VMware vCenter/ESXi AI-powered monitoring and operations. Two skills: vmware-monitor (read-only, safe) and vmware-aiops (full operations) | Claude Code Skill
zw008/VMware-AIops має індекс здоров’я 62 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (87/100), найнижчий — Community & Adoption (47/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
62
загалом / 100
Помірний
Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
62
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
Профіль оцінок
Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.
Виключено з оцінювання (немає даних або не застосовно): branch_protection, ci_tests, dangerous_workflow, packaging, signed_releases, token_permissions. Залишкові ваги перенормовано.
Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25
Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40
Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
source
osv
advisories
1
affected_packages
1
assessed_packages
54
unassessed_packages
0
affected_by_severity
high 1
direct_affected_packages
0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 54 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
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
Докладніше
Історія зірок і форків 0 ★ / 9 ⇿
0Зірки
9Форки
47Релізи
Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.
Мажорні 1Мінорні 7Патчі 39
OpenSSF Scorecard 5.9 / 10
5.9сукупно
Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-22 18:47 UTC
Повний розв'язаний набір залежностей із графа залежностей GitHub: 9 прямих і 45 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
Реєстр
Пакет
Версія
Зв'язок
PyPI
apscheduler
3.11.2
пряма
PyPI
httpx
0.28.1
пряма
PyPI
mcp
1.28.1
пряма
PyPI
pyaml
26.2.1
пряма
PyPI
python-dotenv
1.2.2
пряма
PyPI
pyvmomi
9.0.0.0
пряма
PyPI
rich
14.3.3
пряма
PyPI
typer
0.24.1
пряма
PyPI
vmware-policy
1.8.8
пряма
PyPI
annotated-doc
0.0.4
непряма
PyPI
annotated-types
0.7.0
непряма
PyPI
anyio
4.13.0
непряма
PyPI
attrs
26.1.0
непряма
PyPI
certifi
2026.2.25
непряма
PyPI
cffi
2.0.0
непряма
PyPI
click
8.3.1
непряма
PyPI
colorama
0.4.6
непряма
PyPI
coverage
7.13.5
непряма
PyPI
cryptography
49.0.0
непряма
PyPI
exceptiongroup
1.3.1
непряма
PyPI
h11
0.16.0
непряма
PyPI
httpcore
1.0.9
непряма
PyPI
httpx-sse
0.4.3
непряма
PyPI
idna
3.15
непряма
PyPI
iniconfig
2.3.0
непряма
PyPI
jsonschema
4.26.0
непряма
PyPI
jsonschema-specifications
2025.9.1
непряма
PyPI
markdown-it-py
4.0.0
непряма
PyPI
mdurl
0.1.2
непряма
PyPI
packaging
26.0
непряма
PyPI
pluggy
1.6.0
непряма
PyPI
pycparser
3.0
непряма
PyPI
pydantic
2.12.5
непряма
PyPI
pydantic-core
2.41.5
непряма
PyPI
pydantic-settings
2.14.2
непряма
PyPI
pygments
2.20.0
непряма
PyPI
pyjwt
2.13.0
непряма
PyPI
pytest
9.0.3
непряма
PyPI
pytest-cov
7.1.0
непряма
PyPI
python-multipart
0.0.32
непряма
PyPI
pywin32
311
непряма
PyPI
pyyaml
6.0.3
непряма
PyPI
referencing
0.37.0
непряма
PyPI
rpds-py
0.30.0
непряма
PyPI
ruff
0.15.8
непряма
PyPI
shellingham
1.5.4
непряма
PyPI
sse-starlette
3.3.3
непряма
PyPI
starlette
1.3.1
непряма
PyPI
tomli
2.4.1
непряма
PyPI
typing-extensions
4.15.0
непряма
PyPI
typing-inspection
0.4.2
непряма
PyPI
tzdata
2025.3
непряма
PyPI
tzlocal
5.3.1
непряма
PyPI
uvicorn
0.42.0
непряма
Сповіщення про залежності 1
Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 54 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 1 мають відомі сповіщення, з них 0 прямі.
Пакет
Версія
Зв'язок
Критичність
Сповіщень
Виправлено в
click
8.3.1
непряма
висока
1
8.3.3
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
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"read-only-monitoring",
"ai-skill",
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"pushed_at": "2026-07-22T01:54:13Z",
"created_at": "2026-02-25T05:50:24Z",
"owner_type": "User",
"updated_at": "2026-07-22T01:54:17Z",
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"primary_language": "Python",
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"location": "China",
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"published_at": "2026-07-19T09:38:27Z"
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"published_at": "2026-07-14T08:52:55Z"
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"kind": "patch",
"published_at": "2026-07-13T04:45:01Z"
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"kind": "patch",
"published_at": "2026-07-03T00:46:37Z"
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{
"tag": "v1.7.2",
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"published_at": "2026-07-02T14:29:15Z"
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{
"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"
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{
"tag": "v1.5.37",
"kind": "patch",
"published_at": "2026-06-12T01:56:12Z"
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{
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"kind": "patch",
"published_at": "2026-06-11T23:19:16Z"
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{
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"kind": "patch",
"published_at": "2026-06-10T00:41:34Z"
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{
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"published_at": "2026-06-08T02:30:18Z"
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{
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"published_at": "2026-06-07T12:54:27Z"
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{
"tag": "v1.5.29",
"kind": "patch",
"published_at": "2026-05-29T02:18:32Z"
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{
"tag": "v1.5.28",
"kind": "patch",
"published_at": "2026-05-20T09:56:53Z"
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{
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"kind": "patch",
"published_at": "2026-05-20T06:55:35Z"
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{
"tag": "v1.5.26",
"kind": "patch",
"published_at": "2026-05-20T06:16:19Z"
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{
"tag": "v1.5.24",
"kind": "patch",
"published_at": "2026-05-19T12:21:29Z"
},
{
"tag": "v1.5.23",
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"published_at": "2026-05-19T02:56:21Z"
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{
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"published_at": "2026-05-08T23:23:37Z"
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{
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"published_at": "2026-05-08T23:10:26Z"
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{
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"published_at": "2026-05-08T22:29:54Z"
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{
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"published_at": "2026-05-06T04:00:51Z"
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{
"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"
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{
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"published_at": "2026-05-01T03:29:06Z"
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{
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"published_at": "2026-04-29T18:29:04Z"
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{
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"published_at": "2026-04-21T12:08:20Z"
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{
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"kind": "patch",
"published_at": "2026-04-21T06:21:56Z"
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{
"tag": "v1.5.12",
"kind": "patch",
"published_at": "2026-04-17T10:03:08Z"
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{
"tag": "v1.5.11",
"kind": "patch",
"published_at": "2026-04-16T23:39:41Z"
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{
"tag": "v1.5.10",
"kind": "patch",
"published_at": "2026-04-16T02:57:07Z"
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{
"tag": "v1.5.8",
"kind": "patch",
"published_at": "2026-04-15T01:46:47Z"
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{
"tag": "v1.5.7",
"kind": "patch",
"published_at": "2026-04-15T01:20:49Z"
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{
"tag": "v1.5.6",
"kind": "patch",
"published_at": "2026-04-14T23:50:01Z"
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{
"tag": "v1.5.5",
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"published_at": "2026-04-14T23:40:14Z"
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{
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"published_at": "2026-04-14T08:42:45Z"
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{
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{
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{
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{
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{
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{
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"published_at": "2026-04-01T15:46:37Z"
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{
"tag": "v1.4.3",
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"published_at": "2026-03-30T11:47:38Z"
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{
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{
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{
"tag": "v1.3.5",
"kind": "patch",
"published_at": "2026-03-28T02:22:39Z"
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{
"tag": "v1.3.4",
"kind": "patch",
"published_at": "2026-03-28T01:39:47Z"
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{
"tag": "v1.3.3",
"kind": "patch",
"published_at": "2026-03-28T00:29:50Z"
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{
"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,
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},
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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},
{
"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,
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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,
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"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",
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"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",
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{
"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,
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{
"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",
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"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",
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"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,
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{
"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",
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},
{
"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",
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{
"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",
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{
"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",
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{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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…",
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"headline": "fix: security hardening (v1.5.35)",
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"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",
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"headline": "fix: invented pyVmomi methods + alarm/sensor/datastore bugs",
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"headline": "docs: Glama TDQS tool description rewrite + bandit nosec for guest tm…",
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"headline": "Merge pull request #17 from zw008/dependabot/uv/starlette-1.0.1",
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"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>",
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"headline": "chore: bump starlette from 1.0.0 to 1.0.1",
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"headline": "docs: document 7 VM lifecycle MCP tools added in v1.5.26 (clone/migra…",
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"headline": "chore: ignore .DS_Store",
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"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>",
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"headline": "chore: bump idna from 3.11 to 3.15 (#16)",
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"headline": "ci: remove github-actions ecosystem from dependabot",
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"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.",
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"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).",
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"headline": "fix: v1.5.26 — clone target host, MCP Python 3.10 compat, 7 new MCP t…",
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"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.",
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"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>",
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"headline": "chore: bump python-multipart from 0.0.26 to 0.0.27 (#15)",
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"headline": "docs: add vmware-harden to skill routing table",
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"headline": "release: v1.5.18 — family alignment + tooling normalization",
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"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.",
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"headline": "release: v1.5.17 — Family alignment",
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"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.",
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"headline": "release: v1.5.16 — Enterprise Harness Engineering alignment",
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"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.",
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"headline": "feat: v1.5.15 — single-command MCP entry point + verify_ssl default true",
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"headline": "fix: v1.5.14 — code review follow-up fixes (@yjs-2026)",
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"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",
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"headline": "fix: v1.5.12 — bug fixes from @yjs-2026 code review",
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"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)",
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"headline": "fix+refactor: v1.5.8 - security + cli module split",
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"headline": "fix: v1.5.6 CRITICAL mcp_server missing from wheel",
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"headline": "chore: bump to v1.5.5 - align with family NSX hotfix",
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"headline": "Merge pull request #11 from zw008/dependabot/pip/rich-gte-13.0-and-lt…",
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"points": 25,
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"details": [
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{
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"points": 35,
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{
"key": "version_history",
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"detail": "71 published versions",
"points": 20,
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{
"key": "not_deprecated",
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],
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},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 54,
"weight": 0.2,
"metrics": [
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"key": "engineering_practices",
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"notes": [
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"code": "excluded_no_data",
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{
"key": "tests_present",
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"detail": null,
"points": 24,
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{
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"status": "missed",
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{
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{
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{
"key": "openssf_scorecard_ci_tests",
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"points": 0,
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],
"max_points": 20
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]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
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"ai-skill",
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"has_wiki": false,
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"components": [
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{
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{
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"points": 10,
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{
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{
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"weight": 0.16,
"metrics": [
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{
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{
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{
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{
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{
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{
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"max_points": 10
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{
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{
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"status": "missed",
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{
"key": "license",
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"points": 2.5,
"status": "met",
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{
"key": "maintained",
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{
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{
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{
"key": "sast",
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"points": 0,
"status": "missed",
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{
"key": "security_policy",
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"points": 5,
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{
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"code": "no_data",
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],
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{
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{
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]
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{
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"code": "excluded_no_data",
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{
"code": "advisories_scope_repository",
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{
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"components": [
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{
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"points": 0,
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"direct_malicious_packages": 0,
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"key": "high_risk_jurisdiction_exposure",
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],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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{
"key": "ai_readiness",
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"metrics": [
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"key": "legible_commit_history",
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{
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],
"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."
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],
"metrics_version": "1.13.0"
},
"warnings": [
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"schema_version": "0.26.0",
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}
Пов’язані записи
Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з zw008/VMware-AIops. Читати поруч →
Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.26.0 — повна методологія · вікі метрик.
