Публічний реєстрВідмінний
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-16 06:27 UTC
aws / sagemaker-python-sdk
A library for training and deploying machine learning models on Amazon SageMaker
aws/sagemaker-python-sdk має індекс здоров’я 85 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Community & Adoption (94/100), найнижчий — Security (55/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 17 учасників.
85
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.
85
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.
Власність
Amazon Web ServicesОрганізація
16 076 підписників551 публічний репозиторійз серп. 2012 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація | Теги |
|---|---|---|---|---|---|---|
| PyPI | sagemaker | 3.16.0 | - | 683 | 0 днів тому | aiawsamazonmlmxnettensorflowpytorchhuggingface |
| PyPI | sagemaker-core | 2.16.0 | - | 106 | 0 днів тому | — |
| PyPI | sagemaker-mlops | 1.16.0 | - | 24 | 0 днів тому | — |
| PyPI | sagemaker-serve | 1.16.0 | - | 25 | 0 днів тому | — |
| PyPI | sagemaker-train | 1.16.0 | 1 331 416 | 24 | 0 днів тому | aiawsamazonmlmxnettensorflowpytorchhuggingface |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
93
Активність розробки
89Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 24.9/36 | Ритм комітів — 36/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 304 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 304 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 36 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 100 релізів |
| 36/36 | Свіжість релізів — останній реліз 1 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~7,5 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 100 |
| latest_release_tag | v2.257.5 |
| releases_from_tags | ні |
| days_since_latest_release | 1 |
| mean_days_between_releases | 7,5 |
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?
94
Популярність і впровадження
91Відмінний
Як обчислюється оцінка
| 54.4/60 | Зірки — 2 253 зірок |
| 25/25 | Форки — 1 282 форків |
| 11.7/15 | Спостерігачі — 126 спостерігачів |
Використані вхідні дані
| forks | 1 282 |
| stars | 2 253 |
| watchers | 126 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
92Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| has_pull_request_template | так |
Впровадження в екосистемі (завантаження)
100Відмінний
Як обчислюється оцінка
| 80/80 | Щомісячні завантаження — 1 331 416 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | sagemaker, sagemaker-core, sagemaker-mlops, sagemaker-serve, sagemaker-train |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 1 331 416 |
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
90
Стійкість мейнтейнерів (бас-фактор)
97Відмінний
Як обчислюється оцінка
| 54/54 | Бас-фактор — на 17 контриб’ютор(ів) припадає половина всіх комітів |
| 19.7/22.5 | Розподіл комітів — головний контриб’ютор — автор 12% комітів |
| 13.5/13.5 | Широта контриб’юторів — 100 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 12 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 17 |
| contributors_sampled | 100 |
| top_contributor_share | 0,125 |
Реактивність на issue та PR
84Добрий
Як обчислюється оцінка
| 38.5/46.8 | Вирішення issue — закрито 82% issue |
| 31.7/38.3 | Прийняття PR — злито 3 262/3 935 вирішених PR |
| 13.5/15 | OpenSSF Scorecard: Code-Review — Found 29/30 approved changesets -- score normalized to 9 |
Використані вхідні дані
| merged_prs | 3 262 |
| open_issues | 300 |
| closed_issues | 1 401 |
| issue_closed_ratio | 0,824 |
| closed_unmerged_prs | 673 |
Власність та опіка
80Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 25/25 | Охоплення власника — 16 076 підписників у aws |
| 25/25 | Послужний список — 551 публічних репозиторіїв, вік облікового запису ~13 р. |
Використані вхідні дані
| followers | 16 076 |
| owner_type | Organization |
| is_verified | — |
| owner_login | aws |
| public_repos | 551 |
| account_age_days | 5 070 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 5 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 0 дн. тому |
| 20/20 | Історія версій — 683 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | sagemaker, sagemaker-core, sagemaker-mlops, sagemaker-serve, sagemaker-train |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 0 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
85
Інженерні практики
82Добрий
Як обчислюється оцінка
| 24/24 | Процеси CI — 9 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — .pylintrc, tox.ini |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | ні |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://sagemaker.readthedocs.io/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 8 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | aws, mxnet, tensorflow, machine-learning, python, pytorch, sagemaker, huggingface |
| has_wiki | ні |
| homepage | https://sagemaker.readthedocs.io/ |
| 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?
55
Стан безпеки
55Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 5.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 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 12 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 4.5/5 | SAST — SAST tool detected but not run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 146 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,5 |
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. 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.
74
Контекст і настанови для агентів
100Відмінний
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — AGENTS.md |
| 15/15 | Машиночитана документація (llms.txt) — llms.txt наявний |
| 0/40 | Читабельна історія комітів — немає даних |
Використані вхідні дані
| has_llms_txt | так |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 7 702 |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — docs/Makefile, sagemaker-core/docs/Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — .pylintrc, tox.ini |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — Dockerfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 0/8 | Автоматизоване супроводження — немає даних |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | docs/Makefile, sagemaker-core/docs/Makefile |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами, Автоматизоване супроводження. Залишкові ваги перенормовано.
Читабельність коду для моделей
53Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 53.3/55 | Керовані розміри файлів — 38/1 197 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 1 579 353 |
| source_files_sampled | 1 197 |
| oversized_source_files | 38 |
Машиночитні інтерфейси
40У зоні ризику
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — notebooks, sample |
Використані вхідні дані
| example_dirs | notebooks, sample |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
2 253зірок GitHub
100контриб'юторів
304комітів за останні 12 місяців
0днів від останнього пушу
100релізів
17бас-фактор
300відкритих issue
PyPIпакетних екосистем
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 7 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 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 12 contributing companies or organizations |
| 0 | Dangerous-Workflow | dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| н/д | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 9 | SAST | SAST tool detected but not run on all commits |
| 10 | Security-Policy | security policy file detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 146 existing vulnerabilities detected |
Прямі залежності 63
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | sagemaker-core | >=2.16.0,<3.0.0 | pyproject.toml |
| PyPI | sagemaker-train | >=1.16.0,<2.0.0 | pyproject.toml |
| PyPI | sagemaker-serve | >=1.16.0,<2.0.0 | pyproject.toml |
| PyPI | sagemaker-mlops | >=1.16.0,<2.0.0 | pyproject.toml |
| PyPI | boto3 | >=1.42.2,<2.0.0 | sagemaker-core/pyproject.toml |
| PyPI | pydantic | >=2.0.0,<3.0.0 | sagemaker-core/pyproject.toml |
| PyPI | PyYAML | >=6.0, <7.0 | sagemaker-core/pyproject.toml |
| PyPI | jsonschema | <5.0.0 | sagemaker-core/pyproject.toml |
| PyPI | platformdirs | >=4.0.0, <5.0.0 | sagemaker-core/pyproject.toml |
| PyPI | rich | >=13.0.0, <15.0.0 | sagemaker-core/pyproject.toml |
| PyPI | mock | >4.0, <5.0 | sagemaker-core/pyproject.toml |
| PyPI | importlib-metadata | <7.0,>=1.4.0 | sagemaker-core/pyproject.toml |
| PyPI | typing_extensions | >=4.9.0 | sagemaker-core/pyproject.toml |
| PyPI | pytz | >=2021.1 | sagemaker-core/pyproject.toml |
| PyPI | requests | >=2.20.0,<3.0.0 | sagemaker-core/pyproject.toml |
| PyPI | attrs | >=20.3.0 | sagemaker-core/pyproject.toml |
| PyPI | packaging | >=20.0 | sagemaker-core/pyproject.toml |
| PyPI | protobuf | >=3.12,<7.0.0 | sagemaker-core/pyproject.toml |
| PyPI | pandas | >=1.0.0 | sagemaker-core/pyproject.toml |
| PyPI | numpy | >=1.9.0 | sagemaker-core/pyproject.toml |
| PyPI | smdebug_rulesconfig | >=1.0.1 | sagemaker-core/pyproject.toml |
| PyPI | schema | >=0.7.5 | sagemaker-core/pyproject.toml |
| PyPI | omegaconf | >=2.1.0 | sagemaker-core/pyproject.toml |
| PyPI | scipy | >=1.5.0 | sagemaker-core/pyproject.toml |
| PyPI | cloudpickle | >=2.0.0 | sagemaker-core/pyproject.toml |
| PyPI | paramiko | >=2.11.0 | sagemaker-core/pyproject.toml |
| PyPI | tblib | >=1.7.0 | sagemaker-core/pyproject.toml |
| PyPI | cryptography | >=46.0.0 | sagemaker-core/pyproject.toml |
| PyPI | sagemaker-core | >=2.16.0 | sagemaker-mlops/pyproject.toml |
| PyPI | sagemaker-train | >=1.16.0 | sagemaker-mlops/pyproject.toml |
| PyPI | sagemaker-serve | >=1.16.0 | sagemaker-mlops/pyproject.toml |
| PyPI | cryptography | >=46.0.0 | sagemaker-mlops/pyproject.toml |
| PyPI | boto3 | >=1.42.2,<2.0 | sagemaker-mlops/pyproject.toml |
| PyPI | botocore | >=1.42.2,<2.0 | sagemaker-mlops/pyproject.toml |
| PyPI | pyiceberg | >=0.8.0 | sagemaker-mlops/pyproject.toml |
| PyPI | pyarrow | >=14.0.0 | sagemaker-mlops/pyproject.toml |
| PyPI | s3fs | — | sagemaker-mlops/pyproject.toml |
| PyPI | sagemaker-core | >=2.16.0 | sagemaker-serve/pyproject.toml |
| PyPI | sagemaker-train | >=1.16.0 | sagemaker-serve/pyproject.toml |
| PyPI | boto3 | >=1.42.2,<2.0 | sagemaker-serve/pyproject.toml |
| PyPI | botocore | >=1.35.75,<2.0 | sagemaker-serve/pyproject.toml |
| PyPI | deepdiff | — | sagemaker-serve/pyproject.toml |
| PyPI | mlflow | — | sagemaker-serve/pyproject.toml |
| PyPI | sagemaker_schema_inference_artifacts | — | sagemaker-serve/pyproject.toml |
| PyPI | pytest | — | sagemaker-serve/pyproject.toml |
| PyPI | tqdm | — | sagemaker-serve/pyproject.toml |
| PyPI | psutil | — | sagemaker-serve/pyproject.toml |
| PyPI | tritonclient | — | sagemaker-serve/pyproject.toml |
| PyPI | onnx | — | sagemaker-serve/pyproject.toml |
| PyPI | onnxruntime | — | sagemaker-serve/pyproject.toml |
| PyPI | torch | >=2.0.0 | sagemaker-serve/pyproject.toml |
| PyPI | sagemaker-core | >=2.16.0 | sagemaker-train/pyproject.toml |
| PyPI | graphene | >=3,<4 | sagemaker-train/pyproject.toml |
| PyPI | typing_extensions | >=4.9.0 | sagemaker-train/pyproject.toml |
| PyPI | tblib | >=1.7.0 | sagemaker-train/pyproject.toml |
| PyPI | PyYAML | >=6.0,<7.0 | sagemaker-train/pyproject.toml |
| PyPI | paramiko | >=2.11.0 | sagemaker-train/pyproject.toml |
| PyPI | jinja2 | >=3.0,<4.0 | sagemaker-train/pyproject.toml |
| PyPI | sagemaker-mlflow | >=0.0.1,<1.0.0 | sagemaker-train/pyproject.toml |
| PyPI | mlflow | >=3.0.0,<4.0.0 | sagemaker-train/pyproject.toml |
| PyPI | nest_asyncio | >=1.5.0 | sagemaker-train/pyproject.toml |
| PyPI | requests | >=2.28.0 | sagemaker-train/pyproject.toml |
| PyPI | pydantic | >=2.0.0 | sagemaker-train/pyproject.toml |
Усі залежності 149
Повний розв'язаний набір залежностей із графа залежностей GitHub: 46 прямих і 103 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | attrs | — | пряма |
| PyPI | boto3 | — | пряма |
| PyPI | botocore | — | пряма |
| PyPI | cloudpickle | — | пряма |
| PyPI | cloudpickle | 2.2.1 | пряма |
| PyPI | cryptography | — | пряма |
| PyPI | graphene | — | пряма |
| PyPI | importlib-metadata | — | пряма |
| PyPI | jinja2 | — | пряма |
| PyPI | jsonschema | — | пряма |
| PyPI | mlflow | — | пряма |
| PyPI | mock | — | пряма |
| PyPI | nest-asyncio | — | пряма |
| PyPI | numpy | — | пряма |
| PyPI | omegaconf | — | пряма |
| PyPI | packaging | — | пряма |
| PyPI | pandas | — | пряма |
| PyPI | pandas | 1.3.4 | пряма |
| PyPI | paramiko | — | пряма |
| PyPI | platformdirs | — | пряма |
| PyPI | protobuf | — | пряма |
| PyPI | pyarrow | — | пряма |
| PyPI | pydantic | — | пряма |
| PyPI | pydantic | 2.11.9 | пряма |
| PyPI | pyiceberg | — | пряма |
| PyPI | pytest | — | пряма |
| PyPI | pytz | — | пряма |
| PyPI | pyyaml | — | пряма |
| PyPI | requests | — | пряма |
| PyPI | rich | — | пряма |
| PyPI | sagemaker-core | — | пряма |
| PyPI | sagemaker-mlflow | — | пряма |
| PyPI | sagemaker-mlops | — | пряма |
| PyPI | sagemaker-serve | — | пряма |
| PyPI | sagemaker-train | — | пряма |
| PyPI | schema | — | пряма |
| PyPI | scipy | — | пряма |
| PyPI | scipy | 1.10.1 | пряма |
| PyPI | scipy | 1.13.0 | пряма |
| PyPI | smdebug-rulesconfig | — | пряма |
| PyPI | tblib | — | пряма |
| PyPI | torch | — | пряма |
| PyPI | torch | 2.0.1+cpu | пряма |
| PyPI | torch | 2.7.0 | пряма |
| PyPI | tqdm | — | пряма |
| PyPI | typing-extensions | — | пряма |
| PyPI | altair | — | непряма |
| PyPI | anyio | — | непряма |
| PyPI | astroid | 3.0.2 | непряма |
| PyPI | awscli | — | непряма |
| PyPI | black | — | непряма |
| PyPI | black | 24.3.0 | непряма |
| PyPI | blinker | — | непряма |
| PyPI | build | — | непряма |
| PyPI | build | 1.2.1 | непряма |
| PyPI | cachetools | — | непряма |
| PyPI | certifi | 2024.7.4 | непряма |
| PyPI | charset-normalizer | — | непряма |
| PyPI | click | — | непряма |
| PyPI | colorama | — | непряма |
| PyPI | contextlib2 | — | непряма |
| PyPI | datasets | — | непряма |
| PyPI | decorator | — | непряма |
| PyPI | dill | — | непряма |
| PyPI | doc8 | 1.1.2 | непряма |
| PyPI | docker | — | непряма |
| PyPI | docutils | — | непряма |
| PyPI | does-not-exist | — | непряма |
| PyPI | entrypoints | — | непряма |
| PyPI | fastapi | — | непряма |
| PyPI | filelock | — | непряма |
| PyPI | flake8 | 7.1.2 | непряма |
| PyPI | flake8-future-import | 0.4.7 | непряма |
| PyPI | gitdb | — | непряма |
| PyPI | gitpython | — | непряма |
| PyPI | gunicorn | — | непряма |
| PyPI | h11 | — | непряма |
| PyPI | httpx | — | непряма |
| PyPI | huggingface-hub | — | непряма |
| PyPI | idna | — | непряма |
| PyPI | ipywidgets | — | непряма |
| PyPI | jmespath | — | непряма |
| PyPI | markdown-it-py | — | непряма |
| PyPI | markupsafe | — | непряма |
| PyPI | matplotlib | — | непряма |
| PyPI | mdurl | — | непряма |
| PyPI | mpmath | — | непряма |
| PyPI | multiprocess | — | непряма |
| PyPI | mypy | 0.942 | непряма |
| PyPI | myst-nb | — | непряма |
| PyPI | myst-parser | — | непряма |
| PyPI | nbsphinx | — | непряма |
| PyPI | networkx | — | непряма |
| PyPI | pathos | — | непряма |
| PyPI | pillow | — | непряма |
| PyPI | pox | — | непряма |
| PyPI | ppft | — | непряма |
| PyPI | protobuf3-to-dict | — | непряма |
| PyPI | pyasn1 | — | непряма |
| PyPI | pydantic-core | 2.33.2 | непряма |
| PyPI | pydeck | — | непряма |
| PyPI | pydocstyle | 6.1.1 | непряма |
| PyPI | pyenchant | 3.2.2 | непряма |
| PyPI | pygments | — | непряма |
| PyPI | pygments | 2.18.0 | непряма |
| PyPI | pylint | — | непряма |
| PyPI | pylint | 3.0.3 | непряма |
| PyPI | pympler | — | непряма |
| PyPI | pyrsistent | — | непряма |
| PyPI | pyspark | 3.5.1 | непряма |
| PyPI | pytest-cov | — | непряма |
| PyPI | pytest-rerunfailures | — | непряма |
| PyPI | pytest-xdist | — | непряма |
| PyPI | python-dateutil | — | непряма |
| PyPI | pytz-deprecation-shim | — | непряма |
| PyPI | regex | — | непряма |
| PyPI | rsa | — | непряма |
| PyPI | s3transfer | — | непряма |
| PyPI | sagemaker | — | непряма |
| PyPI | sagemaker-feature-store-pyspark | — | непряма |
| PyPI | sagemaker-feature-store-pyspark | 2.0.0 | непряма |
| PyPI | scikit-learn | 1.6.1 | непряма |
| PyPI | setuptools | — | непряма |
| PyPI | six | — | непряма |
| PyPI | smmap | 5.0.0 | непряма |
| PyPI | sniffio | — | непряма |
| PyPI | sphinx | — | непряма |
| PyPI | sphinx | 7.4.7 | непряма |
| PyPI | sphinx-autobuild | — | непряма |
| PyPI | sphinx-book-theme | — | непряма |
| PyPI | sphinx-copybutton | — | непряма |
| PyPI | sphinx-design | — | непряма |
| PyPI | sphinx-rtd-theme | 2.0.0 | непряма |
| PyPI | starlette | — | непряма |
| PyPI | streamlit | — | непряма |
| PyPI | sympy | — | непряма |
| PyPI | tensorflow | — | непряма |
| PyPI | tokenizers | — | непряма |
| PyPI | toml | — | непряма |
| PyPI | toolz | — | непряма |
| PyPI | tornado | — | непряма |
| PyPI | transformers | — | непряма |
| PyPI | twine | 5.0.0 | непряма |
| PyPI | tzdata | — | непряма |
| PyPI | tzlocal | — | непряма |
| PyPI | urllib3 | — | непряма |
| PyPI | uvicorn | — | непряма |
| PyPI | validators | — | непряма |
| PyPI | zipp | — | непряма |
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"aws",
"mxnet",
"tensorflow",
"machine-learning",
"python",
"pytorch",
"sagemaker",
"huggingface"
],
"is_fork": false,
"size_kb": 177666,
"has_wiki": false,
"homepage": "https://sagemaker.readthedocs.io/",
"languages": {
"Shell": 255,
"Python": 17138520,
"Makefile": 634,
"Batchfile": 776,
"Jupyter Notebook": 1539075
},
"pushed_at": "2026-07-15T23:18:37Z",
"created_at": "2017-11-14T01:03:33Z",
"owner_type": "Organization",
"updated_at": "2026-07-15T23:18:42Z",
"description": "A library for training and deploying machine learning models on Amazon SageMaker",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://amazon.com/aws",
"name": "Amazon Web Services",
"type": "Organization",
"login": "aws",
"company": null,
"location": "United States of America",
"followers": 16076,
"avatar_url": "https://avatars.githubusercontent.com/u/2232217?v=4",
"created_at": "2012-08-28T05:37:55Z",
"is_verified": null,
"public_repos": 551,
"account_age_days": 5070
},
"activity": {
"releases_count": 100,
"commits_last_year": 304,
"latest_release_at": "2026-07-14T23:21:51Z",
"latest_release_tag": "v2.257.5",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 36,
"days_since_latest_release": 1,
"mean_days_between_releases": 7.5
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "sagemaker",
"exists": true,
"license": null,
"keywords": [
"AI",
"AWS",
"Amazon",
"ML",
"MXNet",
"Tensorflow",
"PyTorch",
"HuggingFace",
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Natural Language :: English",
"Programming Language :: Python",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/sagemaker/",
"is_deprecated": false,
"latest_version": "3.16.0",
"repository_url": "https://github.com/aws/sagemaker-python-sdk",
"versions_count": 683,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2017-11-30T06:11:50.430748Z",
"latest_published_at": "2026-07-16T06:24:01.209862Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
},
{
"name": "sagemaker-core",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/sagemaker-core/",
"is_deprecated": false,
"latest_version": "2.16.0",
"repository_url": "https://github.com/aws/sagemaker-python-sdk",
"versions_count": 106,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2024-07-18T22:04:12.188285Z",
"latest_published_at": "2026-07-15T23:40:24.083228Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
},
{
"name": "sagemaker-mlops",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12"
],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/sagemaker-mlops/",
"is_deprecated": false,
"latest_version": "1.16.0",
"repository_url": null,
"versions_count": 24,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2025-11-20T21:02:38.197126Z",
"latest_published_at": "2026-07-16T06:20:32.167017Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
},
{
"name": "sagemaker-serve",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12"
],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/sagemaker-serve/",
"is_deprecated": false,
"latest_version": "1.16.0",
"repository_url": null,
"versions_count": 25,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2025-11-20T20:39:28.508602Z",
"latest_published_at": "2026-07-16T05:45:43.123867Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
},
{
"name": "sagemaker-train",
"exists": true,
"license": null,
"keywords": [
"AI",
"AWS",
"Amazon",
"ML",
"MXNet",
"Tensorflow",
"PyTorch",
"HuggingFace",
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"Natural Language :: English",
"Programming Language :: Python",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/sagemaker-train/",
"is_deprecated": false,
"latest_version": "1.16.0",
"repository_url": "https://github.com/aws/sagemaker-python-sdk",
"versions_count": 24,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 1331416,
"first_published_at": "2025-11-20T19:38:40.220986Z",
"latest_published_at": "2026-07-16T03:24:55.300772Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 1282,
"stars": 2253,
"watchers": 126,
"open_issues_and_prs": 459
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"notebooks",
"sample"
],
"has_llms_txt": true,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile",
"sagemaker-core/docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 1579353,
"source_files_sampled": 1197,
"oversized_source_files": 38,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 7702
},
"dependencies": {
"manifests": [
"docs/requirements.txt",
"pyproject.toml",
"sagemaker-core/pyproject.toml",
"sagemaker-mlops/pyproject.toml",
"sagemaker-serve/pyproject.toml",
"sagemaker-train/pyproject.toml"
],
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "sagemaker-core",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.16.0,<3.0.0"
},
{
"name": "sagemaker-train",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.16.0,<2.0.0"
},
{
"name": "sagemaker-serve",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.16.0,<2.0.0"
},
{
"name": "sagemaker-mlops",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.16.0,<2.0.0"
},
{
"name": "boto3",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.42.2,<2.0.0"
},
{
"name": "pydantic",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0,<3.0.0"
},
{
"name": "PyYAML",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.0, <7.0"
},
{
"name": "jsonschema",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "<5.0.0"
},
{
"name": "platformdirs",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.0.0, <5.0.0"
},
{
"name": "rich",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=13.0.0, <15.0.0"
},
{
"name": "mock",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">4.0, <5.0"
},
{
"name": "importlib-metadata",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "<7.0,>=1.4.0"
},
{
"name": "typing_extensions",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.9.0"
},
{
"name": "pytz",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2021.1"
},
{
"name": "requests",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.20.0,<3.0.0"
},
{
"name": "attrs",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=20.3.0"
},
{
"name": "packaging",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=20.0"
},
{
"name": "protobuf",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.12,<7.0.0"
},
{
"name": "pandas",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.0"
},
{
"name": "numpy",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.9.0"
},
{
"name": "smdebug_rulesconfig",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.1"
},
{
"name": "schema",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.7.5"
},
{
"name": "omegaconf",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.1.0"
},
{
"name": "scipy",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.5.0"
},
{
"name": "cloudpickle",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0"
},
{
"name": "paramiko",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.11.0"
},
{
"name": "tblib",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.7.0"
},
{
"name": "cryptography",
"manifest": "sagemaker-core/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=46.0.0"
},
{
"name": "sagemaker-core",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.16.0"
},
{
"name": "sagemaker-train",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.16.0"
},
{
"name": "sagemaker-serve",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.16.0"
},
{
"name": "cryptography",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=46.0.0"
},
{
"name": "boto3",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.42.2,<2.0"
},
{
"name": "botocore",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.42.2,<2.0"
},
{
"name": "pyiceberg",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.8.0"
},
{
"name": "pyarrow",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=14.0.0"
},
{
"name": "s3fs",
"manifest": "sagemaker-mlops/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "sagemaker-core",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.16.0"
},
{
"name": "sagemaker-train",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.16.0"
},
{
"name": "boto3",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.42.2,<2.0"
},
{
"name": "botocore",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.35.75,<2.0"
},
{
"name": "deepdiff",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "mlflow",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "sagemaker_schema_inference_artifacts",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pytest",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "tqdm",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "psutil",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "tritonclient",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "onnx",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "onnxruntime",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "torch",
"manifest": "sagemaker-serve/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0"
},
{
"name": "sagemaker-core",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.16.0"
},
{
"name": "graphene",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3,<4"
},
{
"name": "typing_extensions",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.9.0"
},
{
"name": "tblib",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.7.0"
},
{
"name": "PyYAML",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.0,<7.0"
},
{
"name": "paramiko",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.11.0"
},
{
"name": "jinja2",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.0,<4.0"
},
{
"name": "sagemaker-mlflow",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.0.1,<1.0.0"
},
{
"name": "mlflow",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.0.0,<4.0.0"
},
{
"name": "nest_asyncio",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.5.0"
},
{
"name": "requests",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.28.0"
},
{
"name": "pydantic",
"manifest": "sagemaker-train/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "attrs",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "boto3",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "botocore",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "cloudpickle",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "cloudpickle",
"direct": true,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "graphene",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mlflow",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mock",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "nest-asyncio",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "omegaconf",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": "1.3.4",
"ecosystem": "pypi"
},
{
"name": "paramiko",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.11.9",
"ecosystem": "pypi"
},
{
"name": "pyiceberg",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker-core",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker-mlflow",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker-mlops",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker-serve",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker-train",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "schema",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": "1.10.1",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": "1.13.0",
"ecosystem": "pypi"
},
{
"name": "smdebug-rulesconfig",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tblib",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": true,
"version": "2.0.1+cpu",
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": true,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "altair",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "astroid",
"direct": false,
"version": "3.0.2",
"ecosystem": "pypi"
},
{
"name": "awscli",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "black",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "black",
"direct": false,
"version": "24.3.0",
"ecosystem": "pypi"
},
{
"name": "blinker",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "build",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "build",
"direct": false,
"version": "1.2.1",
"ecosystem": "pypi"
},
{
"name": "cachetools",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2024.7.4",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "contextlib2",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "datasets",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "dill",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "doc8",
"direct": false,
"version": "1.1.2",
"ecosystem": "pypi"
},
{
"name": "docker",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "docutils",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "does-not-exist",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "entrypoints",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "flake8",
"direct": false,
"version": "7.1.2",
"ecosystem": "pypi"
},
{
"name": "flake8-future-import",
"direct": false,
"version": "0.4.7",
"ecosystem": "pypi"
},
{
"name": "gitdb",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "gitpython",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "gunicorn",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "huggingface-hub",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ipywidgets",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "jmespath",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mpmath",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "multiprocess",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mypy",
"direct": false,
"version": "0.942",
"ecosystem": "pypi"
},
{
"name": "myst-nb",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "myst-parser",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "nbsphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pathos",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pox",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ppft",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "protobuf3-to-dict",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyasn1",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.33.2",
"ecosystem": "pypi"
},
{
"name": "pydeck",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pydocstyle",
"direct": false,
"version": "6.1.1",
"ecosystem": "pypi"
},
{
"name": "pyenchant",
"direct": false,
"version": "3.2.2",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "pylint",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pylint",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "pympler",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyrsistent",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyspark",
"direct": false,
"version": "3.5.1",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-rerunfailures",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-xdist",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytz-deprecation-shim",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "rsa",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "s3transfer",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker-feature-store-pyspark",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sagemaker-feature-store-pyspark",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": false,
"version": "1.6.1",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "smmap",
"direct": false,
"version": "5.0.0",
"ecosystem": "pypi"
},
{
"name": "sniffio",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": "7.4.7",
"ecosystem": "pypi"
},
{
"name": "sphinx-autobuild",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-book-theme",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-copybutton",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-design",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-rtd-theme",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "streamlit",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sympy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tensorflow",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tokenizers",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "toml",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "toolz",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "transformers",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "twine",
"direct": false,
"version": "5.0.0",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tzlocal",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "validators",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 149,
"direct_count": 46,
"indirect_count": 103
}
},
"maintainership": {
"issues": {
"open_prs": 159,
"merged_prs": 3262,
"open_issues": 300,
"closed_ratio": 0.824,
"closed_issues": 1401,
"closed_unmerged_prs": 673
},
"bus_factor": 17,
"top_contributors": [
{
"type": "User",
"login": "laurenyu",
"commits": 320,
"avatar_url": "https://avatars.githubusercontent.com/u/6631887?u=49bcb024d815792ba4eb003f38349e518b7d21f6&v=4"
},
{
"type": "User",
"login": "knakad",
"commits": 94,
"avatar_url": "https://avatars.githubusercontent.com/u/51346608?u=4fca41896d4c18ca49062d7c9bbb292e0bde1177&v=4"
},
{
"type": "User",
"login": "chuyang-deng",
"commits": 88,
"avatar_url": "https://avatars.githubusercontent.com/u/13144639?u=d9e537bf481fe0416a14628091e9015b3163046d&v=4"
},
{
"type": "User",
"login": "erickb336",
"commits": 82,
"avatar_url": "https://avatars.githubusercontent.com/u/141277478?u=c952eba13fe38a93586c5ec71318799cb192fce3&v=4"
},
{
"type": "User",
"login": "icywang86rui",
"commits": 81,
"avatar_url": "https://avatars.githubusercontent.com/u/24926915?v=4"
},
{
"type": "User",
"login": "evakravi",
"commits": 79,
"avatar_url": "https://avatars.githubusercontent.com/u/69981223?u=e6708786e5a37108af5e2a9c96ccfbd1ccd952ba&v=4"
},
{
"type": "User",
"login": "mufaddal-rohawala",
"commits": 65,
"avatar_url": "https://avatars.githubusercontent.com/u/89424143?v=4"
},
{
"type": "User",
"login": "metrizable",
"commits": 60,
"avatar_url": "https://avatars.githubusercontent.com/u/65414824?u=02aeb4d183ef64a6a8e6a29c701d3300e0aa1379&v=4"
},
{
"type": "User",
"login": "nadiaya",
"commits": 59,
"avatar_url": "https://avatars.githubusercontent.com/u/32335935?u=10505a88c0013d888165e8a8f82603786ddcc610&v=4"
},
{
"type": "User",
"login": "qidewenwhen",
"commits": 57,
"avatar_url": "https://avatars.githubusercontent.com/u/32910701?v=4"
}
],
"contributors_sampled": 100,
"top_contributor_share": 0.125
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"_conda-forge-package-release.yml",
"ci-health.yml",
"codeql.yml",
"conda-forge-release-chain.yml",
"fortress-scan.yml",
"gpu-integ-tests.yml",
"pr-checks-master-v2.yml",
"pr-checks-master.yml",
"security-monitoring.yml"
],
"has_docs_dir": true,
"linter_configs": [
".pylintrc",
"tox.ini"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 7,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 9,
"reason": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 9,
"reason": "Found 29/30 approved changesets -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 12 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 0,
"reason": "dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 9,
"reason": "SAST tool detected but not run on all commits",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "146 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "3f810c67b9df08331d36c01f8628e69e127e6372",
"ran_at": "2026-07-16T06:25:09Z",
"aggregate_score": 5.5,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": true,
"has_security_policy": false,
"has_dependabot_config": false
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/aws/sagemaker-python-sdk",
"host": "github.com",
"name": "sagemaker-python-sdk",
"owner": "aws"
},
"metrics": {
"overall": {
"key": "overall",
"band": "excellent",
"name": "Overall health",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"security": 55,
"vitality": 93,
"community": 94,
"governance": 90,
"engineering": 85
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 93,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 89,
"inputs": {
"commits_last_year": 304,
"human_commit_share": null,
"days_since_last_push": 0,
"active_weeks_last_year": 36
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "36/52 weeks with commits",
"points": 24.9,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 36
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "304 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 304
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 100,
"latest_release_tag": "v2.257.5",
"releases_from_tags": false,
"days_since_latest_release": 1,
"mean_days_between_releases": 7.5
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "100 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 100
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~7.5 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 7.5
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "no_commit_sample",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "excellent",
"name": "Community & Adoption",
"value": 94,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "excellent",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 91,
"inputs": {
"forks": 1282,
"stars": 2253,
"watchers": 126,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "2,253 stars",
"points": 54.4,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 2253
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "1,282 forks",
"points": 25,
"status": "met",
"details": [
{
"code": "forks",
"params": {
"count": 1282
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "126 watchers",
"points": 11.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 126
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"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": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"packages": [
"sagemaker",
"sagemaker-core",
"sagemaker-mlops",
"sagemaker-serve",
"sagemaker-train"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 1331416
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "1,331,416 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 1331416,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "excellent",
"name": "Sustainability & Governance",
"value": 90,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "excellent",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 97,
"inputs": {
"bus_factor": 17,
"contributors_sampled": 100,
"top_contributor_share": 0.125
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "17 contributor(s) cover half of all commits",
"points": 54,
"status": "met",
"details": [
{
"code": "bus_factor",
"params": {
"count": 17
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 12% of commits",
"points": 19.7,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 12
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "100 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 12 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"merged_prs": 3262,
"open_issues": 300,
"closed_issues": 1401,
"issue_closed_ratio": 0.824,
"closed_unmerged_prs": 673
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "82% of issues closed",
"points": 38.5,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 82
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "3262/3935 decided PRs merged",
"points": 31.7,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 3262,
"decided": 3935
}
}
],
"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": 16076,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "aws",
"public_repos": 551,
"account_age_days": 5070
},
"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": "16,076 followers of aws",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 16076,
"login": "aws"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "551 public repos, account ~13 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 551
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"sagemaker",
"sagemaker-core",
"sagemaker-mlops",
"sagemaker-serve",
"sagemaker-train"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "5 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 5,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "683 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 683
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 85,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "9 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 9
}
}
],
"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": ".pylintrc, tox.ini",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".pylintrc, tox.ini"
}
}
],
"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": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 18,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"aws",
"mxnet",
"tensorflow",
"machine-learning",
"python",
"pytorch",
"sagemaker",
"huggingface"
],
"has_wiki": false,
"homepage": "https://sagemaker.readthedocs.io/",
"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://sagemaker.readthedocs.io/",
"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": "8 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 8
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 55,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 55,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"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": "branch protection is not maximal on development and all release branches",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"details": [],
"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 12 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "dangerous workflow patterns detected",
"points": 0,
"status": "missed",
"details": [],
"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 1 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": "SAST tool detected but not run on all commits",
"points": 4.5,
"status": "partial",
"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": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "146 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"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": 4
},
"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": "good",
"name": "AI Readiness",
"value": 74,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"has_llms_txt": true,
"legible_history_share": null,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 7702
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": "llms.txt present",
"points": 15,
"status": "met",
"details": [
{
"code": "llms_txt_present",
"params": {}
}
],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile",
"sagemaker-core/docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile, sagemaker-core/docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile, sagemaker-core/docs/Makefile"
}
}
],
"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": ".pylintrc, tox.ini",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".pylintrc, tox.ini"
}
}
],
"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",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 1579353,
"source_files_sampled": 1197,
"oversized_source_files": 38
},
"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": "38/1197 source files over 60KB",
"points": 53.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1197,
"oversized": 38
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"notebooks",
"sample"
],
"has_mcp_signal": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "notebooks, sample",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "notebooks, sample"
}
}
],
"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": [],
"report_type": "repository",
"generated_at": "2026-07-16T06:27:21.040638Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/sagemaker-python-sdk.svg",
"full_name": "aws/sagemaker-python-sdk",
"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 v0.11.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.