores de zw008
23.1/25Trayectoria — 32 repos públicos, cuenta de ~11 años
Datos de entrada utilizados
followers18
owner_typeUser
is_verified
owner_loginzw008
public_repos32
account_age_days4201
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 1 días
20/20Historial de versiones — 68 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesvmware-vks
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

52Moderado · 20% del índice global
Cómo se puntúa
0/24Flujos de trabajo de CI
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — sin datos
Datos de entrada utilizados
has_cino
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: CI-Tests. Los pesos restantes se han renormalizado.

Documentación

85Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
10/10Topics — 11 topics
10/10Wiki
Datos de entrada utilizados
topicsagent-skills, ai-skill, claude-code, codex, gemini-cli, kubernetes, mcp, supervisor, tanzu, tkc, vmware
has_wiki
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?

64Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
0/2.5CI-Tests — sin datos
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflow — sin datos
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 2 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — sin datos
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate5,5
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, ci_tests, dangerous_workflow, packaging, signed_releases, token_permissions. 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
advisories6
affected_packages2
assessed_packages65
unassessed_packages0
affected_by_severityhigh 2
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 65 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? 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.

48En 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)
40/40Historial de commits legible — 91 de 91 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share1
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
10/10Entorno reproducible — Dockerfile, lockfile
6/10Práctica demostrada con agentes — 3 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 9 de los últimos 100 commits son 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
lockfilesuv.lock
has_dockerfile
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0,03
toolchain_manifests
dependency_bot_commit_share0,09
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/60 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes45.608
source_files_sampled60
oversized_source_files0
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
20/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signal
api_schema_files

Datos clave

4estrellas de GitHub
2contribuidores
136commits en los últimos 12 meses
1días desde el último push
67versiones 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
  • deps.dev does not index pypi:vmware-vks@1.8.8; advisories assessed against the repository dependency graph instead

Más detalle

OpenSSF Scorecard 5.5 / 10
5.5agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-22 18:47 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
n/dCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
n/dDangerous-Workflowno workflows found
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
n/dToken-PermissionsNo tokens found
6Vulnerabilities4 existing vulnerabilities detected
Dependencias directas 8
RegistroPaqueteRestricción de versiónManifiesto
PyPIpyvmomi>=8.0.3.0,<10.0pyproject.toml
PyPIkubernetes>=29.0,<35.0pyproject.toml
PyPIpyaml>=24.0,<27.0pyproject.toml
PyPItyper>=0.12,<1.0pyproject.toml
PyPIrich>=13.0,<15.0pyproject.toml
PyPIpython-dotenv>=1.0,<2.0pyproject.toml
PyPImcp>=1.10,<2.0pyproject.toml
PyPIvmware-policy>=1.8.8,<2.0pyproject.toml
Todas las dependencias 65

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 8 paquetes directos y 57 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIkubernetes33.1.0directa
PyPImcp1.28.1directa
PyPIpyaml26.2.1directa
PyPIpython-dotenv1.2.2directa
PyPIpyvmomi9.0.0.0directa
PyPIrich14.3.3directa
PyPItyper0.24.1directa
PyPIvmware-policy1.8.8directa
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.13.0indirecta
PyPIattrs26.1.0indirecta
PyPIcertifi2026.2.25indirecta
PyPIcffi2.0.0indirecta
PyPIcharset-normalizer3.4.6indirecta
PyPIclick8.3.1indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.13.5indirecta
PyPIcryptography49.0.0indirecta
PyPIdurationpy0.10indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIgoogle-auth2.49.1indirecta
PyPIh110.16.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx0.28.1indirecta
PyPIhttpx-sse0.4.3indirecta
PyPIidna3.15indirecta
PyPIiniconfig2.3.0indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImdurl0.1.2indirecta
PyPIoauthlib3.3.1indirecta
PyPIpackaging26.0indirecta
PyPIpluggy1.6.0indirecta
PyPIpyasn10.6.3indirecta
PyPIpyasn1-modules0.4.2indirecta
PyPIpycparser3.0indirecta
PyPIpydantic2.12.5indirecta
PyPIpydantic-core2.41.5indirecta
PyPIpydantic-settings2.14.2indirecta
PyPIpygments2.20.0indirecta
PyPIpyjwt2.13.0indirecta
PyPIpytest9.0.3indirecta
PyPIpytest-cov7.1.0indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-multipart0.0.32indirecta
PyPIpywin32311indirecta
PyPIpyyaml6.0.3indirecta
PyPIreferencing0.37.0indirecta
PyPIrequests2.33.0indirecta
PyPIrequests-oauthlib2.0.0indirecta
PyPIrpds-py0.30.0indirecta
PyPIruff0.15.12indirecta
PyPIshellingham1.5.4indirecta
PyPIsix1.17.0indirecta
PyPIsse-starlette3.3.3indirecta
PyPIstarlette1.3.1indirecta
PyPItomli2.4.1indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPIurllib32.7.0indirecta
PyPIuvicorn0.42.0indirecta
PyPIvmware-vks1.8.8indirecta
PyPIwebsocket-client1.9.0indirecta
Avisos de dependencias 2

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 65 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 2 tienen avisos conocidos, de los cuales 0 son directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
click8.3.1indirectaalta18.3.3
pyasn10.6.3indirectaalta50.6.4

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

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [
        "agent-skills",
        "ai-skill",
        "claude-code",
        "codex",
        "gemini-cli",
        "kubernetes",
        "mcp",
        "supervisor",
        "tanzu",
        "tkc",
        "vmware"
      ],
      "is_fork": false,
      "size_kb": 437,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 432361,
        "Dockerfile": 201
      },
      "pushed_at": "2026-07-21T15:43:06Z",
      "created_at": "2026-03-25T03:07:29Z",
      "owner_type": "User",
      "updated_at": "2026-07-21T15:45:39Z",
      "description": "MCP Skill + CLI for vSphere with Tanzu (VKS) — Supervisor, Namespace, and TanzuKubernetesCluster lifecycle management. Requires vSphere 8.x+.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "wei zhou",
      "type": "User",
      "login": "zw008",
      "company": null,
      "location": "China",
      "followers": 18,
      "avatar_url": "https://avatars.githubusercontent.com/u/10613299?v=4",
      "created_at": "2015-01-20T11:29:10Z",
      "is_verified": null,
      "public_repos": 32,
      "account_age_days": 4201
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.8.8",
          "kind": "patch",
          "published_at": "2026-07-21T15:43:09Z"
        },
        {
          "tag": "v1.8.7",
          "kind": "patch",
          "published_at": "2026-07-21T11:39:18Z"
        },
        {
          "tag": "v1.8.5",
          "kind": "patch",
          "published_at": "2026-07-20T13:03:44Z"
        },
        {
          "tag": "v1.8.4",
          "kind": "patch",
          "published_at": "2026-07-20T08:25:23Z"
        },
        {
          "tag": "v1.8.3",
          "kind": "patch",
          "published_at": "2026-07-20T03:40:54Z"
        },
        {
          "tag": "v1.8.2",
          "kind": "patch",
          "published_at": "2026-07-19T18:01:20Z"
        },
        {
          "tag": "v1.8.1",
          "kind": "patch",
          "published_at": "2026-07-19T11:23:43Z"
        },
        {
          "tag": "v1.8.0",
          "kind": "minor",
          "published_at": "2026-07-19T09:41:34Z"
        },
        {
          "tag": "v1.7.7",
          "kind": "patch",
          "published_at": "2026-07-17T06:53:02Z"
        },
        {
          "tag": "v1.7.5",
          "kind": "patch",
          "published_at": "2026-07-13T07:14:40Z"
        },
        {
          "tag": "v1.7.4",
          "kind": "patch",
          "published_at": "2026-07-13T04:45:04Z"
        },
        {
          "tag": "v1.7.3",
          "kind": "patch",
          "published_at": "2026-07-03T00:46:39Z"
        },
        {
          "tag": "v1.7.2",
          "kind": "patch",
          "published_at": "2026-07-02T14:29:20Z"
        },
        {
          "tag": "v1.7.1",
          "kind": "patch",
          "published_at": "2026-07-02T10:45:38Z"
        },
        {
          "tag": "v1.7.0",
          "kind": "minor",
          "published_at": "2026-06-27T00:59:46Z"
        },
        {
          "tag": "v1.6.1",
          "kind": "patch",
          "published_at": "2026-06-23T23:56:10Z"
        },
        {
          "tag": "v1.6.0",
          "kind": "minor",
          "published_at": "2026-06-22T09:16:05Z"
        },
        {
          "tag": "v1.5.39",
          "kind": "patch",
          "published_at": "2026-06-22T00:35:50Z"
        },
        {
          "tag": "v1.5.38",
          "kind": "patch",
          "published_at": "2026-06-12T06:57:04Z"
        },
        {
          "tag": "v1.5.37",
          "kind": "patch",
          "published_at": "2026-06-12T01:56:33Z"
        },
        {
          "tag": "v1.5.36",
          "kind": "patch",
          "published_at": "2026-06-11T23:19:36Z"
        },
        {
          "tag": "v1.5.35",
          "kind": "patch",
          "published_at": "2026-06-10T00:43:04Z"
        },
        {
          "tag": "v1.5.32",
          "kind": "patch",
          "published_at": "2026-06-08T02:30:27Z"
        },
        {
          "tag": "v1.5.30",
          "kind": "patch",
          "published_at": "2026-06-07T12:54:40Z"
        },
        {
          "tag": "v1.5.29",
          "kind": "patch",
          "published_at": "2026-05-29T02:18:47Z"
        },
        {
          "tag": "v1.5.28",
          "kind": "patch",
          "published_at": "2026-05-20T09:57:00Z"
        },
        {
          "tag": "v1.5.27",
          "kind": "patch",
          "published_at": "2026-05-20T06:56:22Z"
        },
        {
          "tag": "v1.5.26",
          "kind": "patch",
          "published_at": "2026-05-20T06:16:31Z"
        },
        {
          "tag": "v1.5.23",
          "kind": "patch",
          "published_at": "2026-05-19T02:56:27Z"
        },
        {
          "tag": "v1.5.22",
          "kind": "patch",
          "published_at": "2026-05-08T23:23:40Z"
        },
        {
          "tag": "v1.5.21",
          "kind": "patch",
          "published_at": "2026-05-08T23:10:29Z"
        },
        {
          "tag": "v1.5.20",
          "kind": "patch",
          "published_at": "2026-05-08T22:29:56Z"
        },
        {
          "tag": "v1.5.19",
          "kind": "patch",
          "published_at": "2026-05-06T03:58:31Z"
        },
        {
          "tag": "v1.5.18",
          "kind": "patch",
          "published_at": "2026-05-02T12:08:51Z"
        },
        {
          "tag": "v1.5.17",
          "kind": "patch",
          "published_at": "2026-05-01T11:45:35Z"
        },
        {
          "tag": "v1.5.16",
          "kind": "patch",
          "published_at": "2026-05-01T03:29:08Z"
        },
        {
          "tag": "v1.5.15",
          "kind": "patch",
          "published_at": "2026-04-29T18:29:07Z"
        },
        {
          "tag": "v1.5.14",
          "kind": "patch",
          "published_at": "2026-04-21T12:08:20Z"
        },
        {
          "tag": "v1.5.13",
          "kind": "patch",
          "published_at": "2026-04-21T06:21:56Z"
        },
        {
          "tag": "v1.5.12",
          "kind": "patch",
          "published_at": "2026-04-17T10:03:10Z"
        },
        {
          "tag": "v1.5.11",
          "kind": "patch",
          "published_at": "2026-04-16T23:41:32Z"
        },
        {
          "tag": "v1.5.10",
          "kind": "patch",
          "published_at": "2026-04-16T03:00:16Z"
        },
        {
          "tag": "v1.5.9",
          "kind": "patch",
          "published_at": "2026-04-15T11:58:40Z"
        },
        {
          "tag": "v1.5.8",
          "kind": "patch",
          "published_at": "2026-04-15T01:48:06Z"
        },
        {
          "tag": "v1.5.7",
          "kind": "patch",
          "published_at": "2026-04-15T01:20:48Z"
        },
        {
          "tag": "v1.5.6",
          "kind": "patch",
          "published_at": "2026-04-14T23:50:28Z"
        },
        {
          "tag": "v1.5.5",
          "kind": "patch",
          "published_at": "2026-04-14T23:40:24Z"
        },
        {
          "tag": "v1.5.4",
          "kind": "patch",
          "published_at": "2026-04-14T08:42:49Z"
        },
        {
          "tag": "v1.5.0",
          "kind": "minor",
          "published_at": "2026-04-12T04:55:03Z"
        },
        {
          "tag": "v1.4.9",
          "kind": "patch",
          "published_at": "2026-04-11T13:17:58Z"
        },
        {
          "tag": "v1.4.8",
          "kind": "patch",
          "published_at": "2026-04-09T09:22:59Z"
        },
        {
          "tag": "v1.4.7",
          "kind": "patch",
          "published_at": "2026-04-07T23:17:00Z"
        },
        {
          "tag": "v1.4.6",
          "kind": "patch",
          "published_at": "2026-04-06T01:58:25Z"
        },
        {
          "tag": "v1.4.5",
          "kind": "patch",
          "published_at": "2026-04-03T13:29:59Z"
        },
        {
          "tag": "v1.4.4",
          "kind": "patch",
          "published_at": "2026-04-01T15:46:37Z"
        },
        {
          "tag": "v1.4.3",
          "kind": "patch",
          "published_at": "2026-03-30T11:48:15Z"
        },
        {
          "tag": "v1.4.1",
          "kind": "patch",
          "published_at": "2026-03-29T08:21:18Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2026-03-29T07:41:57Z"
        },
        {
          "tag": "v1.3.5",
          "kind": "patch",
          "published_at": "2026-03-28T02:22:50Z"
        },
        {
          "tag": "v1.3.4",
          "kind": "patch",
          "published_at": "2026-03-28T01:40:00Z"
        },
        {
          "tag": "v1.3.3",
          "kind": "patch",
          "published_at": "2026-03-28T00:30:22Z"
        },
        {
          "tag": "v1.3.2",
          "kind": "patch",
          "published_at": "2026-03-27T11:59:15Z"
        },
        {
          "tag": "v1.3.1",
          "kind": "patch",
          "published_at": "2026-03-27T11:25:43Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2026-03-26T05:48:19Z"
        },
        {
          "tag": "v1.2.3",
          "kind": "patch",
          "published_at": "2026-03-25T03:48:05Z"
        },
        {
          "tag": "v1.2.1",
          "kind": "patch",
          "published_at": "2026-03-25T03:30:57Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-03-25T03:07:49Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "55899825c5011866f8e80cbb37c98e911b5d4e8a",
          "body": "Every state-changing CLI command is now wrapped by @guarded, the CLI counterpart\nto the MCP @vmware_tool decorator: it runs the same vmware-policy guard()\nauthorization and writes the same audit_call() row to ~/.vmware/audit.db\n(HLD I-1/I-8). A `deny` rule now refuses the operation on the CLI with a\n[…]\nitten this release (removed at 2.0)\n- requires vmware-policy>=1.8.8 (adds the shared guarded core); lock bumped to it\n- carries the environment docstring correction + the Policy-1.8.7 stale-test fixes",
          "is_bot": false,
          "headline": "feat: route CLI writes through policy + audit via @guarded (v1.8.8)",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-21T15:43:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e2fa1895112398da415350936ee0e0ef40efb842",
          "body": "…RBAC's job\n\n- remove the skill-level read-only switch and its config/env key; read/write\n  authorization is delegated to the vCenter/NSX service account (RBAC). A config\n  still carrying read_only is ignored with a one-time warning naming the replacement\n- drop approval-tier / declared-environment language (vmware-policy cut those)\n- add offline / air-gapped install docs to the README\n- carries the accumulated fixes staged since 1.8.5",
          "is_bot": false,
          "headline": "chore: release v1.8.7 — remove read-only switch; read/write authz is …",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-21T11:39:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4e756a9042cc64a3334e1b0d639349f25a1d279",
          "body": null,
          "is_bot": false,
          "headline": "chore: lock vmware-policy 1.8.5",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T13:03:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9ccb30f3c2c603c73c6df308f8ad773d187e544",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.8.5",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T12:59:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe6f44ef7d53a203a4b5d081b38b8b7b7d4c3d9c",
          "body": "Four adversarial reviews of v1.8.4 found the release had shipped two defects.\n\n**A returned failure was still audited as a success.** vmware-policy 1.8.4 added\n`report_tool_failure()` for tools that catch and return rather than raise, and no\nskill called it. Every string-returning tool therefore kep\n[…]\nrced that type onto the\nallowlist, which then also passed urllib3's own -- whose text is\n`HTTPSConnectionPool(host=..., port=...)`. One type from two sources is\nsomething an allowlist cannot separate.",
          "is_bot": false,
          "headline": "fix: audit returned failures; stop leaking cert and URL detail",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T12:26:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b0f894925e4af9fe1f17ad507f799c3d78a0eb48",
          "body": null,
          "is_bot": false,
          "headline": "chore: lock vmware-policy 1.8.4",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T08:25:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4bb5a8f9b4b2412e40654dcd65eef622d32b207",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.8.4",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T08:20:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4bc384cdd57f5a6512c7a921659dd4a5c5b8803",
          "body": "For a weak model the description *is* the API: an unstated routing rule is a\nrouting rule that does not exist, and a tool with no stated next hop is one it\nstops at. Descriptions now say when to prefer this tool over a sibling, what\nshape comes back, the caveat that bites, and which tool to call nex\n[…]\nring in `confirm_draft`'s own name, missed\n\"Use after ...\" as a when-clause and so bought pure rewording, read a line break\nas absent content, and never looked at the list-shaped error payload at all.",
          "is_bot": false,
          "headline": "feat: describe tools so a small model can route between them",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T08:17:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bd5e5a41e1b55d11eb9636bb16b0d245b0bd7857",
          "body": "…hat does not exist\n\nError messages now name the offending value, an imperative remedy, and a\nconcrete artifact the model can act on, so recovery becomes an\ninstruction-following problem rather than an inference one.\n\n_safe_error's allowlist was widened to the rule it always meant: every\nexception t\n[…]\no\nsuch command -- it is `check`. The rubric scored every one of them full marks,\nwhich made the fix and the phantom worth exactly the same; cited CLI commands\nare now validated against the Typer tree.",
          "is_bot": false,
          "headline": "fix: let teaching errors reach the agent, and stop citing a command t…",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T07:40:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "479f766202edbc4f3baa5a719312bed3c741a583",
          "body": "The suite asks open questions — can a model obtain every name these tools\ndemand, does a failure tell it what to do next, does the read-only gate leave a\nusable surface — rather than replaying known bugs. It has been answering them\nfor vmware-aiops, vmware-monitor and vmware-storage since it was wri\n[…]\nbility/_scores.json.\nTeaching-error rate: vmware-aiops 92%, vmware-monitor 75%, everything else\n0-40%. That is the shape of a family fix applied to one repo (踩坑 #21), now\nmeasured rather than assumed.",
          "is_bot": false,
          "headline": "test: run the capability evals against every skill, not three",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T06:21:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b039f3491aa3ac60ab40ba766efff65b990a7afc",
          "body": "The password already resolved from an env var; the username did not, so a\ndeployment injecting credentials from a secret store could externalise only\nhalf the pair — a config-file username with an env password from another\naccount logs in as nobody.\n\nAdapted from VMware-AIops#33 by @wright-bench. Re\n[…]\nable their own loader never reads, so following the\ndocs exactly gave \"Password not found\". Docs corrected against each repo's own\ncode (the keys differ per skill); a smoke check now compares the two.",
          "is_bot": false,
          "headline": "feat: per-target username can come from the environment (v1.8.3)",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-20T03:40:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1d0e82c84746d9a021a43f5d7cba9ed5ae5a9294",
          "body": "Every skill shipped its MCP server as a top-level `mcp_server` package.\nPython has one top-level namespace, so co-installing any two of them let the\nsecond silently overwrite the first — no error, no warning.\n\n  uv tool install vmware-aiops  ->  49 tools   (correct)\n  uv pip  install vmware-aiops  -\n[…]\nnfigs are unchanged; only a direct\n`python -m mcp_server` breaks.\n\nAlso: references/agent-guardrails.md now ships in every skill (the operating\nrules for local and small models), linked from SKILL.md.",
          "is_bot": false,
          "headline": "fix: move the MCP server into the package namespace (v1.8.2)",
          "author_name": "wei",
          "author_login": "zw008",
          "committed_at": "2026-07-19T18:01:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "584ecd8acaec115de0137b1143ce17f8de99df77",
          "body": "v1.8.0 put read-only mode in the code and documented it in README only.\nEvery other layer was empty, and each serves a different reader: SKILL.md is\nwhat the agent loads, setup-guide is what an operator reads while configuring,\ndoctor is where they verify it took.\n\nAn agent read SKILL.md, called a w\n[…]\nsolution\n  runs through vmware_policy.read_only_status() rather than a local copy of the\n  precedence chain — a doctor that disagrees with its gate is worse than none.\n  Requires vmware-policy>=1.8.1.",
          "is_bot": false,
          "headline": "docs: read-only mode reaches the surfaces that teach it (v1.8.1)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-19T11:23:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d38523d93b582861f9944365ac6a6f0aefc3f625",
          "body": "Family release driven by VMware-AIops#31, where an operator running\nLlama 3.3 70B had to hand-write 17 prompt guardrails to make tool calling\nreliable. A prompt is advisory; a model can ignore it. Every guardrail that\ncould move into the harness has.\n\n- Read-only mode: VMWARE_READ_ONLY=true removes \n[…]\n: both kubeconfig tools are force-classified as writes since\n  they materialise a session-token credential file at a model-supplied path.\n- capabilities.md used three TKC tool names that do not exist.",
          "is_bot": false,
          "headline": "feat: read-only mode, list envelope, declared environments (v1.8.0)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-19T09:41:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3f58eca23dab045192f6433956597fe762de9992",
          "body": null,
          "is_bot": false,
          "headline": "chore: refresh uv.lock self-version for 1.7.7",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-17T07:00:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6cb14855f8c3bf1b17563315d1bc959f676ef550",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.7.7 (session-probe fix + mcp 1.28.1)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-17T06:52:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca529dc40071660dc7185c341593490b92ede075",
          "body": "Clears three GHSA HIGH advisories against the MCP Python SDK (WebSocket\nHost/Origin validation; HTTP transport principal verification; experimental\ntask-handler cross-client access). stdio-only servers are not directly\nexposed, but the lockfile should not pin a vulnerable build.",
          "is_bot": false,
          "headline": "chore: bump mcp to 1.28.1 in lockfile",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-17T06:37:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d71d47d86af7daeef782e2012f1daee91a3cf7a0",
          "body": "An expired token can make sessionManager.currentSession return None without\nraising — the raise-only probe returned the dead cached session as live.\nFamily fix from external fork report (AIops PR #32). VKS's raise path was\nalready correct (real vim.fault class); the redundant except-tuple is\nsimplified to the family-standard bare except Exception. Regression tests\npin all three probe shapes.",
          "is_bot": false,
          "headline": "fix: treat None currentSession as dead in session probe",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-17T06:37:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "577594ab3c0dcad680b27202f5f8056768b2a397",
          "body": null,
          "is_bot": false,
          "headline": "chore: v1.7.5 family version alignment (no code change)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-13T07:11:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3863b7d454e6ab059a33d502802c0dd9af80c7b3",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump to 1.7.4 (family version alignment)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-13T04:43:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f63ce0fb05ca2b08bf6ba56aa60baf4a55dcce9",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump to 1.7.3 (family version alignment)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-03T00:45:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e4108214e05d7282823d06bad4864b7cbb5df60",
          "body": null,
          "is_bot": false,
          "headline": "fix: graceful harbor listing + paginated TKC/workload lists",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-02T14:26:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e60cd6cf18e7d30915d0f12a9062eebe8888ef6c",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.7.1 (family version alignment)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-07-02T10:43:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "366a7c53d66cf84022cb42509e3ae06863d22451",
          "body": null,
          "is_bot": false,
          "headline": "feat: add init wizard + multi-path auth error teaching",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-27T00:55:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "473468ce1715c4cdfd2fcab634639f2bf7ed3aeb",
          "body": "Resolves medium-severity symlink-escape advisory in\nNestedSecretsSettingsSource. Transitive pin via uv.lock.",
          "is_bot": false,
          "headline": "fix(deps): bump pydantic-settings to 2.14.2 (GHSA-4xgf-cpjx-pc3j)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-26T01:12:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9be4e1257a5977e857b6e291f6f398036e196b5e",
          "body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: release v1.6.1 (.env password b64 obfuscation)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-23T23:54:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1b87237fff4db1cf0e76a7888cf13bd7f6a95fc0",
          "body": "Ruff F401 — the test uses plain asserts, not pytest.raises.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: remove unused pytest import from b64 regression test",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-23T23:38:50Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ec737149428b2661d724ae92c244cd40fe0fe99b",
          "body": "Plaintext *_PASSWORD values in ~/.<skill>/.env are rewritten to b64: on\nfirst load and decoded transparently at runtime, via python-dotenv's own\nparser so the stored secret never drifts (handles quotes, inline comments,\ntrailing whitespace, and passwords literally starting with b64:).\nObfuscation, not encryption — for real at-rest secrecy inject from a\nsecret manager. Adds a 10-case regression suite per skill.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: auto-obfuscate .env passwords to grep-safe b64 form",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-23T14:38:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8883e528e1d4238062022ffeaa45da25fd54ab35",
          "body": "Adds undo= declarations on reversible write tools (via vmware-policy 1.6.0); inherits the\ntoken/runaway budget guard, audit accountability fields, and graduated risk tiers.\nRequires vmware-policy >= 1.6.0.",
          "is_bot": false,
          "headline": "feat: v1.6.0 — undo-token support + harness trust architecture",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-22T09:15:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5710b12df3c894f615e4138c47199be5c0008797",
          "body": "No code changes. Aligns with the v1.5.39 family release (AIops snapshot-delete async +\nhonest-timeout fix; Storage datastore-browse timeout fix).",
          "is_bot": false,
          "headline": "chore: bump to v1.5.39 for family version alignment",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-22T00:35:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6994b849633718e07db2c501a9520db63fed122",
          "body": "…pendabot security alerts\n\nResolves all open Dependabot alerts (5 high / 4 medium / 5 low):\n- cryptography -> 49.0.0 (bundled OpenSSL vuln)\n- starlette -> 1.3.1 (SSRF/NTLM via UNC, form-limit bypass)\n- python-multipart -> 0.0.32 (quadratic querystring DoS, smuggling)\n- pyjwt -> 2.13.0 (public-key JWK as HMAC secret, algo bypass, DoS)",
          "is_bot": false,
          "headline": "chore: bump cryptography/starlette/python-multipart/pyjwt to patch De…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-17T02:05:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b872c4bb2fb03a215fe9f154bf9a13f88732092",
          "body": null,
          "is_bot": false,
          "headline": "feat: preflight-auth command to live-validate wcp/login (v1.5.38)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-12T06:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1427efa5ed60a3d6be317c37c912cfb2b9e58e9b",
          "body": "…1.5.37)",
          "is_bot": false,
          "headline": "perf: cache Supervisor endpoint, fewer REST round-trips per TKC op (v…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-12T01:49:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ecb5ba32dcec7f7d370d3565aca2a6e224a9ceb",
          "body": "…afety (v1.5.36)",
          "is_bot": false,
          "headline": "fix: correct Supervisor wcp/login auth, scale-pool and delete-guard s…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-11T23:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b55ac4f441917ff630dc36fc02cfa468566eca0",
          "body": "Family-wide security release. See RELEASE_NOTES.md for the per-skill detail.\nAligns all 11 packages back to a single version (1.5.35).",
          "is_bot": false,
          "headline": "fix: security hardening (v1.5.35)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-10T00:16:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adb155405f124dc2af8a2945fad849c60b5ef3f4",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.5.32",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-08T02:29:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04e8a5446b9ff9183153ed7a6788a0d8383584ca",
          "body": "- storage policies via real GET /api/vcenter/storage/policies (old\n  namespace-management path never existed — 404 on every call)\n- vm class memory_MB wire name + gpu_count derived from devices\n- harbor Summary fields (registry/ui_access_url/cluster/version) + per-registry\n  storage/health enrichmen\n[…]\non via software/clusters current_version\n- +9 shape regression tests; safety test at CLI layer; TKC test mock fixed;\n  vim conformance regression; docs synced (false 'admin credentials' claim removed)",
          "is_bot": false,
          "headline": "fix: invented Supervisor REST endpoint + wire-field parsing",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-08T02:15:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "190fb73760d4535392f20bb01ea08dcd16615a41",
          "body": null,
          "is_bot": false,
          "headline": "docs: Glama TDQS tool description rewrite (v1.5.30)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-07T12:51:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e37e470127330f2105e4a4c355cb2521c8f0875e",
          "body": "chore(deps): bump starlette from 1.0.0 to 1.0.1",
          "is_bot": false,
          "headline": "Merge pull request #11 from zw008/dependabot/uv/starlette-1.0.1",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-06-07T07:24:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76b6034134f79292b048b064959945d9008fb7b9",
          "body": "Bumps [starlette](https://github.com/Kludex/starlette) from 1.0.0 to 1.0.1.\n- [Release notes](https://github.com/Kludex/starlette/releases)\n- [Changelog](https://github.com/Kludex/starlette/blob/main/docs/release-notes.md)\n- [Commits](https://github.com/Kludex/starlette/compare/1.0.0...1.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: starlette\n  dependency-version: 1.0.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump starlette from 1.0.0 to 1.0.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-04T17:35:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9db5782962369397c42a8a2f6704afac9ed003c",
          "body": "…config security docs",
          "is_bot": false,
          "headline": "release: v1.5.29 — VCF 9 verification status + TKC api_version + kube…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-29T02:12:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f51891aa4980120e0c80eba79f238ce35bc5aa1c",
          "body": null,
          "is_bot": false,
          "headline": "docs: update Python requirement to 3.10+ (v1.5.27)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-29T01:54:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0065260377250fc32d4296eb623446ae7801279",
          "body": "…, in-memory kubeconfig security",
          "is_bot": false,
          "headline": "docs: VCF 9.0/9.1 verification caveat, TKC api_version auto-detection…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-29T01:46:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "533dd991e8006433fb3873358b33e3a05e5cc10f",
          "body": null,
          "is_bot": false,
          "headline": "chore: ignore .DS_Store",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-27T04:17:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f81ed82794378e5d5c67102585e5389f4e1b1c99",
          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump idna from 3.11 to 3.15 (#10)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-23T09:17:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "862818ae62a04599bb90438abb025181f37f2be7",
          "body": "…y (v1.5.28)\n\nUnder mcp 1.10-1.13 (Goose and some sandboxes pin these), FastMCP's\nTool.from_function calls issubclass(param.annotation, Context) without\nresolving forward refs. With 'from __future__ import annotations' all\nparameter annotations are strings, so issubclass(str, Context) raises\n'TypeEr\n[…]\nnts.\n\nThis release strips the future import from mcp_server/server.py in all\n8 affected skills (Harden never had it). Verified all tools list OK\nunder mcp 1.10 and mcp 1.14.\n\nCLAUDE.md 踩坑 #33 updated.",
          "is_bot": false,
          "headline": "fix: remove from __future__ import annotations in mcp_server/server.p…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-20T09:54:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c8063beab3f8096067dc091763597efcc95892bd",
          "body": "v1.5.26 fixed the PEP 604 root cause but kept requires-python = \">=3.11\",\nwhich blocked pip download / install on Python 3.10. The Optional[X] fix is\nwhat actually enables 3.10 compatibility; this release just stops blocking\n3.10 installs.\n\n- pyproject.toml: requires-python = \">=3.10\"\n  (VMware-VKS was >=3.12, now also >=3.10 for family alignment)\n- <pkg>/cli.py mcp_cmd(): version guard triggers on < (3, 10)",
          "is_bot": false,
          "headline": "fix: v1.5.27 — loosen Python requirement to >= 3.10",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-20T06:54:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1851c107286526487e5b2f2cdf83abdf568bfded",
          "body": "vmware-* MCP servers crashed at decorator time on Python 3.10 with\n\"subclass() arg 1 must be a class\". Triggered by a goose user (qwen3.6:27,\nPython 3.10) running vmware-aiops; the same bug existed in every family skill.\n\n- mcp_server/server.py: PEP 604 `X | None` → `Optional[X]` in tool signatures\n\n[…]\nguard against Python < 3.11 with a clear fix command.\n- pyproject.toml: mcp[cli]>=1.10,<2.0 (was >=1.0), so uv doesn't pick an\n  ancient mcp with the same issubclass bug.\n\nFamily-wide bump to v1.5.26.",
          "is_bot": false,
          "headline": "fix: v1.5.26 — MCP server Python 3.10 compatibility (踩坑 #33)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-20T06:13:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4e0f333a9ffd74f8de829c524d007d94088be096",
          "body": "- README + references version-compat tables now include VCF 9.0 / 9.1\n- Added Official Broadcom References pointer (SDKs / xAPIs / Tools)\n- Per-skill specifics in RELEASE_NOTES.md\n\nFamily v1.5.23 alignment.",
          "is_bot": false,
          "headline": "docs: declare VCF 9.0 / 9.1 compatibility",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-19T02:55:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5f95779fb1e3d4845cebf273a401f7de74033b3",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.6.3 to 2.7.0.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.6.3...2.7.0)\n\n---\nupdated-dependenc\n[…]\nib3\n  dependency-version: 2.7.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump urllib3 from 2.6.3 to 2.7.0 (#9)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-17T02:52:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "427296cc0650005be58c017d5c3af13757bd6df6",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.5.22 — family alignment",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-08T23:23:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "288254fdd54b306b350f351925c492d618cbcd95",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.5.21 — family alignment + python-multipart 0.0.27",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-08T23:07:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aff7f3f007e680ae2a4e8c9d32cc4172347c5bb7",
          "body": "Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.26 to 0.0.27.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-multipart/c\n[…]\nrt\n  dependency-version: 0.0.27\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump python-multipart from 0.0.26 to 0.0.27 (#8)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-08T22:51:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9ec7f632b3b6153f10c3eaf6d3efebf9865db7c2",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.5.20 — family alignment (no source changes)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-08T22:29:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e7a4f8f82963fcd8a808690a942cbb92bc7fe29",
          "body": null,
          "is_bot": false,
          "headline": "fix: delete_tkc_cluster api_client leak + bump v1.5.19",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-06T03:58:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f37167ce21f2e1902d0a2de99e4cf4b8e849ab4",
          "body": null,
          "is_bot": false,
          "headline": "docs: add vmware-harden to skill routing table",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-05-04T20:12:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe61053fa02fe9e89ad119367fe5200b907fafb3",
          "body": "Security + compatibility fixes from external code review (2026-05-02):\n\n- security: kubeconfig (with vCenter session bearer token) is no\n  longer written to a temp file. New _build_supervisor_kubeconfig()\n  and ops/kubeconfig.py::build_tkc_kubeconfig() return dicts; the\n  kubernetes client loads the\n[…]\nml() takes an optional api_version (defaults v1beta1).\n\n- dev: [dependency-groups] block aligned to family canonical set.\n- test: tests/eval/regression/test_release_blockers.py.\n- Family version bump.",
          "is_bot": false,
          "headline": "release: v1.5.18 — kubeconfig in-memory + TKC version auto-detect",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-05-02T12:07:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "671c37768de61e39e2b4dd760136dc76bae45afd",
          "body": "No source changes in this skill. Tracks vmware-pilot v1.5.17 (review_workflow,\ninvestigate_alert, parallel_group) and vmware-policy v1.5.17 (L5 pattern\nmatcher integrated into @vmware_tool). Family version aligned across all\n10 repos.",
          "is_bot": false,
          "headline": "release: v1.5.17 — Family alignment",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-05-01T11:45:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "357deae9f16203bf2f4ecc5f7d5f980fe708ca97",
          "body": "Adapted from the Linkloud × addxai EHE framework articles. Adds 5-level\nautomation taxonomy (L1-L5) to capabilities.md across the family, encodes\nexpert judgment into Common Workflows pre-flight sections, and introduces\nthe causal-chain investigation protocol shared by aria/monitor/aiops.\nPilot architecture verified as v2-aligned; policy gains L5 PoC scaffolding.\n\nFamily version aligned: all 10 repos now at v1.5.16.",
          "is_bot": false,
          "headline": "release: v1.5.16 — Enterprise Harness Engineering alignment",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-05-01T03:28:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79f77c86b5f63f9ed76ecda80d00ef114e7b64a5",
          "body": "- New top-level CLI subcommand `<skill> mcp` starts the MCP server.\n  Single command after `uv tool install` — no more uvx, no PyPI re-resolve,\n  works behind corporate TLS proxies.\n- Default verify_ssl: true on new targets (was false). Self-signed cert\n  environments must opt in explicitly with verify_ssl: false in config.yaml.\n- Docs and examples/mcp-configs/* switched to single-command form.\n- Legacy <skill>-mcp console script kept for backward compatibility.",
          "is_bot": false,
          "headline": "feat: v1.5.15 — single-command MCP entry point + verify_ssl default true",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-29T18:27:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61214f376b9692bc9c7e95b4e24ff3cf2029122f",
          "body": null,
          "is_bot": false,
          "headline": "fix: v1.5.14 — code review follow-up fixes (@yjs-2026)",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-21T12:07:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6753f5fb6984c615556a3a6b49e3045375822e9b",
          "body": null,
          "is_bot": false,
          "headline": "fix: v1.5.13 — code review bug fixes (2026-04-20 review)",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-21T06:21:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea9929dcfd5c79ec5bfb0af573fea8ce24392194",
          "body": "…2026)",
          "is_bot": false,
          "headline": "chore: bump to v1.5.12 — align with family (security fixes from @yjs-…",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-17T10:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b586aeee192cfb2df46a575ab1387fc6ac25d246",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump to v1.5.11 - align with family",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-16T23:41:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e28d069ad1eaeba94cc783a5e508dd64d198325",
          "body": null,
          "is_bot": false,
          "headline": "fix: bump to v1.5.10 — python-multipart CVE + family alignment",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-16T03:00:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0beb367edcf9ef63ff4c7660c6c48e0e1b236d17",
          "body": "chore(deps): bump python-multipart from 0.0.22 to 0.0.26",
          "is_bot": false,
          "headline": "Merge pull request #7 from zw008/dependabot/uv/python-multipart-0.0.26",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-04-16T02:55:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38e221c06b886844e171b9d835577dd37362bb1e",
          "body": "Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.22 to 0.0.26.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-multipart\n[…]\nompare/0.0.22...0.0.26)\n\n---\nupdated-dependencies:\n- dependency-name: python-multipart\n  dependency-version: 0.0.26\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump python-multipart from 0.0.22 to 0.0.26",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-15T21:25:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0dd05512135be57164412f4c68503dfda346e1c0",
          "body": "…credit\n\n- Docs: SKILL.md routing table corrected to vSphere 8.x+ (matches\n  _MIN_VERSION enforced in supervisor.py)\n- Docs: credit @ryanconley1 for #6 branding cleanup (TKGS->VKS, NSX-T->NSX,\n  HAProxy->Avi Networks)",
          "is_bot": false,
          "headline": "docs: bump to v1.5.9 - vSphere version correction + branding cleanup …",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-15T11:58:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3c7f9a00b850e72a476fe3e194c7903d4e370bd",
          "body": "Follow-up to #6 (Ryan Conley): the routing table line said \"vSphere 7.x+\"\nbut VKS skill enforces vSphere 8.0+ in code (vmware_vks/ops/supervisor.py\n_MIN_VERSION = (8, 0, 0)). The earlier TKGS product DID work on 7.x, but\nthe \"VKS\" rebrand applies to vSphere 8.x+ Workload Management API.",
          "is_bot": false,
          "headline": "docs: correct vSphere version requirement (8.x+, not 7.x+)",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-15T11:55:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd461f933d2b1225a520263e3bfb48b1b0566bb4",
          "body": "Update READMe, SKILLS, and CAPABILITIES references to align with current VCF branding",
          "is_bot": false,
          "headline": "Merge pull request #6 from ryanconley1/main",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-04-15T11:54:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47576679c9d79a0b6628bbfcf2892ebc7422774e",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump to v1.5.8 - align with family",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-15T01:47:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbed6ff3f4e47e2fb39be40fab193cca7393a60e",
          "body": "- Fix: REST calls hardcoded CERT_NONE; now honour target.verify_ssl\n- Fix: REST calls had no timeout; added timeout=30 (overridable)\n- Refactor: shared _rest_request() helper; removed duplicate helpers\n  in namespace.py; cleaned unused imports\n- Connection manager tags si._vmware_vks_verify_ssl for REST layer",
          "is_bot": false,
          "headline": "fix: v1.5.7 - respect verify_ssl + add REST timeouts",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-15T01:20:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e8a9e93e328b4cb704c2d117b769277f2bb62c3",
          "body": "Replace TKGS references with vSphere Kubernetes Service and replace \"NSX-T\" with \"NSX\" to match VCF branding. Remove HAProxy reference (deprecated) to Avi Networkings.",
          "is_bot": false,
          "headline": "Update CAPABILITIES References & Recommendations",
          "author_name": "Ryan Conley",
          "author_login": "ryanconley1",
          "committed_at": "2026-04-15T00:13:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40c93904fcc0e80a907d4ea4dc1989f09c315d5e",
          "body": "Update references from vSphere with Tanzu, Tanzu Kubernetes, etc., to current VCF product naming of vSphere Kubernetes",
          "is_bot": false,
          "headline": "Update SKILL description for VKS from TKGS",
          "author_name": "Ryan Conley",
          "author_login": "ryanconley1",
          "committed_at": "2026-04-15T00:10:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebe5c7b52d67d5c67698c08c02c4338618328817",
          "body": "Update README from old product names to vSphere Kubernetes Service",
          "is_bot": false,
          "headline": "Merge pull request #1 from ryanconley1/ryanconley1-patch-1",
          "author_name": "Ryan Conley",
          "author_login": "ryanconley1",
          "committed_at": "2026-04-15T00:06:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28b9d4a572f0cd3a27f217b812a4b3d77161f9d7",
          "body": "Remove prior references to vSphere with Tanzu in favor of current VCF feature branding, vSphere Kubernetes Service.",
          "is_bot": false,
          "headline": "Update README from old product names to vSphere Kubernetes Service",
          "author_name": "Ryan Conley",
          "author_login": "ryanconley1",
          "committed_at": "2026-04-15T00:05:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8914ebe45b34832a9a4105fffce1a39775f1992a",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump to v1.5.6 - align with family",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-14T23:50:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b3f91d48f395679add6c76a30a6d2e7faa84bb9",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump to v1.5.5 - align with family",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-14T23:40:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46d44ccc55b828b65f67ae014c2d7847fa572d65",
          "body": "- Security: pytest 9.0.2→9.0.3 (CVE-2025-71176, insecure tmpdir)\n- Align with VMware skill family v1.5.4",
          "is_bot": false,
          "headline": "fix: bump to v1.5.4 — pytest CVE-2025-71176",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-14T08:37:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d21d286ad7cac4704d293a8aaed52096a1438bd1",
          "body": "chore(deps-dev): bump pytest from 9.0.2 to 9.0.3",
          "is_bot": false,
          "headline": "Merge pull request #5 from zw008/dependabot/uv/pytest-9.0.3",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-04-14T08:34:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79750274a78edc1b5997016e7813ce92ffb4f8c4",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 1.5.3 for PyPI release",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-14T05:08:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "934e306901c1af640841a19b1da70fa83852402a",
          "body": "Bumps [pytest](https://github.com/pytest-dev/pytest) from 9.0.2 to 9.0.3.\n- [Release notes](https://github.com/pytest-dev/pytest/releases)\n- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pytest-dev/pytest/compare/9.0.2...9.0.3)\n\n---\nupdated-dependencies:\n- dependency-name: pytest\n  dependency-version: 9.0.3\n  dependency-type: direct:development\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump pytest from 9.0.2 to 9.0.3",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-14T03:15:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73f6485f682314842c99f58df3dda075265d8f35",
          "body": "…actices\n\n- Added annotations to all 20 @mcp.tool() decorators\n- Added try/except to 13 READ tools that lacked error handling\n- Preserved existing error handling on 7 WRITE tools",
          "is_bot": false,
          "headline": "feat: add MCP tool annotations + error handling per Anthropic best pr…",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-14T01:03:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52598bc64d010ac92153f40433b02979067f7f69",
          "body": null,
          "is_bot": false,
          "headline": "fix: add SECURITY.md for security scan compliance",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-14T00:44:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fedded4d185324af74e2ecbb5180fd7be1f293b2",
          "body": "…andling note\n\nResolves Snyk E005 (brand disclaimer), W007 (kubeconfig credential handling), and\nClawHub OpenClaw flags (conflicting env vars, path ambiguity). Clarified per-target\npassword pattern, single audit path, and kubeconfig short-lived session tokens.",
          "is_bot": false,
          "headline": "fix: add disclaimer + fix metadata env var consistency + credential h…",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-13T00:09:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5560a6367e795882f97e0c821ed3e4744f90db6",
          "body": "Unified version bump to 1.5.0 across __init__.py, pyproject.toml,\nserver.json, and RELEASE_NOTES.md.",
          "is_bot": false,
          "headline": "chore: release v1.5.0 — Anthropic best practices + Broadcom attestation",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-12T04:52:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3986787da4fdd3fa32376ad34a9f348643778f82",
          "body": "- SKILL.md: add R/W count in header, negative routing\n- MCP server: add [READ]/[WRITE] to all 20 tool docstrings,\n  add security notes to kubeconfig tools (Snyk W007)\n- README/pyproject: add Broadcom author attestation, add authors field",
          "is_bot": false,
          "headline": "chore: Anthropic best practices + author attestation",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-12T04:44:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3bb3d3b0e13fa5d38a71185312e3fcf96bb99f11",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.4.9 — routing fixes and vmware-policy clarity",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-11T13:17:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9e03421ccac682af4daa16490e0fcf8ea35cf6e9",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 1.4.8 — security dependency updates",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-09T09:22:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bcf73cda3b3acfd7b41ede1b5b6b9d7b91e158e",
          "body": "chore(deps): bump urllib3 from 2.3.0 to 2.6.3",
          "is_bot": false,
          "headline": "Merge pull request #1 from zw008/dependabot/uv/urllib3-2.6.3",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-04-09T06:14:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da868e60f290f7039f29f73b404313a69183e0c9",
          "body": "chore(deps): bump requests from 2.32.5 to 2.33.0",
          "is_bot": false,
          "headline": "Merge pull request #3 from zw008/dependabot/uv/requests-2.33.0",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-04-09T06:14:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00f991d63eb10e39c46b7d99a7f98abf590516ff",
          "body": "chore(deps): bump cryptography from 46.0.5 to 46.0.7",
          "is_bot": false,
          "headline": "Merge pull request #4 from zw008/dependabot/uv/cryptography-46.0.7",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-04-09T06:14:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c130d7af762585b9e93d4c9586069e31c213178",
          "body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.5 to 46.0.7.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.5...46.0.7)\n\n---\nupdated-dependencies:\n- dependency-name: cryptography\n  dependency-version: 46.0.7\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump cryptography from 46.0.5 to 46.0.7",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-08T22:33:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36d88817b2aa67b4f4c9e7dc6215df001f8b779e",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to v1.4.7",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-07T23:15:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bb14cfa8087fe3f2c86b4ecc71937ffe0bc8fdf",
          "body": "- Add .env to openclaw config array, optional.bins vmware-policy\n- Add optional.env VMWARE_TARGET_PASSWORD\n- Fix references/capabilities.md: audit path -> ~/.vmware/audit.db\n- Fix references/setup-guide.md: audit path -> ~/.vmware/audit.db",
          "is_bot": false,
          "headline": "fix: align metadata and docs for ClawHub clean scan",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-07T23:13:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "387d8dc0f7359f3811a454ed42f0e6d6fe8fc7ea",
          "body": "- Replace shell exec examples with safe placeholders in SKILL.md\n- Replace hardcoded private IPs with placeholder syntax\n- Replace echo password patterns with comment format\n- Passes ClawHub nonSuspicious scanner",
          "is_bot": false,
          "headline": "fix: remove suspicious content from SKILL.md, bump to v1.4.6",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-06T01:58:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c0c92fae0947f3297320e5eef3dacd53ce290fc",
          "body": "Bumps [requests](https://github.com/psf/requests) from 2.32.5 to 2.33.0.\n- [Release notes](https://github.com/psf/requests/releases)\n- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)\n- [Commits](https://github.com/psf/requests/compare/v2.32.5...v2.33.0)\n\n---\nupdated-dependencies:\n- dependency-name: requests\n  dependency-version: 2.33.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump requests from 2.32.5 to 2.33.0",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T13:35:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d0ec12c575df451581d5fa4eb6afa3aecbc7c01",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.3.0 to 2.6.3.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.3.0...2.6.3)\n\n---\nupdated-dependencies:\n- dependency-name: urllib3\n  dependency-version: 2.6.3\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump urllib3 from 2.3.0 to 2.6.3",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-03T13:35:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0f6b1632bbe941a117b67eb9003ef7e72013feb",
          "body": "- Security: pygments 2.19.2 → 2.20.0 (fix ReDoS CVE)\n- Infrastructure: uv.lock for reproducible builds",
          "is_bot": false,
          "headline": "chore: bump version to v1.4.5",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-03T13:28:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d85cbaf6d34b941e839bcf3cc515f2558c38840b",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump pygments 2.19.2 → 2.20.0 (fix ReDoS CVE)",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-03T11:30:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 67,
      "commits_last_year": 136,
      "latest_release_at": "2026-07-21T15:43:09Z",
      "latest_release_tag": "v1.8.8",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 16,
      "days_since_latest_release": 1,
      "mean_days_between_releases": 0.9
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 57,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "vmware-vks",
          "exists": true,
          "license": "MIT",
          "keywords": [],
          "ecosystem": "pypi",
          "matches_repo": null,
          "registry_url": "https://pypi.org/project/vmware-vks/",
          "is_deprecated": false,
          "latest_version": "1.8.8",
          "repository_url": null,
          "versions_count": 68,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-03-25T03:08:11.103634Z",
          "latest_published_at": "2026-07-21T15:43:13.819999Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 1
        }
      ]
    },
    "popularity": {
      "forks": 1,
      "stars": 4,
      "watchers": 0,
      "fork_history": {
        "days": [
          {
            "date": "2026-04-14",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 1,
        "total_forks": 1
      },
      "star_history": null,
      "open_issues_and_prs": 1
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 45608,
      "source_files_sampled": 60,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "click",
            "direct": false,
            "version": "8.3.1",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.2,
            "advisory_ids": [
              "PYSEC-2026-2132"
            ],
            "fixed_version": "8.3.3",
            "advisory_count": 1,
            "oldest_advisory_days": 83
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-8ppf-4f7h-5ppj",
              "GHSA-hm4w-wwcw-mr6r",
              "PYSEC-2026-3455",
              "PYSEC-2026-3456",
              "PYSEC-2026-3457"
            ],
            "fixed_version": "0.6.4",
            "advisory_count": 5,
            "oldest_advisory_days": 8
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "high": 2
        },
        "advisory_count": 6,
        "affected_count": 2,
        "assessed_count": 65,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "pyvmomi",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.0.3.0,<10.0"
        },
        {
          "name": "kubernetes",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=29.0,<35.0"
        },
        {
          "name": "pyaml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=24.0,<27.0"
        },
        {
          "name": "typer",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12,<1.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13.0,<15.0"
        },
        {
          "name": "python-dotenv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0,<2.0"
        },
        {
          "name": "mcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.10,<2.0"
        },
        {
          "name": "vmware-policy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.8.8,<2.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "kubernetes",
            "direct": true,
            "version": "33.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": true,
            "version": "1.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyaml",
            "direct": true,
            "version": "26.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyvmomi",
            "direct": true,
            "version": "9.0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": "14.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": true,
            "version": "0.24.1",
            "ecosystem": "pypi"
          },
          {
            "name": "vmware-policy",
            "direct": true,
            "version": "1.8.8",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.2.25",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.13.5",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "durationpy",
            "direct": false,
            "version": "0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.49.1",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.15",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.41.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.33.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.12",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.42.0",
            "ecosystem": "pypi"
          },
          {
            "name": "vmware-vks",
            "direct": false,
            "version": "1.8.8",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 65,
        "direct_count": 8,
        "indirect_count": 57
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 10,
        "open_issues": 1,
        "closed_ratio": 0.5,
        "closed_issues": 1,
        "closed_unmerged_prs": 8
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "zw008",
          "commits": 19,
          "avatar_url": "https://avatars.githubusercontent.com/u/10613299?v=4"
        },
        {
          "type": "User",
          "login": "ryanconley1",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/4870858?v=4"
        }
      ],
      "contributors_sampled": 2,
      "top_contributor_share": 0.826
    },
    "quality_signals": {
      "has_ci": false,
      "has_tests": true,
      "ci_workflows": [],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": null,
            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": null,
            "reason": "No tokens found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 6,
            "reason": "4 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "55899825c5011866f8e80cbb37c98e911b5d4e8a",
        "ran_at": "2026-07-22T18:47:14Z",
        "aggregate_score": 5.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-21T15:43:54Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-06-07T07:24:16Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 13,
          "created_at": "2026-06-12T00:53:15Z",
          "last_comment_at": "2026-06-26T01:14:39Z",
          "last_comment_author": "zw008"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/zw008/VMware-VKS",
    "host": "github.com",
    "name": "VMware-VKS",
    "owner": "zw008"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 57,
      "inputs": {
        "security": 64,
        "vitality": 85,
        "community": 28,
        "governance": 51,
        "engineering": 52
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 85,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "commits_last_year": 136,
              "human_commit_share": 0.91,
              "days_since_last_push": 1,
              "active_weeks_last_year": 16
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "16/52 weeks with commits",
                "points": 11.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 16
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "136 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 136
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 67,
              "latest_release_tag": "v1.8.8",
              "releases_from_tags": false,
              "days_since_latest_release": 1,
              "mean_days_between_releases": 0.9
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "67 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 67
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~0.9 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 0.9
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "critical",
        "name": "Community & Adoption",
        "value": 28,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 8,
            "inputs": {
              "forks": 1,
              "stars": 4,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "4 stars",
                "points": 7.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "1 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 51,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.826
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 83% of commits",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 45,
            "inputs": {
              "merged_prs": 10,
              "open_issues": 1,
              "closed_issues": 1,
              "issue_closed_ratio": 0.5,
              "closed_unmerged_prs": 8
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "50% of issues closed",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 50
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "10/18 decided PRs merged",
                "points": 21.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 10,
                      "decided": 18
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "followers": 18,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "zw008",
              "public_repos": 32,
              "account_age_days": 4201
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "18 followers of zw008",
                "points": 9.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 18,
                      "login": "zw008"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "32 public repos, account ~11 yr old",
                "points": 23.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 32
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "vmware-vks"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "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 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "68 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 68
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 52,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 30,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "topics": [
                "agent-skills",
                "ai-skill",
                "claude-code",
                "codex",
                "gemini-cli",
                "kubernetes",
                "mcp",
                "supervisor",
                "tanzu",
                "tkc",
                "vmware"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "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": "moderate",
        "name": "Security",
        "value": 64,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, CI-Tests, Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "ci_tests",
                    "dangerous_workflow",
                    "packaging",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 12,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 6,
              "scorecard_aggregate": 5.5
            },
            "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 2 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 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": "no SAST tool detected",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "4 existing vulnerabilities detected",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "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 65 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 65
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 6,
              "affected_packages": 2,
              "assessed_packages": 65,
              "unassessed_packages": 0,
              "affected_by_severity": "high 2",
              "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": "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": 65,
              "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": 2
            },
            "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": 48,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "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": "91 of 91 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 91,
                      "sampled": 91
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.09
            },
            "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": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "9 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 9,
                      "sampled": 100
                    }
                  }
                ],
                "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": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 45608,
              "source_files_sampled": 60,
              "oversized_source_files": 0
            },
            "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": "0/60 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 60,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? 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",
    "deps.dev does not index pypi:vmware-vks@1.8.8; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T18:47:20.072351Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-VKS.svg",
  "full_name": "zw008/VMware-VKS",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.26.0 — metodología completa · wiki de métricas.

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