VMware vCenter/ESXi AI-powered monitoring and operations. Two skills: vmware-monitor (read-only, safe) and vmware-aiops (full operations) | Claude Code Skill
PythonMIT★ 63 estrellas⑂ 9 forksdesde feb 2026Ver en GitHub ↗
zw008/VMware-AIops tiene un índice de salud de 62 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (87/100) y la más baja, Community & Adoption (47/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.
62
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.
62
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)
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.
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.
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.
Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25
Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40
Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
source
osv
advisories
1
affected_packages
1
assessed_packages
54
unassessed_packages
0
affected_by_severity
high 1
direct_affected_packages
0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 54 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.
¿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.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
deps.dev does not index pypi:vmware-aiops@1.8.8; advisories assessed against the repository dependency graph instead
Más detalle
Historial de estrellas y forks 0 ★ / 9 ⇿
0Estrellas
9Forks
47Versiones
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Mayor 1Menor 7Parche 39
OpenSSF Scorecard 5.9 / 10
5.9agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-22 18:47 UTC
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 9 paquetes directos y 45 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
Registro
Paquete
Versión
Relación
PyPI
apscheduler
3.11.2
directa
PyPI
httpx
0.28.1
directa
PyPI
mcp
1.28.1
directa
PyPI
pyaml
26.2.1
directa
PyPI
python-dotenv
1.2.2
directa
PyPI
pyvmomi
9.0.0.0
directa
PyPI
rich
14.3.3
directa
PyPI
typer
0.24.1
directa
PyPI
vmware-policy
1.8.8
directa
PyPI
annotated-doc
0.0.4
indirecta
PyPI
annotated-types
0.7.0
indirecta
PyPI
anyio
4.13.0
indirecta
PyPI
attrs
26.1.0
indirecta
PyPI
certifi
2026.2.25
indirecta
PyPI
cffi
2.0.0
indirecta
PyPI
click
8.3.1
indirecta
PyPI
colorama
0.4.6
indirecta
PyPI
coverage
7.13.5
indirecta
PyPI
cryptography
49.0.0
indirecta
PyPI
exceptiongroup
1.3.1
indirecta
PyPI
h11
0.16.0
indirecta
PyPI
httpcore
1.0.9
indirecta
PyPI
httpx-sse
0.4.3
indirecta
PyPI
idna
3.15
indirecta
PyPI
iniconfig
2.3.0
indirecta
PyPI
jsonschema
4.26.0
indirecta
PyPI
jsonschema-specifications
2025.9.1
indirecta
PyPI
markdown-it-py
4.0.0
indirecta
PyPI
mdurl
0.1.2
indirecta
PyPI
packaging
26.0
indirecta
PyPI
pluggy
1.6.0
indirecta
PyPI
pycparser
3.0
indirecta
PyPI
pydantic
2.12.5
indirecta
PyPI
pydantic-core
2.41.5
indirecta
PyPI
pydantic-settings
2.14.2
indirecta
PyPI
pygments
2.20.0
indirecta
PyPI
pyjwt
2.13.0
indirecta
PyPI
pytest
9.0.3
indirecta
PyPI
pytest-cov
7.1.0
indirecta
PyPI
python-multipart
0.0.32
indirecta
PyPI
pywin32
311
indirecta
PyPI
pyyaml
6.0.3
indirecta
PyPI
referencing
0.37.0
indirecta
PyPI
rpds-py
0.30.0
indirecta
PyPI
ruff
0.15.8
indirecta
PyPI
shellingham
1.5.4
indirecta
PyPI
sse-starlette
3.3.3
indirecta
PyPI
starlette
1.3.1
indirecta
PyPI
tomli
2.4.1
indirecta
PyPI
typing-extensions
4.15.0
indirecta
PyPI
typing-inspection
0.4.2
indirecta
PyPI
tzdata
2025.3
indirecta
PyPI
tzlocal
5.3.1
indirecta
PyPI
uvicorn
0.42.0
indirecta
Avisos de dependencias 1
Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 54 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 1 tienen avisos conocidos, de los cuales 0 son directas.
Paquete
Versión
Relación
Gravedad
Avisos
Corregido en
click
8.3.1
indirecta
alta
1
8.3.3
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",
"aiops",
"claude-code",
"codex",
"devops",
"esxi",
"gemini-cli",
"infrastructure",
"mcp",
"pyvmomi",
"vmware",
"vsphere",
"automation",
"monitoring",
"vcenter",
"read-only-monitoring",
"ai-skill",
"homelab",
"vm-lifecycle"
],
"is_fork": false,
"size_kb": 1497,
"has_wiki": false,
"homepage": "https://skills.sh/zw008/VMware-AIops",
"languages": {
"Python": 670003,
"Dockerfile": 469
},
"pushed_at": "2026-07-22T01:54:13Z",
"created_at": "2026-02-25T05:50:24Z",
"owner_type": "User",
"updated_at": "2026-07-22T01:54:17Z",
"description": "VMware vCenter/ESXi AI-powered monitoring and operations. Two skills: vmware-monitor (read-only, safe) and vmware-aiops (full operations) | Claude Code Skill",
"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": "2026-07-21T15:40:23Z"
},
{
"tag": "v1.8.7",
"kind": "patch",
"published_at": "2026-07-21T11:38:21Z"
},
{
"tag": "v1.8.5",
"kind": "patch",
"published_at": "2026-07-20T13:02:49Z"
},
{
"tag": "v1.8.4",
"kind": "patch",
"published_at": "2026-07-20T08:24:37Z"
},
{
"tag": "v1.8.3",
"kind": "patch",
"published_at": "2026-07-20T03:38:35Z"
},
{
"tag": "v1.8.2",
"kind": "patch",
"published_at": "2026-07-19T17:58:19Z"
},
{
"tag": "v1.8.1",
"kind": "patch",
"published_at": "2026-07-19T11:20:46Z"
},
{
"tag": "v1.8.0",
"kind": "minor",
"published_at": "2026-07-19T09:38:27Z"
},
{
"tag": "v1.7.7",
"kind": "patch",
"published_at": "2026-07-17T06:53:00Z"
},
{
"tag": "v1.7.6",
"kind": "patch",
"published_at": "2026-07-14T08:52:55Z"
},
{
"tag": "v1.7.5",
"kind": "patch",
"published_at": "2026-07-13T07:14:34Z"
},
{
"tag": "v1.7.4",
"kind": "patch",
"published_at": "2026-07-13T04:45:01Z"
},
{
"tag": "v1.7.3",
"kind": "patch",
"published_at": "2026-07-03T00:46:37Z"
},
{
"tag": "v1.7.2",
"kind": "patch",
"published_at": "2026-07-02T14:29:15Z"
},
{
"tag": "v1.7.1",
"kind": "patch",
"published_at": "2026-07-02T10:45:15Z"
},
{
"tag": "v1.7.0",
"kind": "minor",
"published_at": "2026-06-27T00:59:43Z"
},
{
"tag": "v1.6.1",
"kind": "patch",
"published_at": "2026-06-23T23:56:07Z"
},
{
"tag": "v1.6.0",
"kind": "minor",
"published_at": "2026-06-22T09:15:49Z"
},
{
"tag": "v1.5.39",
"kind": "patch",
"published_at": "2026-06-22T00:35:45Z"
},
{
"tag": "v1.5.38",
"kind": "patch",
"published_at": "2026-06-12T06:56:45Z"
},
{
"tag": "v1.5.37",
"kind": "patch",
"published_at": "2026-06-12T01:56:12Z"
},
{
"tag": "v1.5.36",
"kind": "patch",
"published_at": "2026-06-11T23:19:16Z"
},
{
"tag": "v1.5.35",
"kind": "patch",
"published_at": "2026-06-10T00:41:34Z"
},
{
"tag": "v1.5.32",
"kind": "patch",
"published_at": "2026-06-08T02:30:18Z"
},
{
"tag": "v1.5.30",
"kind": "patch",
"published_at": "2026-06-07T12:54:27Z"
},
{
"tag": "v1.5.29",
"kind": "patch",
"published_at": "2026-05-29T02:18:32Z"
},
{
"tag": "v1.5.28",
"kind": "patch",
"published_at": "2026-05-20T09:56:53Z"
},
{
"tag": "v1.5.27",
"kind": "patch",
"published_at": "2026-05-20T06:55:35Z"
},
{
"tag": "v1.5.26",
"kind": "patch",
"published_at": "2026-05-20T06:16:19Z"
},
{
"tag": "v1.5.24",
"kind": "patch",
"published_at": "2026-05-19T12:21:29Z"
},
{
"tag": "v1.5.23",
"kind": "patch",
"published_at": "2026-05-19T02:56:21Z"
},
{
"tag": "v1.5.22",
"kind": "patch",
"published_at": "2026-05-08T23:23:37Z"
},
{
"tag": "v1.5.21",
"kind": "patch",
"published_at": "2026-05-08T23:10:26Z"
},
{
"tag": "v1.5.20",
"kind": "patch",
"published_at": "2026-05-08T22:29:54Z"
},
{
"tag": "v1.5.19",
"kind": "patch",
"published_at": "2026-05-06T04:00:51Z"
},
{
"tag": "v1.5.18",
"kind": "patch",
"published_at": "2026-05-02T12:08:51Z"
},
{
"tag": "v1.5.17",
"kind": "patch",
"published_at": "2026-05-01T11:45:33Z"
},
{
"tag": "v1.5.16",
"kind": "patch",
"published_at": "2026-05-01T03:29:06Z"
},
{
"tag": "v1.5.15",
"kind": "patch",
"published_at": "2026-04-29T18:29:04Z"
},
{
"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": "2026-04-17T10:03:08Z"
},
{
"tag": "v1.5.11",
"kind": "patch",
"published_at": "2026-04-16T23:39:41Z"
},
{
"tag": "v1.5.10",
"kind": "patch",
"published_at": "2026-04-16T02:57:07Z"
},
{
"tag": "v1.5.8",
"kind": "patch",
"published_at": "2026-04-15T01:46:47Z"
},
{
"tag": "v1.5.7",
"kind": "patch",
"published_at": "2026-04-15T01:20:49Z"
},
{
"tag": "v1.5.6",
"kind": "patch",
"published_at": "2026-04-14T23:50:01Z"
},
{
"tag": "v1.5.5",
"kind": "patch",
"published_at": "2026-04-14T23:40:14Z"
},
{
"tag": "v1.5.4",
"kind": "patch",
"published_at": "2026-04-14T08:42:45Z"
},
{
"tag": "v1.5.0",
"kind": "minor",
"published_at": "2026-04-12T04:54:57Z"
},
{
"tag": "v1.4.9",
"kind": "patch",
"published_at": "2026-04-11T13:17:59Z"
},
{
"tag": "v1.4.8",
"kind": "patch",
"published_at": "2026-04-09T09:22:59Z"
},
{
"tag": "v1.4.7",
"kind": "patch",
"published_at": "2026-04-07T23:16:46Z"
},
{
"tag": "v1.4.6",
"kind": "patch",
"published_at": "2026-04-06T01:58:21Z"
},
{
"tag": "v1.4.5",
"kind": "patch",
"published_at": "2026-04-03T13:29:55Z"
},
{
"tag": "v1.4.4",
"kind": "patch",
"published_at": "2026-04-01T15:46:37Z"
},
{
"tag": "v1.4.3",
"kind": "patch",
"published_at": "2026-03-30T11:47:38Z"
},
{
"tag": "v1.4.1",
"kind": "patch",
"published_at": "2026-03-29T08:20:41Z"
},
{
"tag": "v1.4.0",
"kind": "minor",
"published_at": "2026-03-29T07:41:42Z"
},
{
"tag": "v1.3.5",
"kind": "patch",
"published_at": "2026-03-28T02:22:39Z"
},
{
"tag": "v1.3.4",
"kind": "patch",
"published_at": "2026-03-28T01:39:47Z"
},
{
"tag": "v1.3.3",
"kind": "patch",
"published_at": "2026-03-28T00:29:50Z"
},
{
"tag": "v1.3.2",
"kind": "patch",
"published_at": "2026-03-27T11:58:41Z"
},
{
"tag": "v1.3.1",
"kind": "patch",
"published_at": "2026-03-27T07:17:06Z"
},
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2026-03-26T05:48:13Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2026-03-21T13:42:09Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-03-21T13:04:50Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2026-03-09T14:44:32Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2026-03-09T07:14:28Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2026-03-03T00:58:10Z"
}
],
"recent_commits": [
{
"oid": "4233eae3a07456c164d6e49f76f2f015187904d7",
"body": null,
"is_bot": false,
"headline": "docs: add Xiaoguai to MCP Server Integrations",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-22T01:54:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa483884d3fe272777cd89d379dd7437713b436c",
"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": "2026-07-21T15:40:16Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "cc24f5b224c1d5b64d929aa6fe80a335d711fcab",
"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": "2026-07-21T11:38:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a5d626396245c8c0d1d59ad5ef7694c71a4e523",
"body": null,
"is_bot": false,
"headline": "chore: lock vmware-policy 1.8.5",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T13:02:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a86a41a2464e651c601930a8cd0807710864b5bb",
"body": null,
"is_bot": false,
"headline": "chore: release v1.8.5",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T12:59:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "484d911769a5db1ee2c6be475784024ad5590f67",
"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[…]\neption\ninterpolated into an already-allowlisted `*ApiError`, now authored text instead.\n\nThe missing-password error keeps its remedy through a narrow\n`ConfigError(OSError)` rather than the base class.",
"is_bot": false,
"headline": "fix: audit returned failures; stop leaking cert and URL detail",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T12:26:26Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "33889a76575cbbb9978dd05d8f512cb82a11f7ee",
"body": null,
"is_bot": false,
"headline": "chore: lock vmware-policy 1.8.4",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T08:24:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ad450b443ce07c615b5af921be36dfd8405a226",
"body": null,
"is_bot": false,
"headline": "chore: release v1.8.4",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T08:20:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1391c4c1a65918618867a3156a52450e83c1df2e",
"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": "2026-07-20T08:17:52Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "00c84c04f4638905a7454617e4c01c54a067ddd8",
"body": "…y eval\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 this skill ra\n[…]\necking the\ncommand exists, and never looked at the 300-char sanitize() cap that silently\ndeletes a remedy. A new remedy_survives_truncation check found real cut\nmessages in two repos on its first run.",
"is_bot": false,
"headline": "fix: let teaching errors reach the agent, and harden the error-qualit…",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T07:40:58Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "568f6320668658afb3b7bf3f3facb7bc2c547e19",
"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": "2026-07-20T06:21:52Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c13dfd809b88b294b9d0f7e8cddc0f75dc8ff4d0",
"body": "The three copies of test_entity_reachability.py were supposed to be identical.\nThey were not, and the drift was logic rather than comments: vmware-monitor had\ntwo corrections the other two never received.\n\n - Creation verbs. A name the operator invents (vm_create_snapshot's\n snapshot_name) is no\n[…]\n three on the first run in vmware-aiops: source_vm_name and\nentity_name were real lookups never counted, new_name is invented and is now\nan explicit exclusion. entity_reachability_full 91.1% -> 97.6%.",
"is_bot": false,
"headline": "test: reconcile the capability suite and make its vocabulary portable",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T06:09:32Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e6143f4703cf5c2531ec6861281c31a03148f905",
"body": "…refixes\n\nThe `names_artifact` dimension matched the prefixes `list_` and `get_`, which\nwas wrong in both directions. Real tools named anything else — cluster_info,\nbrowse_datastore, vm_info — read as \"names nothing concrete\", and a remedy\nnaming a companion skill's CLI scored zero even though a doc\n[…]\n-storage\n(18.8%) do not move — those scores were always real.\n\nAdds a regression test for the grader itself, since the grader is where the\nbug was. uv.lock picks up the versions it had drifted behind.",
"is_bot": false,
"headline": "test: score error messages against the real tool registry, not name p…",
"author_name": "wei",
"author_login": "zw008",
"committed_at": "2026-07-20T05:58:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "4d23fce4f73409855367c2132fc158bb726da0eb",
"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": "2026-07-20T03:38:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b36c4fa9bc3b6a82928f1832a03542e1ef70d567",
"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": "2026-07-19T17:58:11Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "71be48f012c5b73d54b89bac95635e17ed24c419",
"body": "The directory it hid is gone. Keeping the ignore is worse than removing it:\nCLAUDE.md lists .agents/-style legacy skill copies among the directories that\nmust not exist, and an ignore rule for a forbidden directory means one can sit\nin the tree without ever showing up in git status. AIops's copy diverged 314\nlines over three months that way before anyone noticed.",
"is_bot": false,
"headline": "chore: drop the .gitignore entry for .agents/",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-19T11:53:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f268721e70da971620b6833fb4d94d36cb7e95ba",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-19T11:20:39Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "30ee4e17e1ef681691d547ea544aa979ba85f858",
"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;\n capabilities.md gained the six triage/investigation tools added in\n v1.7.5-1.7.6 and dropped five tool names that do not exist.\n- Removed the stale .agents/ duplicate (a 2026-04 v1.5.x snapshot).",
"is_bot": false,
"headline": "feat: read-only mode, list envelope, declared environments (v1.8.0)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-19T09:38:21Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "cb6a74e8e3913ab2ac649ccb614e84f9793c7226",
"body": null,
"is_bot": false,
"headline": "chore: refresh uv.lock self-version for 1.7.7",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T07:00:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "040ab194b67c02f29e7edec498a2730bf51c0ac0",
"body": null,
"is_bot": false,
"headline": "chore: release v1.7.7 (session-probe fix + mcp 1.28.1)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T06:52:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "50ec8a7a1ff4d05b8c761b8505295de583c5934a",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T06:36:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "70477981dd4623a487924ec3280c6b01611f2123",
"body": "…eError)\n\nvmodl.fault.NotAuthenticated does not exist in pyVmomi (the real class is\nvim.fault.NotAuthenticated); except-tuples evaluate at catch time, so the\nprobe handler raised AttributeError and dead cached sessions were never\nevicted — every later call permafailed until process restart. Also tre\n[…]\n currentSession (expired-token shape) as dead, and pop the id(si) side\nstore on eviction (id-reuse hazard, mirrors VKS). Reported via external\nfork PR #32; regression tests pin all three probe shapes.",
"is_bot": false,
"headline": "fix: session probe never evicted dead sessions (except-tuple Attribut…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-17T06:36:54Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5aefa5d5566922bf5115048e13deb6709a98dc2a",
"body": "issue #31 follow-up — re-expose the object-investigation drill-downs and the\ncross-vCenter \"what needs attention now?\" view from the AIops entry point, so\ntriage -> investigate -> act stays in one conversation.\n\n- 4 delegated read tools: vm/host/datastore_investigation_bundle +\n cross_vcenter_atten\n[…]\nency floor bumped: vmware-monitor>=1.7.6 (bundle functions live there).\n- SKILL.md + README (EN/CN) feature the five quick investigation reports.\n Delegation regression tests for the new tools + CLI.",
"is_bot": false,
"headline": "feat: object investigation bundles + cross-vCenter attention (v1.7.6)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-14T08:51:51Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0217d724e67897b54b797df880c069169b5a77f2",
"body": "- New read-only MCP tool cluster_health_summary and 'vmware-aiops summary'\n CLI expose the family's one-glance cluster triage (ranked top-N issues +\n per-cluster status + offline HTML snapshot) from the AIops entry point.\n Both delegate to the vmware-monitor library with AIops's own connection;\n no logic duplicated. New dependency vmware-monitor>=1.7.5.\n- chore: drop leftover duplicate 'import json' in cli/mcp_config.py.",
"is_bot": false,
"headline": "feat: cluster_health_summary via vmware-monitor delegation (44→45 tools)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-13T07:11:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "776e46930c41a333c95c06b867bea84624f150ed",
"body": null,
"is_bot": false,
"headline": "chore: bump to 1.7.4 (family version alignment)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-13T04:43:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a55d6e4ba660524022b3106aa99e2a9685182e7",
"body": null,
"is_bot": false,
"headline": "chore: bump to 1.7.3 (family version alignment)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-03T00:45:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3587932e7ae7cf92ad7e4124ed0f9e870bfa65e7",
"body": "…low-up)",
"is_bot": false,
"headline": "perf: batch alarm & health reads via PropertyCollector (issue #31 fol…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-02T14:26:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6772c2210a5b8a0dd261874298174af2457745af",
"body": null,
"is_bot": false,
"headline": "chore: release v1.7.1 (large-inventory scale fix, issue #31)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-02T10:43:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0bc8448db7ffc2b97bd8649c3f71d4801da8660",
"body": "Inventory list/find ops walked a container view and then read pyVmomi lazy\nproperties per object (vm.config.hardware.numCPU, vm.runtime.host.name,\nlen(host.vm) ...), each a separate SOAP round-trip. On large vCenters\n(thousands of VMs / hundreds of hosts) that meant tens of thousands of\nround-trips,\n[…]\nnow-orphan _get_objects. Add regression eval that fails if any code path falls\nback to lazy per-object attribute access.\n\n(uv.lock: benign vmware-monitor 1.6.1->1.7.0 version sync picked up by uv run)",
"is_bot": false,
"headline": "fix: batch inventory reads via PropertyCollector (issue #31)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-07-02T09:28:41Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fcdaa02d97c902594134b589fe5ec91f0bbc6c7e",
"body": null,
"is_bot": false,
"headline": "feat: add init wizard, fix doctor false-promise, teach auth/TLS errors",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-27T00:55:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d78bdf56d1ea818b29cf32fd158d70e90f6a919c",
"body": "Resolves medium-severity symlink-escape advisory in\nNestedSecretsSettingsSource. Transitive pin via uv.lock; also realigns\nstale workspace pins (vmware-aiops/vmware-policy) to 1.6.1.",
"is_bot": false,
"headline": "fix(deps): bump pydantic-settings to 2.14.2 (GHSA-4xgf-cpjx-pc3j)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-26T01:11:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "560ac9a41e4fca51844af5331d240206630ee3af",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-23T23:54:27Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "cd6314de543e97cb2628a82ca65e67245297f4c3",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-23T23:38:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "151f73829fdbd1c8380d3407fcf77120e00f6262",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-23T14:38:09Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "adc3200ea24f4018bf7b7db25cc72b63b4c9783a",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-22T09:14:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4c248b5a483516078eb84b80d1d6b33f5cf468e9",
"body": "….39)\n\nsnapshot-delete used the 300s metadata timeout while clone/migrate used 600s; old/large\ndelta consolidation always blew it and raised, so the agent thought the delete failed and\nimprovised foreground polling (the 26k-token/30-min incident). Now: 1800s default,\n_wait_for_task raises TaskStillR\n[…]\n(wait=True) returns a 'still running, NOT failed' message, and --no-wait /\nwait=False fire async and return a task id. New vm task-status CLI + vm_task_status MCP tool\n(43->44). Regression eval added.",
"is_bot": false,
"headline": "fix: async snapshot delete + honest timeout, add vm task-status (v1.5…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-22T00:34:42Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "101493a2b8cbf29917a0d5e5ceefa6614d25df3f",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-17T02:04:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df0cdbb7cfd6e89d70132d667b16691345be9efa",
"body": "…a_deploy under 800 lines (v1.5.38)",
"is_bot": false,
"headline": "feat: vm_create/vm_reconfigure MCP tools; refactor: split server + ov…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-12T06:30:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d107b3a45460953aa9176a492dde4703593cc13b",
"body": "…(v1.5.37)",
"is_bot": false,
"headline": "fix: OVA deploy robustness, multi-DC resolution, snapshot/TTL safety …",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-12T01:49:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6b65ba781367908701d45fdce5e47d81ff9d8a1",
"body": "…ation (v1.5.36)",
"is_bot": false,
"headline": "fix: teaching errors reach agents, TTL retry safety, CLI error transl…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-11T23:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f3271c623ff31239bc97359aa09a40c170d5d1c1",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-10T00:16:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a3f7b36d7ed3e1bfa2bc247bc457186be12c7bd6",
"body": null,
"is_bot": false,
"headline": "chore: release v1.5.32",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-08T02:29:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "781d071a7bf20ca7026b2130b26eb02e7724f7ee",
"body": "- Folder.MoveIntoFolder_Task([host]) (MoveInto_Task doesn't exist on Folder —\n cluster remove-host crashed since release)\n- reset_alarm via ClearTriggeredAlarms+AlarmFilterSpec (SetAlarmStatus is\n PowerCLI folklore, never existed in pyVmomi); blast-radius documented;\n alarm_reset CLI gained _doub\n[…]\nused); sensor health from healthState.key; event-name casing\n- vim introspection conformance regression (121 chains + ~50 methods +\n forbidden-name source scan); safety test at CLI layer; docs synced",
"is_bot": false,
"headline": "fix: invented pyVmomi methods + alarm/sensor/datastore bugs",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-08T02:15:28Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "eba064f4979d8a557ea732731161838e43f7743f",
"body": "…p path (v1.5.30)",
"is_bot": false,
"headline": "docs: Glama TDQS tool description rewrite + bandit nosec for guest tm…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-06-07T12:51:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2484f59535a24130a72875293bd91ec639bb4bc4",
"body": "chore: bump starlette from 1.0.0 to 1.0.1",
"is_bot": false,
"headline": "Merge pull request #17 from zw008/dependabot/uv/starlette-1.0.1",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-06-07T07:23:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79597c916950bda6743de6c94db782d96ac071d9",
"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: bump starlette from 1.0.0 to 1.0.1",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-04T17:23:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27cdaec6369516f6f4df5a530c00379c569508e9",
"body": null,
"is_bot": false,
"headline": "release: v1.5.29 — doc sync for v1.5.26 tools (41 MCP tools, 8R/33W)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-29T02:12:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "38e5da2644efb93efc35976bbb4231b88fd31b7b",
"body": "…te/delete/snapshot CRUD)",
"is_bot": false,
"headline": "docs: document 7 VM lifecycle MCP tools added in v1.5.26 (clone/migra…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-29T01:45:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e73134b3d16513bbda0473361663cb889fb4a365",
"body": null,
"is_bot": false,
"headline": "chore: ignore .DS_Store",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-27T04:17:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bb0993dabc09ab33fddb3151f4924134c779a451",
"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: bump idna from 3.11 to 3.15 (#16)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-23T09:17:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27af9b741b4eaebebf31540978cf9c822b125285",
"body": "Repo has no .github/workflows/*.yml, so weekly Dependabot scans for\ngithub-actions fail with 'dependency_file_not_found'. Drop the block.",
"is_bot": false,
"headline": "ci: remove github-actions ecosystem from dependabot",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-23T09:16:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "de8c6f473cb83b66e853d96ff3e8950201322774",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-20T09:54:58Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1084e4c27b67ae23822bc2b051735d91eb2c315f",
"body": "User reported needing to download wheels for Python 3.10 deployment. v1.5.25/26\nalready fixed the PEP 604 root cause (Optional[X] instead of X | None in MCP\ntool signatures), so 3.10 actually works at runtime; the >=3.11 constraint was\njust a leftover safety net that blocked pip download / install on 3.10.\n\n- pyproject.toml: requires-python = \">=3.10\" (was >=3.11)\n- cli/_root.py mcp_cmd(): version guard now triggers on < (3, 10)\n- tests/eval/regression: assert guard at 3.10",
"is_bot": false,
"headline": "fix: v1.5.27 — loosen Python requirement to >= 3.10",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-20T06:54:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d7a4cd54a32802e42ac30fa38135699ff8be749c",
"body": "…ools\n\nTriggered by user incident: VM cloned via vmware-aiops landed on the template's\nhost (Office, NAS_lun_2) instead of the requested Home host. Then `vmware-aiops\nmcp` crashed at startup on Python 3.10 with \"subclass() arg 1 must be a class\".\n\n- clone_vm/migrate_vm: accept target_host/target_dat\n[…]\nto bare msg.\n- pyproject: mcp[cli]>=1.10 (was >=1.0).\n- 9 new regression tests in tests/eval/regression/test_v1_5_25_blockers.py.\n\nRefs: CLAUDE.md 踩坑 #33 (PEP 604/3.10), #34 (CLI/MCP exposure parity).",
"is_bot": false,
"headline": "fix: v1.5.26 — clone target host, MCP Python 3.10 compat, 7 new MCP t…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-20T06:13:57Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e81448837c6c5af82c876d0a667c7bcbd2685d75",
"body": "ServiceInstance is a pyVmomi ManagedObject; pyVmomi 8.x rejects\nattribute writes on it ('Managed object attributes are read-only'),\nwhich broke vSphere auth on vCenter 8.0U3.\n\nReplace si._verify_ssl attribute with module-level dict keyed by\nid(si). Add get_verify_ssl(si) helper. Update downstream consumers\nin guest_ops.py / vm_deploy.py / supervisor.py.",
"is_bot": false,
"headline": "fix: v1.5.24 — pyVmomi 8.x ManagedObject setattr (踩坑 #32)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-19T12:21:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "412b6fd7bcb63f44dbe81e4a7d9edb15b61ae2f9",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-19T02:54:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c6ac396614f21877dc794eae0a04349e2745327b",
"body": null,
"is_bot": false,
"headline": "release: v1.5.22 — family alignment",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-08T23:23:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2693f897b794f812c148ba25501a22edf8cff060",
"body": null,
"is_bot": false,
"headline": "release: v1.5.21 — family alignment + python-multipart 0.0.27",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-08T23:07:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27f6c06ced8c7698d2c02b30fc11526e611bd4c8",
"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: bump python-multipart from 0.0.26 to 0.0.27 (#15)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-08T22:51:02Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "26217663552df1143b48d24368a5a13c098a18ab",
"body": null,
"is_bot": false,
"headline": "release: v1.5.20 — family alignment (no source changes)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-08T22:29:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9516b07cda495919be30a76c892c6b8cc42d3805",
"body": "- Bump version 1.5.18 → 1.5.19 (init, pyproject, server.json)\n- requires-python >=3.10 → >=3.11 (tomllib for regression evals)\n- RELEASE_NOTES: tracks family v1.5.19 fixes in nsx/vks/harden/policy\n- No source changes in this skill",
"is_bot": false,
"headline": "chore: family alignment v1.5.19 + py3.11",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-06T04:00:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "851316c28eb8e86ca83b236c1c8be01fefcffff7",
"body": null,
"is_bot": false,
"headline": "docs: add vmware-harden to skill routing table",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-04T20:12:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99d28c3d6fd4975b420653588b1c8bec81700e4c",
"body": "- Migrated dev deps to [dependency-groups] (PEP 735) for uniform\n `uv sync --group dev` across the family.\n- Added tests/eval/regression/test_release_blockers.py — 5 evals that\n catch the v1.5.x release blockers (missing mcp_server in wheel,\n unimported runtime names, Typer app load failure, module imports).\n- Family version bump.",
"is_bot": false,
"headline": "release: v1.5.18 — family alignment + tooling normalization",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-02T12:07:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "798a756a4ee445777e493986dda515d5eb7831aa",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-01T11:45:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7ae86f3d946bcecc8e35536a27ecfbaf8c9bb5b6",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-05-01T03:28:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75a6cd7140c7f4dfedf002aaa335346653fb18b1",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-29T18:27:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "89a9cf4274f6319ee2dd62315699d705ec5ed50e",
"body": null,
"is_bot": false,
"headline": "fix: v1.5.14 — code review follow-up fixes (@yjs-2026)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-21T12:07:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf1799a3ed5085506f5bd2fed0ca6f60af39dab0",
"body": null,
"is_bot": false,
"headline": "fix: v1.5.13 — code review bug fixes (2026-04-20 review)",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-21T06:21:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "786a51d206a54707f28282474a1480a930f0422f",
"body": "- fix: _count_children guard childSnapshotList against None\n- fix: migrate_vm early return when vm.runtime.host is None\n- fix(security): _upload_disk SSL verification respects target config",
"is_bot": false,
"headline": "fix: v1.5.12 — bug fixes from @yjs-2026 code review",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-17T10:01:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e706d3f1eba028b2c4974595b677a65d1174d973",
"body": null,
"is_bot": false,
"headline": "chore: bump to v1.5.11 - align with family",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-16T23:39:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8122b0f5e1b7b843865c9abcd475c80e0bca46bd",
"body": null,
"is_bot": false,
"headline": "fix: bump to v1.5.10 — python-multipart CVE + family alignment",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-16T02:56:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2c761212b36fb654025cc9e1257886d5a1dfbcd",
"body": "chore: bump python-multipart from 0.0.22 to 0.0.26",
"is_bot": false,
"headline": "Merge pull request #13 from zw008/dependabot/uv/python-multipart-0.0.26",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-04-16T02:55:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a507a903f3f2dce66532c5663fe12ad955145a2",
"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: bump python-multipart from 0.0.22 to 0.0.26",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-15T21:37:03Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fc9902907f0c5271cd07579128b8f38ba6c8144d",
"body": "- Fix: guest_exec command injection (shlex.quote for shell wrapping)\n- Fix: OVA/tar extraction size limits (2GiB/member, 20GiB aggregate)\n- Fix: guest file transfer SSL now honours target.verify_ssl\n- Refactor: cli.py (1726 lines) split into cli/ package (12 files)",
"is_bot": false,
"headline": "fix+refactor: v1.5.8 - security + cli module split",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-15T01:46:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53f797f1fb7bd33610dc3d75c706b7c8bd744ff3",
"body": null,
"is_bot": false,
"headline": "chore: bump to v1.5.7 - align with family",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-15T01:20:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba40731a522827b0c0c47349ca0e7b13e14f87ab",
"body": null,
"is_bot": false,
"headline": "fix: v1.5.6 CRITICAL mcp_server missing from wheel",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T23:49:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d014eb2bc85d89352b0a6a7b954d55f30deaf506",
"body": null,
"is_bot": false,
"headline": "chore: bump to v1.5.5 - align with family NSX hotfix",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T23:40:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ff1d3460967e8a8d427fa827730d6a21f3958eb5",
"body": "- Security: pytest 9.0.2→9.0.3 (CVE-2025-71176, insecure tmpdir)\n- Deps: rich version constraint <15.0 → <16.0\n- Align with VMware skill family v1.5.4",
"is_bot": false,
"headline": "fix: bump to v1.5.4 — pytest CVE-2025-71176, rich <16.0",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T08:37:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b70792b3f885105ada436ec9e356ca9f02f7cdb",
"body": "…-16.0\n\nchore: update rich requirement from <15.0,>=13.0 to >=13.0,<16.0",
"is_bot": false,
"headline": "Merge pull request #11 from zw008/dependabot/pip/rich-gte-13.0-and-lt…",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-04-14T08:34:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dbb15f6d24fa666e13aadbbb7942cf6b8aaa437b",
"body": "chore: bump pytest from 9.0.2 to 9.0.3",
"is_bot": false,
"headline": "Merge pull request #12 from zw008/dependabot/uv/pytest-9.0.3",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-04-14T08:34:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9c354ee02774b82419323059d485c1c1e3cf2fe1",
"body": null,
"is_bot": false,
"headline": "chore: bump version to 1.5.3 for PyPI release",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T05:08:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "45daa402756c38a073eb71977efc4ec34132207f",
"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:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "chore: bump pytest from 9.0.2 to 9.0.3",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-14T03:08:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aaa717f8963a1359b3cf8aaa4677ebc18b1630b3",
"body": "…actices\n\n- Added readOnlyHint/destructiveHint/idempotentHint/openWorldHint annotations\n to all 34 @mcp.tool() decorators based on each tool's READ/WRITE semantics\n- Wrapped all 34 tool functions in try/except with actionable error messages\n including doctor command hint for connectivity troubleshooting",
"is_bot": false,
"headline": "feat: add MCP tool annotations + error handling per Anthropic best pr…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T01:03:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0aaf9879dfc18d85d93e923822fd81ebd5216fb",
"body": "Address skills.sh Socket anomaly (operational risk flags) by:\n- Adding SECURITY.md (industry standard for security scanners)\n- Expanding compatibility field to document all safety measures:\n credential handling, destructive op safeguards, guest ops scope,\n webhook data scope, SSL defaults, transitive dependencies",
"is_bot": false,
"headline": "fix: add SECURITY.md + strengthen SKILL.md safety documentation",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-14T00:39:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "11d2f2c4419e768ec26aa7a75d8dfe59fc6b6708",
"body": "Updates the requirements on [rich](https://github.com/Textualize/rich) to permit the latest version.\n- [Release notes](https://github.com/Textualize/rich/releases)\n- [Changelog](https://github.com/Textualize/rich/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Textualize/rich/compare/v13.0.0...v15.0.0)\n\n---\nupdated-dependencies:\n- dependency-name: rich\n dependency-version: 15.0.0\n dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "chore: update rich requirement from <15.0,>=13.0 to >=13.0,<16.0",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-13T20:03:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2dee2425d6873b2fb8a31007769363b6b069b5c0",
"body": "…ty scan compliance\n\nResolves Snyk E005 (suspicious download URL) and ClawHub OpenClaw flags by adding\nexplicit \"not affiliated with VMware/Broadcom\" disclaimer to SKILL.md and setup-guide.md.",
"is_bot": false,
"headline": "fix: add community project disclaimer and trademark notice for securi…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-13T00:09:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "268e5f97f3306292f062e205759ecffee1751406",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-12T04:52:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51c6f4455de9b9fc52179b741362b2006a6b8aa7",
"body": "- SKILL.md: add [READ]/[WRITE] tool prefixes, R/W counts in MCP Tools header,\n \"Do NOT use when...\" negative routing in description, failure branches in workflows\n- MCP server: add [READ]/[WRITE] prefix to all 34 tool docstrings,\n add limit parameter to list_vcenter_alarms\n- README/pyproject: add Broadcom author attestation (wei-wz.zhou@broadcom.com)\n to resolve Snyk E005 brand impersonation warnings",
"is_bot": false,
"headline": "chore: Anthropic best practices + author attestation",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-12T04:43:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "57d316a42c14ca7c4613b0a9c57b176c1fd35c56",
"body": null,
"is_bot": false,
"headline": "chore: release v1.4.9 — routing fixes and vmware-policy clarity",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-11T13:17:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63f3a1a82eb2dce56fed09cd5541416cdd848c44",
"body": null,
"is_bot": false,
"headline": "chore: bump version to 1.4.8 — security dependency updates",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-09T09:22:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0fd69cc6047f33cf2b7066c3701609ee2386bf1",
"body": "chore: bump cryptography from 46.0.6 to 46.0.7",
"is_bot": false,
"headline": "chore: bump cryptography from 46.0.6 to 46.0.7 (CVE-2026-39892)",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-04-09T06:05:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db189f37f2b87a15a6d754590740414b9c0125e6",
"body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.6 to 46.0.7.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.6...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: bump cryptography from 46.0.6 to 46.0.7",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-08T22:15:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2505f97a92bf471b72b5eb298733d654ca60c685",
"body": null,
"is_bot": false,
"headline": "chore: bump version to v1.4.7",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-07T23:14:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99f66b2fcfb1b707d825ab0519d1c6f10579d700",
"body": "- Add .env to openclaw config array, optional.bins vmware-policy\n- Add optional.env per-target password pattern (VMWARE_TARGET_PASSWORD)\n- Fix references/setup-guide.md: replace VSPHERE_USER/PASSWORD with\n correct VMWARE_<TARGET>_PASSWORD per-target convention\n- Fix references/capabilities.md: audit path -> ~/.vmware/audit.db",
"is_bot": false,
"headline": "fix: align metadata and docs for ClawHub clean scan",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-07T23:13:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4c11d05b3c7e634adfcb1d3aee77c7255e3baa53",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-06T01:57:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "266d554888c2c64c7c38df4a95ce15625420b234",
"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": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-03T13:28:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ac9e6d64a81a4484e3d79cd5afabcc9e3704746",
"body": "chore: bump pygments from 2.19.2 to 2.20.0",
"is_bot": false,
"headline": "chore: bump pygments from 2.19.2 to 2.20.0 (fixes ReDoS CVE)",
"author_name": "wei zhou",
"author_login": "zw008",
"committed_at": "2026-04-03T11:28:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8185b1b909296f7230300e6cd18c2d8ae416f09",
"body": "…ze, safety tests",
"is_bot": false,
"headline": "chore: bump version to v1.4.4 — vmware-avi family integration, saniti…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-01T15:45:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db1fa96d4747871c12871fad1ad4a4efb2248fb5",
"body": "…ests\n\n- SKILL.md: add vmware-avi to family links, routing table, companion skills\n- SKILL.md: add Usage Mode section (already existed for AIops)\n- ops/: add sanitize() from vmware_policy to all API text output\n- tests: add test_no_destructive_ops.py (AST-based safety boundary verification)",
"is_bot": false,
"headline": "feat: add vmware-avi cross-skill routing, sanitize coverage, safety t…",
"author_name": "zw008",
"author_login": "zw008",
"committed_at": "2026-04-01T15:40:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b78d42a02622aadacbc09a41adbfa4dc22c5ddda",
"body": "Bumps [pygments](https://github.com/pygments/pygments) from 2.19.2 to 2.20.0.\n- [Release notes](https://github.com/pygments/pygments/releases)\n- [Changelog](https://github.com/pygments/pygments/blob/master/CHANGES)\n- [Commits](https://github.com/pygments/pygments/compare/2.19.2...2.20.0)\n\n---\nupdated-dependencies:\n- dependency-name: pygments\n dependency-version: 2.20.0\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "chore: bump pygments from 2.19.2 to 2.20.0",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-03-30T20:37:04Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 70,
"commits_last_year": 215,
"latest_release_at": "2026-07-21T15:40:23Z",
"latest_release_tag": "v1.8.8",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 20,
"days_since_latest_release": 1,
"mean_days_between_releases": 0.8
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 71,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "vmware-aiops",
"exists": true,
"license": "MIT",
"keywords": [],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/vmware-aiops/",
"is_deprecated": false,
"latest_version": "1.8.8",
"repository_url": null,
"versions_count": 71,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2026-03-08T14:34:26.842744Z",
"latest_published_at": "2026-07-21T15:40:27.861770Z",
"latest_version_yanked": null,
"days_since_latest_publish": 1
}
]
},
"popularity": {
"forks": 9,
"stars": 63,
"watchers": 3,
"fork_history": {
"days": [
{
"date": "2026-03-01",
"count": 1
},
{
"date": "2026-03-10",
"count": 1
},
{
"date": "2026-03-11",
"count": 1
},
{
"date": "2026-03-23",
"count": 1
},
{
"date": "2026-03-26",
"count": 1
},
{
"date": "2026-03-31",
"count": 1
},
{
"date": "2026-04-08",
"count": 1
},
{
"date": "2026-05-10",
"count": 1
},
{
"date": "2026-06-09",
"count": 1
}
],
"complete": true,
"collected": 9,
"total_forks": 9
},
"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": 92,
"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
}
],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {
"high": 1
},
"advisory_count": 1,
"affected_count": 1,
"assessed_count": 54,
"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": "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,<16.0"
},
{
"name": "apscheduler",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.10,<4.0"
},
{
"name": "httpx",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.27,<1.0"
},
{
"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"
},
{
"name": "vmware-monitor",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.8.0,<2.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "apscheduler",
"direct": true,
"version": "3.11.2",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": true,
"version": "0.28.1",
"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": "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": "exceptiongroup",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httpx-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": "packaging",
"direct": false,
"version": "26.0",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"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-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": "rpds-py",
"direct": false,
"version": "0.30.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.8",
"ecosystem": "pypi"
},
{
"name": "shellingham",
"direct": false,
"version": "1.5.4",
"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": "tzdata",
"direct": false,
"version": "2025.3",
"ecosystem": "pypi"
},
{
"name": "tzlocal",
"direct": false,
"version": "5.3.1",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.42.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 54,
"direct_count": 9,
"indirect_count": 45
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 11,
"open_issues": 0,
"closed_ratio": 1,
"closed_issues": 10,
"closed_unmerged_prs": 11
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "zw008",
"commits": 132,
"avatar_url": "https://avatars.githubusercontent.com/u/10613299?v=4"
}
],
"contributors_sampled": 1,
"top_contributor_share": 1
},
"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 9 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": 9,
"reason": "1 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "4233eae3a07456c164d6e49f76f2f015187904d7",
"ran_at": "2026-07-22T18:47:37Z",
"aggregate_score": 5.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": null,
"oldest_open_prs": [
{
"number": 35,
"created_at": "2026-07-20T18:00:17Z",
"last_comment_at": "2026-07-22T01:48:34Z",
"last_comment_author": "zw008"
}
],
"last_merged_pr_at": "2026-06-07T07:23:26Z",
"ci_last_conclusion": null,
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/zw008/VMware-AIops",
"host": "github.com",
"name": "VMware-AIops",
"owner": "zw008"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 62,
"inputs": {
"security": 67,
"vitality": 87,
"community": 47,
"governance": 55,
"engineering": 54
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 87,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"commits_last_year": 215,
"human_commit_share": 0.92,
"days_since_last_push": 0,
"active_weeks_last_year": 20
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "20/52 weeks with commits",
"points": 13.8,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 20
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "215 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 215
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 9 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": 70,
"latest_release_tag": "v1.8.8",
"releases_from_tags": false,
"days_since_latest_release": 1,
"mean_days_between_releases": 0.8
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "70 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 70
}
}
],
"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 ~0.8 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 0.8
}
}
],
"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": "at_risk",
"name": "Community & Adoption",
"value": 47,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "at_risk",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 38,
"inputs": {
"forks": 9,
"stars": 63,
"watchers": 3,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "63 stars",
"points": 29.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 63
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "9 forks",
"points": 7.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 9
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "3 watchers",
"points": 1.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 3
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (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": 6.3,
"status": "met",
"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": 55,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 16,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 1,
"top_contributor_share": 1
},
"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 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"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": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"merged_prs": 11,
"open_issues": 0,
"closed_issues": 10,
"issue_closed_ratio": 1,
"closed_unmerged_prs": 11
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 46.8,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "11/22 decided PRs merged",
"points": 19.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 11,
"decided": 22
}
}
],
"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-aiops"
],
"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": "71 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 71
}
}
],
"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": 54,
"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": 90,
"inputs": {
"topics": [
"agent-skills",
"aiops",
"claude-code",
"codex",
"devops",
"esxi",
"gemini-cli",
"infrastructure",
"mcp",
"pyvmomi",
"vmware",
"vsphere",
"automation",
"monitoring",
"vcenter",
"read-only-monitoring",
"ai-skill",
"homelab",
"vm-lifecycle"
],
"has_wiki": false,
"homepage": "https://skills.sh/zw008/VMware-AIops",
"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": "https://skills.sh/zw008/VMware-AIops",
"points": 15,
"status": "met",
"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": "19 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 19
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 67,
"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": 59,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 12,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 6,
"scorecard_aggregate": 5.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "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 9 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": "1 existing vulnerabilities detected",
"points": 6.8,
"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 54 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 54
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 54,
"unassessed_packages": 0,
"affected_by_severity": "high 1",
"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": 54,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "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": "92 of 92 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 92,
"sampled": 92
}
}
],
"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": 0.08
},
"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": "8 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 8,
"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": 92,
"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": "0/92 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 92,
"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-aiops@1.8.8; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-22T18:47:42.426045Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-AIops.svg",
"full_name": "zw008/VMware-AIops",
"license_state": "standard",
"license_spdx": "MIT"
}
Registros relacionados
Repositorios inspeccionados que comparten etiquetas de catálogo o ecosistemas con zw008/VMware-AIops. Leer en paralelo →
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.
