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

zw008 / VMware-VKS

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

PythonMIT★ 4 зірки⑂ 1 форкз бер. 2026 р.Переглянути на GitHub ↗

zw008/VMware-VKS має індекс здоров’я 57 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (85/100), найнижчий — Community & Adoption (28/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконує один учасник.

57
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.

57
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-vks1.8.8-681 день тому

Метрики за категоріями

Життєздатність

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

85Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 1 дн. тому
11.1/36Ритм комітів — 16/52 тижнів із комітами
18/18Обсяг комітів — 136 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year136
human_commit_share0,91
days_since_last_push1
active_weeks_last_year16
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 67 релізів
36/36Свіжість релізів — останній реліз 1 дн. тому
27/27Ритм релізів — реліз кожні ~0,9 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count67
latest_release_tagv1.8.8
releases_from_tagsні
days_since_latest_release1
mean_days_between_releases0,9
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?

28Критичний · 18% загального індексу
Як обчислюється оцінка
7.7/60Зірки — 4 зірок
0/25Форки — 1 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks1
stars4
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
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

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

51Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
3.9/22.5Розподіл комітів — головний контриб’ютор — автор 83% 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_share0,826
Як обчислюється оцінка
23.4/46.8Вирішення issue — закрито 50% issue
21.2/38.3Прийняття PR — злито 10/18 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs10
open_issues1
closed_issues1
issue_closed_ratio0,5
closed_unmerged_prs8
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 — 68 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesvmware-vks
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 — 11 тем
10/10Wiki
Використані вхідні дані
topicsagent-skills, ai-skill, claude-code, codex, gemini-cli, kubernetes, mcp, supervisor, tanzu, tkc, vmware
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?

64Помірний · 16% загального індексу

Стан безпеки

55Помірний
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 2 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
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate5,5
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
advisories6
affected_packages2
assessed_packages65
unassessed_packages0
affected_by_severityhigh 2
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 65 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 91 з 91 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 — 9 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_share0,09
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
55/55Керовані розміри файлів — 0/60 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes45 608
source_files_sampled60
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

4зірок GitHub
2контриб'юторів
136комітів за останні 12 місяців
1днів від останнього пушу
67релізів
1бас-фактор
1відкритих 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-vks@1.8.8; advisories assessed against the repository dependency graph instead

Докладніше

OpenSSF Scorecard 5.5 / 10
5.5сукупно

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 2 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
6Vulnerabilities4 existing vulnerabilities detected
Прямі залежності 8
РеєстрПакетОбмеження версіїМаніфест
PyPIpyvmomi>=8.0.3.0,<10.0pyproject.toml
PyPIkubernetes>=29.0,<35.0pyproject.toml
PyPIpyaml>=24.0,<27.0pyproject.toml
PyPItyper>=0.12,<1.0pyproject.toml
PyPIrich>=13.0,<15.0pyproject.toml
PyPIpython-dotenv>=1.0,<2.0pyproject.toml
PyPImcp>=1.10,<2.0pyproject.toml
PyPIvmware-policy>=1.8.8,<2.0pyproject.toml
Усі залежності 65

Повний розв'язаний набір залежностей із графа залежностей GitHub: 8 прямих і 57 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIkubernetes33.1.0пряма
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
PyPIcharset-normalizer3.4.6непряма
PyPIclick8.3.1непряма
PyPIcolorama0.4.6непряма
PyPIcoverage7.13.5непряма
PyPIcryptography49.0.0непряма
PyPIdurationpy0.10непряма
PyPIexceptiongroup1.3.1непряма
PyPIgoogle-auth2.49.1непряма
PyPIh110.16.0непряма
PyPIhttpcore1.0.9непряма
PyPIhttpx0.28.1непряма
PyPIhttpx-sse0.4.3непряма
PyPIidna3.15непряма
PyPIiniconfig2.3.0непряма
PyPIjsonschema4.26.0непряма
PyPIjsonschema-specifications2025.9.1непряма
PyPImarkdown-it-py4.0.0непряма
PyPImdurl0.1.2непряма
PyPIoauthlib3.3.1непряма
PyPIpackaging26.0непряма
PyPIpluggy1.6.0непряма
PyPIpyasn10.6.3непряма
PyPIpyasn1-modules0.4.2непряма
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-dateutil2.9.0.post0непряма
PyPIpython-multipart0.0.32непряма
PyPIpywin32311непряма
PyPIpyyaml6.0.3непряма
PyPIreferencing0.37.0непряма
PyPIrequests2.33.0непряма
PyPIrequests-oauthlib2.0.0непряма
PyPIrpds-py0.30.0непряма
PyPIruff0.15.12непряма
PyPIshellingham1.5.4непряма
PyPIsix1.17.0непряма
PyPIsse-starlette3.3.3непряма
PyPIstarlette1.3.1непряма
PyPItomli2.4.1непряма
PyPItyping-extensions4.15.0непряма
PyPItyping-inspection0.4.2непряма
PyPIurllib32.7.0непряма
PyPIuvicorn0.42.0непряма
PyPIvmware-vks1.8.8непряма
PyPIwebsocket-client1.9.0непряма
Сповіщення про залежності 2

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 65 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 2 мають відомі сповіщення, з них 0 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
click8.3.1непрямависока18.3.3
pyasn10.6.3непрямависока50.6.4

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": "Every state-changing CLI command is now wrapped by @guarded, the CLI counterpart\nto the MCP @vmware_tool decorator: it runs the same vmware-policy guard()\nauthorization and writes the same audit_call() row to ~/.vmware/audit.db\n(HLD I-1/I-8). A `deny` rule now refuses the operation on the CLI with a\n[…]\nitten this release (removed at 2.0)\n- requires vmware-policy>=1.8.8 (adds the shared guarded core); lock bumped to it\n- carries the environment docstring correction + the Policy-1.8.7 stale-test fixes",
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          "is_bot": false,
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          "body": "The suite asks open questions — can a model obtain every name these tools\ndemand, does a failure tell it what to do next, does the read-only gate leave a\nusable surface — rather than replaying known bugs. It has been answering them\nfor vmware-aiops, vmware-monitor and vmware-storage since it was wri\n[…]\nbility/_scores.json.\nTeaching-error rate: vmware-aiops 92%, vmware-monitor 75%, everything else\n0-40%. That is the shape of a family fix applied to one repo (踩坑 #21), now\nmeasured rather than assumed.",
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          "is_bot": false,
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          "headline": "fix: move the MCP server into the package namespace (v1.8.2)",
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          "body": "v1.8.0 put read-only mode in the code and documented it in README only.\nEvery other layer was empty, and each serves a different reader: SKILL.md is\nwhat the agent loads, setup-guide is what an operator reads while configuring,\ndoctor is where they verify it took.\n\nAn agent read SKILL.md, called a w\n[…]\nsolution\n  runs through vmware_policy.read_only_status() rather than a local copy of the\n  precedence chain — a doctor that disagrees with its gate is worse than none.\n  Requires vmware-policy>=1.8.1.",
          "is_bot": false,
          "headline": "docs: read-only mode reaches the surfaces that teach it (v1.8.1)",
          "author_name": "Wei Zhou",
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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. Every guardrail that\ncould move into the harness has.\n\n- Read-only mode: VMWARE_READ_ONLY=true removes \n[…]\n: both kubeconfig tools are force-classified as writes since\n  they materialise a session-token credential file at a model-supplied path.\n- capabilities.md used three TKC tool names that do not exist.",
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          "author_name": "Wei Zhou",
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          "author_name": "Wei Zhou",
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          "headline": "feat: add init wizard + multi-path auth error teaching",
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          "headline": "fix(deps): bump pydantic-settings to 2.14.2 (GHSA-4xgf-cpjx-pc3j)",
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          "committed_at": "2026-06-23T23:54:28Z",
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          "headline": "chore: remove unused pytest import from b64 regression test",
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          "is_bot": false,
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          "committed_at": "2026-06-22T09:15:07Z",
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          "headline": "fix: invented Supervisor REST endpoint + wire-field parsing",
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          "headline": "docs: Glama TDQS tool description rewrite (v1.5.30)",
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          "headline": "release: v1.5.29 — VCF 9 verification status + TKC api_version + kube…",
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          "committed_at": "2026-05-29T02:12:16Z",
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          "headline": "docs: update Python requirement to 3.10+ (v1.5.27)",
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          "headline": "docs: VCF 9.0/9.1 verification caveat, TKC api_version auto-detection…",
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          "author_login": null,
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          "headline": "chore: ignore .DS_Store",
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          "committed_at": "2026-05-27T04:17:24Z",
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          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps): bump idna from 3.11 to 3.15 (#10)",
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          "body": "…y (v1.5.28)\n\nUnder mcp 1.10-1.13 (Goose and some sandboxes pin these), FastMCP's\nTool.from_function calls issubclass(param.annotation, Context) without\nresolving forward refs. With 'from __future__ import annotations' all\nparameter annotations are strings, so issubclass(str, Context) raises\n'TypeEr\n[…]\nnts.\n\nThis release strips the future import from mcp_server/server.py in all\n8 affected skills (Harden never had it). Verified all tools list OK\nunder mcp 1.10 and mcp 1.14.\n\nCLAUDE.md 踩坑 #33 updated.",
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          "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",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-20T06:54:29Z",
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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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          "author_login": null,
          "committed_at": "2026-05-20T06:13:57Z",
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          "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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          "committed_at": "2026-05-19T02:55:45Z",
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          "headline": "chore(deps): bump urllib3 from 2.6.3 to 2.7.0 (#9)",
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          "headline": "release: v1.5.22 — family alignment",
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          "headline": "release: v1.5.21 — family alignment + python-multipart 0.0.27",
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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(deps): bump python-multipart from 0.0.26 to 0.0.27 (#8)",
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          "author_login": "zw008",
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          "body": "- Fix: REST calls hardcoded CERT_NONE; now honour target.verify_ssl\n- Fix: REST calls had no timeout; added timeout=30 (overridable)\n- Refactor: shared _rest_request() helper; removed duplicate helpers\n  in namespace.py; cleaned unused imports\n- Connection manager tags si._vmware_vks_verify_ssl for REST layer",
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          "is_bot": false,
          "headline": "Update CAPABILITIES References & Recommendations",
          "author_name": "Ryan Conley",
          "author_login": "ryanconley1",
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          "body": "Update references from vSphere with Tanzu, Tanzu Kubernetes, etc., to current VCF product naming of vSphere Kubernetes",
          "is_bot": false,
          "headline": "Update SKILL description for VKS from TKGS",
          "author_name": "Ryan Conley",
          "author_login": "ryanconley1",
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          "headline": "Merge pull request #1 from ryanconley1/ryanconley1-patch-1",
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          "headline": "Update README from old product names to vSphere Kubernetes Service",
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          "headline": "chore: bump to v1.5.6 - align with family",
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          "oid": "46d44ccc55b828b65f67ae014c2d7847fa572d65",
          "body": "- Security: pytest 9.0.2→9.0.3 (CVE-2025-71176, insecure tmpdir)\n- Align with VMware skill family v1.5.4",
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          "headline": "fix: bump to v1.5.4 — pytest CVE-2025-71176",
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          "headline": "Merge pull request #5 from zw008/dependabot/uv/pytest-9.0.3",
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          "author_login": "zw008",
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          "headline": "chore(deps-dev): bump pytest from 9.0.2 to 9.0.3",
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          "body": "…actices\n\n- Added annotations to all 20 @mcp.tool() decorators\n- Added try/except to 13 READ tools that lacked error handling\n- Preserved existing error handling on 7 WRITE tools",
          "is_bot": false,
          "headline": "feat: add MCP tool annotations + error handling per Anthropic best pr…",
          "author_name": "wz",
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          "committed_at": "2026-04-14T01:03:14Z",
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          "headline": "fix: add SECURITY.md for security scan compliance",
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          "committed_at": "2026-04-14T00:44:28Z",
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          "body": "…andling note\n\nResolves Snyk E005 (brand disclaimer), W007 (kubeconfig credential handling), and\nClawHub OpenClaw flags (conflicting env vars, path ambiguity). Clarified per-target\npassword pattern, single audit path, and kubeconfig short-lived session tokens.",
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          "headline": "fix: add disclaimer + fix metadata env var consistency + credential h…",
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          "committed_at": "2026-04-13T00:09:41Z",
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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",
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          "headline": "chore: Anthropic best practices + author attestation",
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          "body": "chore(deps): bump urllib3 from 2.3.0 to 2.6.3",
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          "headline": "Merge pull request #1 from zw008/dependabot/uv/urllib3-2.6.3",
          "author_name": "wei zhou",
          "author_login": "zw008",
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          "body": "chore(deps): bump requests from 2.32.5 to 2.33.0",
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          "headline": "Merge pull request #3 from zw008/dependabot/uv/requests-2.33.0",
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          "is_bot": false,
          "headline": "Merge pull request #4 from zw008/dependabot/uv/cryptography-46.0.7",
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          "body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.5 to 46.0.7.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.5...46.0.7)\n\n---\nupdated-dependencies:\n- dependency-name: cryptography\n  dependency-version: 46.0.7\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "headline": "chore: bump version to v1.4.7",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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          {
            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
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          {
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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            "reason": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
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          {
            "name": "Packaging",
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            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
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            "name": "SAST",
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            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "reason": "No tokens found",
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            "name": "Vulnerabilities",
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            "reason": "4 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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            "note": null,
            "notes": [],
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                "points": 22.5,
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        "metrics": [
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                "key": "openssf_scorecard_contributors",
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                "points": 6,
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            "notes": [],
            "value": 45,
            "inputs": {
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            "inputs": {
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                "claude-code",
                "codex",
                "gemini-cli",
                "kubernetes",
                "mcp",
                "supervisor",
                "tanzu",
                "tkc",
                "vmware"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 64,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, CI-Tests, Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "ci_tests",
                    "dangerous_workflow",
                    "packaging",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 12,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 6,
              "scorecard_aggregate": 5.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "4 existing vulnerabilities detected",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 65 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 65
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 6,
              "affected_packages": 2,
              "assessed_packages": 65,
              "unassessed_packages": 0,
              "affected_by_severity": "high 2",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 65,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 48,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "91 of 91 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 91,
                      "sampled": 91
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.09
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "9 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 9,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 45608,
              "source_files_sampled": 60,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/60 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 60,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:vmware-vks@1.8.8; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T18:47:20.072351Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-VKS.svg",
  "full_name": "zw008/VMware-VKS",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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.