Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.26.0 · метрики 1.13.0 · 2026-07-22 18:47 UTC

zw008 / VMware-Monitor

Read-only VMware vCenter/ESXi monitoring — code-level enforced safety, zero destructive operations

PythonMIT★ 9 зірок⑂ 3 форкиз лют. 2026 р.Переглянути на GitHub ↗

zw008/VMware-Monitor має індекс здоров’я 60 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (87/100), найнижчий — Community & Adoption (36/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

60
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.

60
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)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

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.

Власність

wei zhouОсобистий обліковий запис
18 підписників32 публічні репозиторіїз січ. 2015 р.

Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIvmware-monitor1.8.8-711 день тому

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

87Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
13.8/36Ритм комітів — 20/52 тижнів із комітами
18/18Обсяг комітів — 165 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year165
human_commit_share0,93
days_since_last_push0
active_weeks_last_year20
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 69 релізів
36/36Свіжість релізів — останній реліз 1 дн. тому
27/27Ритм релізів — реліз кожні ~0,8 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count69
latest_release_tagv1.8.8
releases_from_tagsні
days_since_latest_release1
mean_days_between_releases0,8
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

36У зоні ризику · 18% загального індексу
Як обчислюється оцінка
14.6/60Зірки — 9 зірок
2.5/25Форки — 3 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks3
stars9
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateтак

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

56Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0.2/22.5Розподіл комітів — головний контриб’ютор — автор 99% комітів
2.7/13.5Широта контриб’юторів — 2 контриб’юторів
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Використані вхідні дані
bus_factor1
contributors_sampled2
top_contributor_share0,992
Як обчислюється оцінка
46.8/46.8Вирішення issue — закрито 100% issue
21/38.3Прийняття PR — злито 11/20 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs11
open_issues0
closed_issues3
issue_closed_ratio1
closed_unmerged_prs9
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
9.2/25Охоплення власника — 18 підписників у zw008
23.1/25Послужний список — 32 публічних репозиторіїв, вік облікового запису ~11 р.
Використані вхідні дані
followers18
owner_typeUser
is_verified
owner_loginzw008
public_repos32
account_age_days4 201
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 1 дн. тому
20/20Історія версій — 71 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesvmware-monitor
ecosystemspypi
any_deprecatedні
min_days_since_publish1

Інженерна якість

Чи наявні базові інженерні практики та документація?

52Помірний · 20% загального індексу

Інженерні практики

30У зоні ризику
Як обчислюється оцінка
0/24Процеси CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — немає даних
Використані вхідні дані
has_ciні
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: CI-Tests. Залишкові ваги перенормовано.

Документація

85Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 16 тем
10/10Wiki
Використані вхідні дані
topicsai-skill, aiops, claude-code, codex, esxi, gemini-cli, homelab, infrastructure, mcp, monitoring, pyvmomi, read-only, vcenter, vmware, vsphere, agent-skills
has_wikiтак
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

67Помірний · 16% загального індексу

Стан безпеки

59Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
0/2.5CI-Tests — немає даних
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflow — немає даних
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — немає даних
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate5,9
Виключено з оцінювання (немає даних або не застосовно): branch_protection, ci_tests, dangerous_workflow, packaging, signed_releases, token_permissions. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories1
affected_packages1
assessed_packages55
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 55 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.

Готовність до ШІ

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.

48У зоні ризику · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 93 з 93 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
10/10Відтворюване середовище — Dockerfile, lockfile
6/10Підтверджена практика роботи з агентами — 3 з останніх 100 комітів створено агентом або з його зазначенням
8/8Автоматизоване супроводження — 7 з останніх 100 комітів — автоматичні оновлення залежностей
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileтак
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share0,03
toolchain_manifests
dependency_bot_commit_share0,07
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
55/55Керовані розміри файлів — 0/79 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes45 608
source_files_sampled79
oversized_source_files0
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalтак
api_schema_files

Ключові факти

9зірок GitHub
2контриб'юторів
165комітів за останні 12 місяців
0днів від останнього пушу
69релізів
1бас-фактор
0відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:vmware-monitor@1.8.8; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 0 ★ / 3 ⇿
0Зірки
3Форки
25Релізи

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.

12233312026-032026-042026-04
Мажорні 0Мінорні 5Патчі 20
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

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
н/дCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
н/дDangerous-Workflowno workflows found
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
н/дToken-PermissionsNo tokens found
9Vulnerabilities1 existing vulnerabilities detected
Прямі залежності 9
РеєстрПакетОбмеження версіїМаніфест
PyPIpyvmomi>=8.0.3.0,<10.0pyproject.toml
PyPIpyaml>=24.0,<27.0pyproject.toml
PyPItyper>=0.12,<1.0pyproject.toml
PyPIrich>=13.0,<16.0pyproject.toml
PyPIapscheduler>=3.10,<4.0pyproject.toml
PyPIhttpx>=0.27,<1.0pyproject.toml
PyPIpython-dotenv>=1.0,<2.0pyproject.toml
PyPImcp>=1.10,<2.0pyproject.toml
PyPIvmware-policy>=1.8.5,<2.0pyproject.toml
Усі залежності 55

Повний розв'язаний набір залежностей із графа залежностей GitHub: 9 прямих і 46 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIapscheduler3.11.2пряма
PyPIhttpx0.28.1пряма
PyPImcp1.28.1пряма
PyPIpyaml26.2.1пряма
PyPIpython-dotenv1.2.2пряма
PyPIpyvmomi9.0.0.0пряма
PyPIrich14.3.3пряма
PyPItyper0.24.1пряма
PyPIvmware-policy1.8.8пряма
PyPIannotated-doc0.0.4непряма
PyPIannotated-types0.7.0непряма
PyPIanyio4.13.0непряма
PyPIattrs26.1.0непряма
PyPIcertifi2026.2.25непряма
PyPIcffi2.0.0непряма
PyPIclick8.3.1непряма
PyPIcolorama0.4.6непряма
PyPIcoverage7.13.5непряма
PyPIcryptography49.0.0непряма
PyPIexceptiongroup1.3.1непряма
PyPIh110.16.0непряма
PyPIhttpcore1.0.9непряма
PyPIhttpx-sse0.4.3непряма
PyPIidna3.15непряма
PyPIiniconfig2.3.0непряма
PyPIjsonschema4.26.0непряма
PyPIjsonschema-specifications2025.9.1непряма
PyPImarkdown-it-py4.0.0непряма
PyPImdurl0.1.2непряма
PyPIpackaging26.0непряма
PyPIpluggy1.6.0непряма
PyPIpycparser3.0непряма
PyPIpydantic2.12.5непряма
PyPIpydantic-core2.41.5непряма
PyPIpydantic-settings2.14.2непряма
PyPIpygments2.20.0непряма
PyPIpyjwt2.13.0непряма
PyPIpytest9.0.3непряма
PyPIpytest-cov7.1.0непряма
PyPIpython-multipart0.0.32непряма
PyPIpywin32311непряма
PyPIpyyaml6.0.3непряма
PyPIreferencing0.37.0непряма
PyPIrpds-py0.30.0непряма
PyPIruff0.15.9непряма
PyPIshellingham1.5.4непряма
PyPIsse-starlette3.3.4непряма
PyPIstarlette1.3.1непряма
PyPItomli2.4.1непряма
PyPItyping-extensions4.15.0непряма
PyPItyping-inspection0.4.2непряма
PyPItzdata2026.1непряма
PyPItzlocal5.3.1непряма
PyPIuvicorn0.42.0непряма
PyPIvmware-monitor1.8.8непряма
Сповіщення про залежності 1

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 55 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 1 мають відомі сповіщення, з них 0 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
click8.3.1непрямависока18.3.3

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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          "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.",
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          "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.",
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          "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": "2026-07-19T17:56:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "e708b060d6abcbcb5ca70e9e8145ae6dce013276",
          "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": "2026-07-19T11:19:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
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          "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.\n\n- Read-only mode: VMWARE_READ_ONLY=true removes write tools from the MCP\n  registry at start-up. vmwar\n[…]\ng.\n- Docs: tool counts corrected to 27 across README, setup-guide, integration\n  docs and server.json (several still said 8 or 11); capabilities autonomy\n  table used six tool names that do not exist.",
          "is_bot": false,
          "headline": "feat: read-only mode, list envelope, declared environments (v1.8.0)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-19T09:35:59Z",
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          "body": null,
          "is_bot": false,
          "headline": "chore: refresh uv.lock self-version for 1.7.7",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-17T07:00:35Z",
          "body_truncated": false,
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        },
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          "oid": "b41b9fc1303ad9aab26545c1952927c6f5916274",
          "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": "2026-07-17T06:52:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c37513c03491ca25043896ca2a42cc38aed93c50",
          "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": "d21d4002f5b82c80c464778397a90024bc3eab90",
          "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 treat a\nNone currentSession (expired-token shape) as dead. Same probe as AIops\n(external fork 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": false,
          "is_coding_agent": false
        },
        {
          "oid": "47021ab0dc45d69df7f6ccfad518889bc01325fb",
          "body": "issue #31 follow-up — extend triage from \"is anything on fire?\" to\n\"what is happening around this object?\".\n\n- New correlation engine (ops/_correlate.py): object-graph readers +\n  per-entity EventFilterSpec.ByEntity event timeline (first in the codebase)\n  + batched alarm-name resolution + VM rollup\n[…]\n27; CLI `investigate vm|host|datastore` + `attention`.\n- SKILL.md + README (EN/CN) feature the five quick investigation reports;\n  cli-reference updated. Regression tests for every bundle + attention.",
          "is_bot": false,
          "headline": "feat: object investigation bundles + cross-vCenter attention (v1.7.6)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-14T08:51:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d579f68dd86084ac628a7a246c25788255db36e",
          "body": "…ne HTML snapshots\n\n- cluster_health_summary MCP tool (22→23): 3 batched PropertyCollector passes\n  roll hosts/VM power/live CPU+mem/alarms up per cluster with an opinionated\n  status + attention reasons, and flatten anomalies into a ranked top_issues\n  focus list (top_n cap, honest issues_total). A\n[…]\nd add-a-column example; every render ends with a customization hint.\n- Public render_summary_console / write_html_snapshot for companion reuse.\n- ruff per-file-ignore E501 for the CSS template module.",
          "is_bot": false,
          "headline": "feat: cluster health triage — one-glance summary, top-N issues, offli…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-13T07:11:50Z",
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          "is_coding_agent": false
        },
        {
          "oid": "b60c84cac3afaf8cc0202ca42a96b86c568a76e7",
          "body": "…ct_objects\n\nget_ntp_status/get_host_services/get_certificate_status read serviceInfo/\ncertificateInfo lazily off the per-host HostServiceSystem/HostCertificateManager\nref — one extra SOAP round-trip per host (issue #31 class, one hop removed).\nNew ops/_collect._collect_objects batches the boundary property for all refs in\none RetrievePropertiesEx; per-host N collapses to 2 calls. Output shape unchanged.\nRegression test uses raising vim proxies so any lazy access fails loudly.",
          "is_bot": false,
          "headline": "perf: batch host-check boundary reads (NTP/services/certs) via _colle…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-13T04:43:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "062e47793308ec1db10d8fb4c7b94007cbf96d0a",
          "body": null,
          "is_bot": false,
          "headline": "feat: add host_log_scan MCP tool (issue #31 request); 21->22 tools",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-03T00:45:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5c6335856b7f24963fdf9788b889b6aa9ca287a",
          "body": "…lper (issue #31 follow-up)",
          "is_bot": false,
          "headline": "perf: batch all monitoring read paths via shared PropertyCollector he…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-02T14:26:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33daa404ec65ce2ee1ceb30c233e2b4d646900e3",
          "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": "e6346b63c2072c30468e04aa49ef723514cb55ea",
          "body": "Read-only inventory tools (list_virtual_machines, list_esxi_hosts,\nlist_all_datastores, list_all_clusters, list_all_networks, find_vm_by_name)\nwalked a container view and then read pyVmomi lazy properties per object\n(vm.config.hardware.numCPU, vm.runtime.host.name, len(host.vm), per-VM\nfolder_path w\n[…]\nd _get_objects.\n\nSame root cause as AIops issue #31; fixed here in the sibling read-only skill\nper the family-sync rule.\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 (AIops issue #31)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-02T09:28:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "10ec0dfc1c57987c9351c36947d9659ead999644",
          "body": "…wizard",
          "is_bot": false,
          "headline": "feat: add 10 read-only observability tools (MCP 11→21) + guided init …",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-27T00:55:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d9afc6092167bda7ec2629aecf506fb2fcc3f63",
          "body": "Resolves medium-severity symlink-escape advisory in\nNestedSecretsSettingsSource. Transitive pin via uv.lock.",
          "is_bot": false,
          "headline": "fix(deps): bump pydantic-settings to 2.14.2 (GHSA-4xgf-cpjx-pc3j)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-26T01:12:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fcb7c61df6e01a46deda76c65c09dff3ace008a",
          "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": "2026-06-23T23:54:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dd49823b3bf534d8188b2d6a60dcdd5bbf95f8f1",
          "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": "2026-06-23T23:38:40Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d39a47bfcfc946e865bb0bf6c23a863c4ee26767",
          "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": "20f14d9048107a563e3747eecab470803ac7fc3a",
          "body": "No skill code changes; aligns to v1.6.0 and picks up vmware-policy 1.6.0 governance upgrades.",
          "is_bot": false,
          "headline": "chore: v1.6.0 — family alignment + harness trust architecture",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-22T09:15:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8702fd2d6950a254d34f74fd33e3de0b07277880",
          "body": "No code changes. Aligns with the v1.5.39 family release (AIops snapshot-delete async +\nhonest-timeout fix; Storage datastore-browse timeout fix).",
          "is_bot": false,
          "headline": "chore: bump to v1.5.39 for family version alignment",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-22T00:35:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "231d0233c4505c7761cbab8e6def305b810df5f8",
          "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": "2026-06-17T02:04:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "778d469ecb4c14101d23b8292da7c5d819cbe6e4",
          "body": null,
          "is_bot": false,
          "headline": "chore: release alignment v1.5.38",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-12T06:30:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99f58d16c00dde318c63fe327501dcd410c2ba17",
          "body": "…v1.5.37)",
          "is_bot": false,
          "headline": "feat: wire up advertised sensors/services/networks tools; doc fixes (…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-12T01:49:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf094cb0b9c113bae0b6870cba594ed6e57b4fb0",
          "body": null,
          "is_bot": false,
          "headline": "fix: MCP error-shape, resilient daemon, no false all-clear (v1.5.36)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-11T23:03:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efd5387a27b8fe5b3628e587b9318ab043b476d6",
          "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": "ded70d4dcf1336715ec152039fb5a76be6c4dbc7",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.5.32",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-08T02:29:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ec16c3eb0e3f69d7dffacf73c97faf7c5037ee4",
          "body": "…tool\n\n- sensor status from healthState.key (was sensorType — category, not health)\n- DVPortgroupReconfiguredEvent casing (never matched)\n- vm_list_snapshots MCP tool added — CLI had snapshot-list, MCP didn't\n  (踩坑 #34); docs' '8 tools' claim now true\n- test_no_destructive_code.py stale hardcoded cwd fixed (repo moved)\n- vim introspection conformance regression; docs synced",
          "is_bot": false,
          "headline": "fix: sensor health field + event casing; feat: vm_list_snapshots MCP …",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-08T02:15:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d689e2b07455618644d58a8482041f2878c88ee",
          "body": null,
          "is_bot": false,
          "headline": "chore: v1.5.30 family version alignment (no functional changes)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-07T12:51:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33bfa874b2b8b8a4383df194e09a90f56399a139",
          "body": "chore: bump starlette from 1.0.0 to 1.0.1",
          "is_bot": false,
          "headline": "Merge pull request #14 from zw008/dependabot/uv/starlette-1.0.1",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-06-07T07:23:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a7a729175b3b7aa5e9d79610c06355359800e54",
          "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": "2026-06-04T17:26:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f34b682996a39f2de014b7427320ed1585a81267",
          "body": "Adds cp310 wheels and exceptiongroup marker after requires-python>=3.10\nwas declared in v1.5.21. No source changes; lock-only refresh.",
          "is_bot": false,
          "headline": "chore: refresh uv.lock for python 3.10 wheels",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-30T01:30:32Z",
          "body_truncated": false,
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        },
        {
          "oid": "81af5d26a36c4c09abda4da04e815a751f46ffaf",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.5.29 — --folder-filter CLI flag (CLI/MCP parity, 踩坑 #34)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-29T02:12:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82862f60020b1dbb3e2a4055be1412b61c626a0c",
          "body": "…坑 #34)\n\nThe folder_filter parameter was added to the ops layer and MCP tool in\nv1.5.21 (community PR #11) but the CLI Typer command never got the flag.\nThis closed the CLI/MCP exposure asymmetry flagged in CLAUDE.md 踩坑 #34.\n\n- Add --folder-filter to 'vmware-monitor inventory vms'\n- Show '[folder~X]' marker in the table title when active\n- Add 7 unit tests covering filter behavior + CLI --help smoke\n- Update cli-reference.md and capabilities.md to drop 'MCP-only' caveat",
          "is_bot": false,
          "headline": "feat(cli): expose --folder-filter on inventory vms (CLI/MCP parity, 踩…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-29T02:00:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7cca3d94cbdc5127174521b362e5facfbd7dfa81",
          "body": "… community PR #11)",
          "is_bot": false,
          "headline": "docs: document folder_path field and folder_filter parameter (v1.5.21…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-29T01:45:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93ce742a060336e20d633f5d06beb376082dc473",
          "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 (#13)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-23T09:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b7d9b46e5c462e83e1cca13527ec6d8fe25d228",
          "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": "2026-05-23T09:17:03Z",
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          "headline": "fix: remove from __future__ import annotations in mcp_server/server.p…",
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          "body": "v1.5.26 fixed the PEP 604 root cause but kept requires-python = \">=3.11\",\nwhich blocked pip download / install on Python 3.10. The Optional[X] fix is\nwhat actually enables 3.10 compatibility; this release just stops blocking\n3.10 installs.\n\n- pyproject.toml: requires-python = \">=3.10\"\n  (VMware-VKS was >=3.12, now also >=3.10 for family alignment)\n- <pkg>/cli.py mcp_cmd(): version guard triggers on < (3, 10)",
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          "headline": "fix: v1.5.27 — loosen Python requirement to >= 3.10",
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          "body": "vmware-* MCP servers crashed at decorator time on Python 3.10 with\n\"subclass() arg 1 must be a class\". Triggered by a goose user (qwen3.6:27,\nPython 3.10) running vmware-aiops; the same bug existed in every family skill.\n\n- mcp_server/server.py: PEP 604 `X | None` → `Optional[X]` in tool signatures\n\n[…]\nguard against Python < 3.11 with a clear fix command.\n- pyproject.toml: mcp[cli]>=1.10,<2.0 (was >=1.0), so uv doesn't pick an\n  ancient mcp with the same issubclass bug.\n\nFamily-wide bump to v1.5.26.",
          "is_bot": false,
          "headline": "fix: v1.5.26 — MCP server Python 3.10 compatibility (踩坑 #33)",
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          "body": "No code change. Bumped together with VMware-AIops and VMware-VKS,\nwhich received the pyVmomi 8.x setattr fix (踩坑 #32).",
          "is_bot": false,
          "headline": "chore: v1.5.24 — family version alignment",
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          "oid": "088c604222a8284de62d6ed9313ae42120d39a52",
          "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",
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          "headline": "release: v1.5.22 — family alignment",
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          "headline": "release: v1.5.21 — folder_path feature (PR #11) + python-multipart 0.…",
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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>",
          "is_bot": true,
          "headline": "chore: bump python-multipart from 0.0.26 to 0.0.27 (#12)",
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        {
          "oid": "d4098adfaed19f68dc15b3bdd89bf4b18d6bf129",
          "body": "Surface vCenter inventory folder membership on every VM so callers can\nfilter or group inventory by folder. Previously the folder field was not\nexposed at all in list_virtual_machines or vm_info, forcing callers out\nto govc/PowerCLI for any folder-aware query.\n\nChanges:\n\n* New folder_path() helper i\n[…]\nUnit tests cover root vmFolder, single-level, nested, datacenter-name\n  exclusion, and no-parent edge cases (mocked, no live vCenter needed).\n\nRead-only and additive - no existing field shape changes.",
          "is_bot": false,
          "headline": "feat: add vCenter folder path to VM inventory (#11)",
          "author_name": "Walter A Fox",
          "author_login": "uaawafox",
          "committed_at": "2026-05-08T22:49:16Z",
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          "oid": "4f665f661a4ab014dbded0df792d19ddd49d1186",
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          "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",
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          "headline": "chore: family alignment v1.5.19 + py3.11",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-06T04:00:50Z",
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        {
          "oid": "29958356e0231a76ca03e58d240a02bc347bd7d8",
          "body": null,
          "is_bot": false,
          "headline": "docs: add vmware-harden to skill routing table",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-04T20:12:16Z",
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          "oid": "cdecc5fa11ad61b5155167b5544396597b8cc920",
          "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",
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          "author_login": "zw008",
          "committed_at": "2026-05-02T12:07:02Z",
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        },
        {
          "oid": "0fc9ab72dbafb67aabdf3f8373123595bb03a8f2",
          "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",
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        },
        {
          "oid": "fa44fc681c4c21e7f95dffaae1d115bd3ba6b156",
          "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",
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          "committed_at": "2026-05-01T03:28:19Z",
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        },
        {
          "oid": "20f388bca9ba39117cd2001098adbfdd178d725b",
          "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": "2026-04-29T18:27:38Z",
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          "is_bot": false,
          "headline": "fix: v1.5.14 — code review follow-up fixes (@yjs-2026)",
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          "author_login": "zw008",
          "committed_at": "2026-04-21T12:07:37Z",
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          "oid": "06bce9a4872a777895426d651e822c36c801c128",
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          "is_bot": false,
          "headline": "fix: v1.5.13 — code review bug fixes (2026-04-20 review)",
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          "author_login": "zw008",
          "committed_at": "2026-04-21T06:21:12Z",
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          "is_bot": false,
          "headline": "chore: bump to v1.5.12 — align with family (security fixes from @yjs-…",
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          "committed_at": "2026-04-17T10:02:01Z",
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          "headline": "chore: bump to v1.5.11 - align with family",
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          "is_bot": false,
          "headline": "fix: bump to v1.5.10 — python-multipart CVE + family alignment",
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          "author_login": "zw008",
          "committed_at": "2026-04-16T02:58:03Z",
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          "headline": "Merge pull request #9 from zw008/dependabot/uv/python-multipart-0.0.26",
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          "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>",
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          "headline": "chore: bump python-multipart from 0.0.22 to 0.0.26",
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          "committed_at": "2026-04-15T21:22:41Z",
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          "body": null,
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          "headline": "chore: bump to v1.5.8 - align with family",
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          "author_login": "zw008",
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          "headline": "chore: bump to v1.5.7 - align with family",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-04-15T01:21:19Z",
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          "oid": "21eb08396a3484389862994467983799e02b63e0",
          "body": null,
          "is_bot": false,
          "headline": "fix: v1.5.6 CRITICAL mcp_server missing from wheel",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-04-14T23:50:00Z",
          "body_truncated": false,
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        },
        {
          "oid": "dae8e5ee132779bf074818d7a13d6461e415c7a8",
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          "headline": "chore: bump to v1.5.5 - align with family",
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          "author_login": "zw008",
          "committed_at": "2026-04-14T23:40:12Z",
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          "oid": "42263685c5561bb8ac7a211e8cb4fbd90f9377db",
          "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": "2026-04-14T08:38:06Z",
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          "oid": "84213e8a0381b2d292f235868c4d81ec552928e2",
          "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 #7 from zw008/dependabot/pip/rich-gte-13.0-and-lt-…",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-04-14T08:34:15Z",
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          "body": "chore: bump pytest from 9.0.2 to 9.0.3",
          "is_bot": false,
          "headline": "Merge pull request #8 from zw008/dependabot/uv/pytest-9.0.3",
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          "author_login": "zw008",
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          "headline": "chore: bump version to 1.5.3 for PyPI release",
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          "author_login": "zw008",
          "committed_at": "2026-04-14T05:08:03Z",
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        },
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          "oid": "ac5a7c54966f1826d2e2c19049834f1e61997bf9",
          "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",
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        {
          "oid": "68b865ce2284b3082771523a05c0ad4d3e516647",
          "body": "…actices\n\n- Added readOnlyHint/destructiveHint/idempotentHint/openWorldHint annotations\n  to all 7 @mcp.tool() decorators (all read-only)\n- Wrapped all 7 tool functions in try/except with actionable error messages",
          "is_bot": false,
          "headline": "feat: add MCP tool annotations + error handling per Anthropic best pr…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-04-14T01:03:10Z",
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          "oid": "32d4e60ee8df21b1eb3de51abea82034f38cdeb0",
          "body": null,
          "is_bot": false,
          "headline": "fix: add SECURITY.md + expand compatibility for security scan compliance",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-04-14T00:44:25Z",
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        },
        {
          "oid": "63fa7812829e2017bc4e06baf0339d97a37669be",
          "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",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T08:25:42Z",
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          "oid": "ebacbaa7f0cc5d0546958a2f5e42df5b5c3c82e1",
          "body": "…compliance\n\nResolves Snyk E005 (brand disclaimer) and ClawHub OpenClaw flags (daemon exfiltration\nconcern). Expanded compatibility field to document that daemon is user-initiated only\nand webhook payloads contain no credentials, IPs, or PII.",
          "is_bot": false,
          "headline": "fix: add disclaimer + clarify daemon/webhook scope for security scan …",
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          "author_login": "zw008",
          "committed_at": "2026-04-13T00:09:35Z",
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          "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",
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            "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 3 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": "ce4b5a8685426306faed55cab367f84f21c40964",
        "ran_at": "2026-07-22T18:47:51Z",
        "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": [],
      "last_merged_pr_at": "2026-06-07T07:23:36Z",
      "ci_last_conclusion": null,
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/zw008/VMware-Monitor",
    "host": "github.com",
    "name": "VMware-Monitor",
    "owner": "zw008"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 60,
      "inputs": {
        "security": 67,
        "vitality": 87,
        "community": 36,
        "governance": 56,
        "engineering": 52
      },
      "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": 165,
              "human_commit_share": 0.93,
              "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
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                  }
                ],
                "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
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "165 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 165
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 3 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 69,
              "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": "69 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 69
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                  }
                ],
                "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
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                  }
                ],
                "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
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                  }
                ],
                "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
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            "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": 36,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 17,
            "inputs": {
              "forks": 3,
              "stars": 9,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "9 stars",
                "points": 14.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 9
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3 forks",
                "points": 2.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 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"
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                  }
                ],
                "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": 56,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 18,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.992
            },
            "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 99% of commits",
                "points": 0.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 99
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "merged_prs": 11,
              "open_issues": 0,
              "closed_issues": 3,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 9
            },
            "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": "11/20 decided PRs merged",
                "points": 21,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 11,
                      "decided": 20
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                  }
                ],
                "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "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
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "vmware-monitor"
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              "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": [
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                    "code": "packages_published",
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                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "71 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 52,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "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": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 30,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": false
            },
            "components": [
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                "key": "ci_workflows",
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                "points": 0,
                "status": "missed",
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              },
              {
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                "name": "Tests present",
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                "points": 24,
                "status": "met",
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              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "pre_commit_hooks",
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                "points": 0,
                "status": "missed",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "topics": [
                "ai-skill",
                "aiops",
                "claude-code",
                "codex",
                "esxi",
                "gemini-cli",
                "homelab",
                "infrastructure",
                "mcp",
                "monitoring",
                "pyvmomi",
                "read-only",
                "vcenter",
                "vmware",
                "vsphere",
                "agent-skills"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "16 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 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 3 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 55 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": 55
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 1,
              "affected_packages": 1,
              "assessed_packages": 55,
              "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": 55,
              "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": 3
            },
            "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": "93 of 93 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 93,
                      "sampled": 93
                    }
                  }
                ],
                "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": 0.07
            },
            "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": "7 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 7,
                      "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": 79,
              "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": "0/79 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 79,
                      "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-monitor@1.8.8; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T18:47:56.392327Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-Monitor.svg",
  "full_name": "zw008/VMware-Monitor",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаPyPI.