Публічний реєстрУ зоні ризику
Звіт про здоров'я програмного забезпеченнясхема 0.25.0 · метрики 1.13.0 · 2026-07-21 22:24 UTC
tensorflow / hub
A library for transfer learning by reusing parts of TensorFlow models.
tensorflow/hub має індекс здоров’я 34 зі 100, що відповідає смузі «У зоні ризику». Найвищий показник — Community & Adoption (83/100), найнижчий — Vitality (18/100). Останнє оновлення було 550 днів тому. Більшість нещодавньої роботи виконують 10 учасників.
34
загалом / 100Індекс 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.
34
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
Профіль оцінок
Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.
Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.
Власність
tensorflowОрганізація
21 576 підписників107 публічних репозиторіївз лист. 2015 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
18
Активність розробки
1Критичний
Ознака покинутості
Робота надійшла, і нею ніхто не зайнявся
жодного людського коміта за 550 дн.автоматичні коміти не врахованопул-реквести без відповідіішюси без відповідірелізи зупинилисяOpenSSF Scorecard визнає проєкт без супроводунеперервна інтеграція зламанаЗагальна оцінка: стеля «У зоні ризику»
Сама лише тиша ніколи не є підставою — невеликій завершеній бібліотеці коміти можуть бути не потрібні роками. Ця ознака вимагає двох умов водночас: тривалої відсутності людських комітів і зобов'язань, які проєкт очевидно не виконує. Автоматичні коміти супроводженням не вважаються.
Як оцінюється покинутістьЯк обчислюється оцінка
| 0/36 | Свіжість push — останній push 550 дн. тому |
| 0/36 | Ритм комітів — 0/52 тижнів із комітами |
| 0/18 | Обсяг комітів — 0 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Використані вхідні дані
| commits_last_year | 0 |
| human_commit_share | 1 |
| days_since_last_push | 550 |
| active_weeks_last_year | 0 |
Дисципліна релізів
44У зоні ризику
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 20 релізів |
| 0/36 | Свіжість релізів — останній реліз 903 дн. тому |
| 12.6/27 | Ритм релізів — реліз кожні ~155,4 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 20 |
| latest_release_tag | v0.16.1 |
| releases_from_tags | ні |
| days_since_latest_release | 903 |
| mean_days_between_releases | 155,4 |
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?
83
Популярність і впровадження
94Відмінний
Як обчислюється оцінка
| 57.5/60 | Зірки — 3 522 зірок |
| 25/25 | Форки — 1 644 форків |
| 12/15 | Спостерігачі — 144 спостерігачів |
Використані вхідні дані
| forks | 1 644 |
| stars | 3 522 |
| watchers | 144 |
| growth_state | organic |
| growth_factor_pct | 100 |
Здоров'я спільноти
70Добрий
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 18/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
83
Стійкість мейнтейнерів (бас-фактор)
96Відмінний
Як обчислюється оцінка
| 54/54 | Бас-фактор — на 10 контриб’ютор(ів) припадає половина всіх комітів |
| 19/22.5 | Розподіл комітів — головний контриб’ютор — автор 16% комітів |
| 13.5/13.5 | Широта контриб’юторів — 97 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 10 |
| contributors_sampled | 97 |
| top_contributor_share | 0,156 |
Реактивність на issue та PR
69Помірний
Як обчислюється оцінка
| 46.2/46.8 | Вирішення issue — закрито 99% issue |
| 9.7/38.3 | Прийняття PR — злито 53/209 вирішених PR |
| 13.5/15 | OpenSSF Scorecard: Code-Review — Found 29/30 approved changesets -- score normalized to 9 |
Використані вхідні дані
| merged_prs | 53 |
| open_issues | 8 |
| closed_issues | 709 |
| issue_closed_ratio | 0,989 |
| closed_unmerged_prs | 156 |
Власність та опіка
80Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 25/25 | Охоплення власника — 21 576 підписників у tensorflow |
| 25/25 | Послужний список — 107 публічних репозиторіїв, вік облікового запису ~10 р. |
Використані вхідні дані
| followers | 21 576 |
| owner_type | Organization |
| is_verified | — |
| owner_login | tensorflow |
| public_repos | 107 |
| account_age_days | 3 912 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
58
Інженерні практики
30У зоні ризику
Як обчислюється оцінка
| 0/24 | Процеси CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — немає даних |
Використані вхідні дані
| has_ci | ні |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: CI-Tests. Залишкові ваги перенормовано.
Документація
100Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://tensorflow.org/hub |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 7 тем |
| 10/10 | Wiki |
Використані вхідні дані
| topics | tensorflow, machine-learning, transfer-learning, embeddings, image-classification, python, ml |
| has_wiki | так |
| homepage | https://tensorflow.org/hub |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
40
Стан безпеки
40У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — немає даних |
| 0/2.5 | CI-Tests — немає даних |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6.8/7.5 | Code-Review — Found 29/30 approved changesets -- score normalized to 9 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — немає даних |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 0/2.5 | Ліцензія — license file not detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — немає даних |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — немає даних |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 11 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 7 |
| scorecard_aggregate | 4 |
Виключено з оцінювання (немає даних або не застосовно): branch_protection, ci_tests, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Залишкові ваги перенормовано.
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.
31
Контекст і настанови для агентів
4Критичний
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 4.3/40 | Читабельна історія комітів — намір зазначено у 8 з 100 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,08 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Як обчислюється оцінка
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 0/10 | Відтворюване середовище |
| 0/10 | Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом |
| 0/8 | Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — немає даних |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Pinned-Dependencies. Залишкові ваги перенормовано.
Читабельність коду для моделей
55Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 55/55 | Керовані розміри файлів — 0/41 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 55 751 |
| source_files_sampled | 41 |
| oversized_source_files | 0 |
Машиночитні інтерфейси
80Добрий
Як обчислюється оцінка
| 40/40 | Схема API (OpenAPI/GraphQL/proto) — tensorflow_hub/image_module_info.proto, tensorflow_hub/module_attachment.proto |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples |
Використані вхідні дані
| example_dirs | examples |
| has_mcp_signal | ні |
| api_schema_files | tensorflow_hub/image_module_info.proto, tensorflow_hub/module_attachment.proto |
Ключові факти
3 522зірок GitHub
97контриб'юторів
0комітів за останні 12 місяців
550днів від останнього пушу
20релізів
10бас-фактор
8відкритих issue
—пакетних екосистем
Попередження щодо збору даних
- No resolved dependencies carried a version and a supported ecosystem
Докладніше
Історія зірок і форків 3 522 ★ / 1 644 ⇿
3 522Зірки
1 644Форки
13Релізи
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.
Показано лише найновішу історію — цей репозиторій перевищує вікно збору, тож найраніша історія не захоплена.
Мажорні 0Мінорні 12Патчі 1
Кожна точка охоплює 7 днів.
OpenSSF Scorecard 4.0 / 10
4.0сукупно
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| н/д | Branch-Protection | 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 |
| н/д | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 9 | Code-Review | Found 29/30 approved changesets -- score normalized to 9 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| н/д | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 0 | License | license file not detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| н/д | Packaging | packaging workflow not detected |
| н/д | Pinned-Dependencies | no dependencies found |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| н/д | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Усі залежності 2
Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 2 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | numpy | — | непряма |
| PyPI | protobuf | — | непряма |
Сповіщення про залежності не оцінено
Звірка сповіщень не відбулася для цього звіту: No resolved dependencies carried a version and a supported ecosystem
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"tensorflow",
"machine-learning",
"transfer-learning",
"embeddings",
"image-classification",
"python",
"ml"
],
"is_fork": false,
"size_kb": 13656,
"has_wiki": true,
"homepage": "https://tensorflow.org/hub",
"languages": {
"Shell": 2025,
"Python": 252314,
"Starlark": 14435
},
"pushed_at": "2025-01-17T12:09:41Z",
"created_at": "2018-03-12T07:55:42Z",
"owner_type": "Organization",
"updated_at": "2026-07-20T16:56:04Z",
"description": "A library for transfer learning by reusing parts of TensorFlow models.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "http://www.tensorflow.org",
"name": null,
"type": "Organization",
"login": "tensorflow",
"company": null,
"location": null,
"followers": 21576,
"avatar_url": "https://avatars.githubusercontent.com/u/15658638?v=4",
"created_at": "2015-11-04T19:32:50Z",
"is_verified": null,
"public_repos": 107,
"account_age_days": 3912
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": false,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.16.1",
"kind": "patch",
"published_at": "2024-01-30T15:53:29Z"
},
{
"tag": "v0.16.0",
"kind": "minor",
"published_at": "2024-01-22T17:23:22Z"
},
{
"tag": "v0.15.0",
"kind": "minor",
"published_at": "2023-10-06T10:06:37Z"
},
{
"tag": "v0.14.0",
"kind": "minor",
"published_at": "2023-07-13T14:35:04Z"
},
{
"tag": "v0.13.0",
"kind": "minor",
"published_at": "2023-03-14T19:14:17Z"
},
{
"tag": "v0.12.0",
"kind": "minor",
"published_at": "2021-04-14T13:17:26Z"
},
{
"tag": "v0.11.0",
"kind": "minor",
"published_at": "2021-01-06T15:48:17Z"
},
{
"tag": "v0.10.0",
"kind": "minor",
"published_at": "2020-10-29T15:10:15Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2020-08-19T11:54:27Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2020-04-01T16:13:04Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
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"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 83,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "excellent",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 96,
"inputs": {
"bus_factor": 10,
"contributors_sampled": 97,
"top_contributor_share": 0.156
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "10 contributor(s) cover half of all commits",
"points": 54,
"status": "met",
"details": [
{
"code": "bus_factor",
"params": {
"count": 10
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 16% of commits",
"points": 19,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 16
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "97 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 97
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 6 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"merged_prs": 53,
"open_issues": 8,
"closed_issues": 709,
"issue_closed_ratio": 0.989,
"closed_unmerged_prs": 156
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "99% of issues closed",
"points": 46.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 99
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "53/209 decided PRs merged",
"points": 9.7,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 53,
"decided": 209
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 29/30 approved changesets -- score normalized to 9",
"points": 13.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 21576,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "tensorflow",
"public_repos": 107,
"account_age_days": 3912
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "21,576 followers of tensorflow",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 21576,
"login": "tensorflow"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "107 public repos, account ~10 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 107
}
},
{
"code": "account_age_years",
"params": {
"years": 10
}
}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 58,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "at_risk",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 30,
"inputs": {
"has_ci": false,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"tensorflow",
"machine-learning",
"transfer-learning",
"embeddings",
"image-classification",
"python",
"ml"
],
"has_wiki": true,
"homepage": "https://tensorflow.org/hub",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://tensorflow.org/hub",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "7 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 7
}
}
],
"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": "at_risk",
"name": "Security",
"value": 40,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, CI-Tests, Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"ci_tests",
"dangerous_workflow",
"packaging",
"pinned_dependencies",
"signed_releases",
"token_permissions"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 40,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 11,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 7,
"scorecard_aggregate": 4
},
"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 29/30 approved changesets -- score normalized to 9",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 6 contributing companies or organizations",
"points": 2.5,
"status": "met",
"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": "no update tool detected",
"points": 0,
"status": "missed",
"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 not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"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": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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 not detected",
"points": 0,
"status": "missed",
"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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"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": 7
},
"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": 31,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 4,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.08,
"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": "8 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 4.3,
"status": "partial",
"details": [
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"code": "legible_history",
"params": {
"legible": 8,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "critical",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 24,
"inputs": {
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"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
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"toolchain_manifests": [],
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},
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"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
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},
{
"key": "automated_tests",
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{
"key": "static_type_checking",
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},
{
"key": "reproducible_environment",
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"status": "missed",
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},
{
"key": "demonstrated_agent_practice",
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],
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},
{
"key": "automated_maintenance",
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"code": "no_dependency_automation",
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}
],
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},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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"status": "excluded",
"details": [
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"code": "no_data",
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"max_points": 10
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},
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"key": "ai_code_legibility",
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"name": "Code legibility for models",
"note": null,
"notes": [],
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"inputs": {
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"largest_source_bytes": 55751,
"source_files_sampled": 41,
"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": [
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"code": "no_typecheck_config_language",
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],
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},
{
"key": "manageable_file_sizes",
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"detail": "0/41 source files over 60KB",
"points": 55,
"status": "met",
"details": [
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"code": "oversized_source_files",
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],
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}
]
},
{
"key": "ai_interfaces",
"band": "good",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": [
"tensorflow_hub/image_module_info.proto",
"tensorflow_hub/module_attachment.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
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"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "tensorflow_hub/image_module_info.proto, tensorflow_hub/module_attachment.proto"
}
}
],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"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": [
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-21T22:24:18.845574Z",
"schema_version": "0.25.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/tensorflow/hub.svg",
"full_name": "tensorflow/hub",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v0.25.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика.