Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.5.0 · 2026-08-02 16:00 UTC

sktime / skbase

Base classes for creating scikit-learn-like parametric objects, and tools for working with them.

PythonBSD-3-Clause★ 40 зірок⑂ 48 форківз трав. 2022 р.Переглянути на GitHub ↗
ТипБібліотекаяк це визначено

sktime/skbase має індекс здоров’я 88 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (92/100), найнижчий — Community & Adoption (48/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

88
загалом / 100
Відмінний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).

88
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Зважений загальний бал 74 калібровано до 88 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

sktimeОрганізація
340 підписників48 публічних репозиторіївз жовт. 2019 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIscikit-base1.1.0-440 днів томуdata-sciencemachine-learningscikit-learn

Метрики за категоріями

Життєздатність

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

92Відмінний · 21% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
22.8/36Ритм комітів — 33/52 тижнів із комітами
17.7/18Обсяг комітів — 93 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year93
human_commit_share0,56
days_since_last_push0
active_weeks_last_year33
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 47 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~41,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count47
latest_release_tagv1.1.0
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases41,6
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?

48Слабкий · 17% загального індексу
Як обчислюється оцінка
25.8/60Зірки — 40 зірок
13.9/25Форки — 48 форків
1.7/15Спостерігачі — 3 спостерігачів
Використані вхідні дані
forks48
stars40
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (BSD-3-Clause)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
readme_badges
has_contributingні
has_issue_templateні
has_code_of_conductні
readme_badge_services
has_pull_request_templateтак

Сталість та врядування

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

71Добрий · 23% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
9.7/22.5Розподіл комітів — головний контриб’ютор — автор 57% комітів
13.5/13.5Широта контриб’юторів — 26 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Використані вхідні дані
bus_factor1
contributors_sampled26
top_contributor_share0,571
Як обчислюється оцінка
34.2/42Вирішення issue — закрито 82% issue
28.1/30Прийняття PR — злито 415/443 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
7.5/15OpenSSF Scorecard: Code-Review — Found 9/18 approved changesets -- score normalized to 5
Використані вхідні дані
merged_prs415
open_issues22
closed_issues97
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,815
closed_unmerged_prs28
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
18.2/25Охоплення власника — 340 підписників у sktime
24.3/25Послужний список — 48 публічних репозиторіїв, вік облікового запису ~6 р.
Використані вхідні дані
followers340
owner_typeOrganization
is_verified
owner_loginsktime
public_repos48
account_age_days2 488

Супровід пакетів

100Винятковий
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 44 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesscikit-base
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

89Відмінний · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 5 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

85Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 5 тем
10/10Wiki
Використані вхідні дані
topicsframework, python, scikit-learn-api, sktime, skbase
has_wikiтак
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

73Добрий · 16% загального індексу
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2.2/2.5CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 9/18 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7,3
Виключено з оцінювання (немає даних або не застосовно): branch_protection, signed_releases. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.

51Помірний · 4% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 55 з 56 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,982
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — docs/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
0/10Відтворюване середовище
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
8/8Автоматизоване супроводження — 27 з останніх 100 комітів — автоматичні оновлення залежностей
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_filesdocs/Makefile
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,27
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
54.2/55Керовані розміри файлів — 1/70 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes72 525
source_files_sampled70
oversized_source_files1

Ключові факти

40зірок GitHub
26контриб'юторів
93комітів за останні 12 місяців
0днів від останнього пушу
47релізів
1бас-фактор
22відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Докладніше

Історія зірок і форків 0 ★ / 48 ⇿
0Зірки
48Форки
46Релізи

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.

010203040504832022-052024-062026-06
Мажорні 1Мінорні 13Патчі 32

Кожна точка охоплює 4 днів.

OpenSSF Scorecard 7.3 / 10
7.3сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-08-02 15:59 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
9CI-Tests28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 9/18 approved changesets -- score normalized to 5
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Усі залежності 7

Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 7 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPInbsphinxнепряма
PyPIscikit-learnнепряма
PyPIsetuptoolsнепряма
PyPIsphinxнепряма
PyPIsphinx-designнепряма
PyPIsphinx-galleryнепряма
PyPIsphinx-issuesнепряма
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": [
        "framework",
        "python",
        "scikit-learn-api",
        "sktime",
        "skbase"
      ],
      "is_fork": false,
      "size_kb": 1733,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Shell": 371,
        "Python": 586928
      },
      "pushed_at": "2026-08-02T15:54:30Z",
      "created_at": "2022-05-21T01:27:28Z",
      "owner_type": "Organization",
      "updated_at": "2026-08-02T15:53:45Z",
      "description": "Base classes for creating scikit-learn-like parametric objects, and tools for working with them.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "BSD-3-Clause",
      "default_branch": "main",
      "license_spdx_raw": "BSD-3-Clause",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://www.sktime.net",
      "name": "sktime",
      "type": "Organization",
      "login": "sktime",
      "company": null,
      "location": null,
      "followers": 340,
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      "created_at": "2019-10-10T12:23:22Z",
      "is_verified": null,
      "public_repos": 48,
      "account_age_days": 2488
    },
    "license": {
      "state": "standard",
      "spdx_id": "BSD-3-Clause",
      "raw_spdx": "BSD-3-Clause",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2026-08-02T15:54:30Z"
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        {
          "tag": "v1.0.2",
          "kind": "patch",
          "published_at": "2026-06-22T19:30:56Z"
        },
        {
          "tag": "v1.0.1",
          "kind": "patch",
          "published_at": "2026-06-03T20:50:44Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2026-04-19T20:17:13Z"
        },
        {
          "tag": "v0.13.2",
          "kind": "patch",
          "published_at": "2026-04-13T20:17:08Z"
        },
        {
          "tag": "v0.13.1",
          "kind": "patch",
          "published_at": "2026-01-25T11:23:35Z"
        },
        {
          "tag": "v0.13.0",
          "kind": "minor",
          "published_at": "2025-10-08T20:26:42Z"
        },
        {
          "tag": "v0.12.6",
          "kind": "patch",
          "published_at": "2025-09-18T22:06:01Z"
        },
        {
          "tag": "v0.12.5",
          "kind": "patch",
          "published_at": "2025-08-17T16:08:08Z"
        },
        {
          "tag": "v0.12.4",
          "kind": "patch",
          "published_at": "2025-07-23T22:08:49Z"
        },
        {
          "tag": "v0.12.3",
          "kind": "patch",
          "published_at": "2025-05-27T22:08:54Z"
        },
        {
          "tag": "v0.12.2",
          "kind": "patch",
          "published_at": "2025-04-03T13:08:41Z"
        },
        {
          "tag": "v0.12.1",
          "kind": "patch",
          "published_at": "2025-01-05T17:32:29Z"
        },
        {
          "tag": "v0.12.0",
          "kind": "minor",
          "published_at": "2024-11-13T21:01:16Z"
        },
        {
          "tag": "v0.11.0",
          "kind": "minor",
          "published_at": "2024-10-08T20:22:53Z"
        },
        {
          "tag": "v0.10.1",
          "kind": "patch",
          "published_at": "2024-09-29T19:17:38Z"
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        {
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          "body": "Fixes #551\n\nThe function `make_strings_unique` was mutating the input list in-place\ndue to a direct reference assignment. This PR ensures a copy is created\nbefore modification.\n\nVerified with a reproduction script:\n```python\nmylist = [\"a\", \"b\", \"a\"]\nmake_strings_unique(mylist)\n# mylist remains [\"a\", \"b\", \"a\"]\n```",
          "is_bot": false,
          "headline": "[BUG] Fix in-place mutation in make_strings_unique (#553)",
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          "body": "….0) (#519)\n\nFixes #517\n\n## What was the bug?\n`deep_equals` crashed with a `TypeError` when comparing numpy arrays \nwith string dtype on numpy < 2.0.\n\nThe check `if x.dtype == \"str\"` in `_numpy_equals_plugin` never matched \nin numpy < 2.0, because string arrays have dtype like `U3` or `<U1` \n(not `\"\n[…]\ny versions (both < 2.0 \nand >= 2.0).\n\n## Testing\nAdded a new test file `tests/test_deep_equals.py` covering:\n- equal string arrays return `True`\n- unequal string arrays return `False`\n\nAll tests pass.",
          "is_bot": false,
          "headline": "[BUG] Fix deep_equals failing on string-dtype numpy arrays (numpy < 2…",
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          "body": "This PR makes the `get_params` branch for `deep=True` safer, i.e.,\nrecursion into component `get_params` calls.\n\nIt avoids failure if `get_params` is present, but it is not an instance\nmethod that returns a `dict`.\n\nAlso adds a regression test that would trigger the previous \"unsafe\"\nbehaviour.",
          "is_bot": false,
          "headline": "[ENH] safer `get_params(deep=True)` nesting (#562)",
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          "body": "## Summary\n\nFixes #558.\n\n`get_params(deep=True)` and the HTML diagram repr (`_get_visual_block`)\npreviously treated any parameter value with a `get_params` attribute as\na nested component. That breaks when the parameter holds a **BaseObject\nsubclass (type)** rather than an instance—for example `dist\n[…]\nlass_param`\n- [x] `pytest\nskbase/base/_pretty_printing/tests/test_object_html_repr.py::test_html_repr_with_baseobject_class_param`\n- [x] `pytest skbase/tests/test_base.py -k \"get_params or repr_html\"`",
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          "headline": "[BUG] Fix get_params(deep=True) for BaseObject class parameters (#559)",
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          "body": "…4 to 5 (#556)\n\nBumps\n[actions/dependency-review-action](https://github.com/actions/dependency-review-action)\nfrom 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/dependency-review-action from …",
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          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.1 →\n9.0.0a3](https://github.com/pycqa/isort/compare/8.0.1...9.0.0a3)\n<!--pre-commit.ci end-->",
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          "body": "This PR updates the release workflow to a more simplified and\nstandardized setup:\n\n* single `test_wheels` job instead of one per operating system\n* remove `anaconda` environment, use `uv`\n* use same workflow as in `sktime`",
          "is_bot": false,
          "headline": "[MNT] update release workflow to simplified setup (#550)",
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          "body": "…<0.21.0 to <0.22.0 (#548)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
          "is_bot": true,
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          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 5 to 6 (#547)",
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          "body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 4\nto 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump astral-sh/setup-uv from 4 to 7 (#546)",
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          "body": "Release 1.0.0\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.0.0 (#545)",
          "author_name": "Franz Király",
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          "body": "…tance (#540)\n\n## Summary\n\nFixes #539 - _FlagManager._get_class_flags dropped flags from\nuser-defined Mixin classes under multiple inheritance due to a hardcoded\n[:-2] MRO slice.\n\n## Root Cause\n\nThe previous code assumed the last two MRO entries are always BaseObject\nand object:\n\n```python\nfor paren\n[…]\ny reverted.\n- - skbase/tests/test_meta.py: Add missing _FlagManager import + add\ntest_get_class_flags_preserves_mixin_tags regression test that pins this\nfix and will fail loudly if the slice returns.",
          "is_bot": false,
          "headline": "[BUG] Fix _get_class_flags dropping Mixin flags under multiple inheri…",
          "author_name": "Vedant Sachin Malode",
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          "oid": "ac01912177d41e0c104a879067bcd0e405ff7062",
          "body": "… inheritance (#511)\n\n## Fix incorrect tag/config resolution in diamond inheritance\n\n### Summary\n\n`_FlagManager._get_class_flags` currently uses `hasattr` and `getattr`\nwhen iterating over the class MRO.\nBecause `getattr` follows Python's full attribute lookup chain, classes\nthat do not define `_tag\n[…]\nMixin(A):\n    _tags = {\"handles_missing_data\": True}\n\nclass MyBase(A):\n    pass\n\nclass Concrete(MyBase, MissingDataMixin):\n    _tags = {\"custom_flag\": True}\n\nConcrete().get_tag(\"handles_missing_data\")",
          "is_bot": false,
          "headline": "[BUG] Fix incorrect tag resolution in `_get_class_flags` with diamond…",
          "author_name": "David laid",
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          "oid": "fa1b62804179da98a04cb92a70e003aae816ed83",
          "body": "…` to auto-detect (#466)\n\n#### Reference Issues/PRs\n\nCloses #159\n\n\n#### What does this implement/fix? Explain your changes.\n<!--\nA clear and concise description of what you have implemented. Remember\nto implement\nunit tests and docstrings if your pull request commits code to the\nrepository.\n-->\n\nSets `attr_name` to `None` and auto detect from\n\"named_object_parameters\" of `attr_name` remains `None`",
          "is_bot": false,
          "headline": "[ENH] change `_MetaObjectMixin._check_objects` default for `attr_name…",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2026-04-19T19:00:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bfe22c4a8d9179e9815e34b368c41c941bef1d0",
          "body": "Adds a new GitHub Actions workflow\n`.github/workflows/test_deep_equals_compat.yml`\nthat tests `deep_equals` against older versions of numpy and pandas\nusing uv's\n`--exclude-newer` flag, as proposed in #532.\n\nThree matrix jobs are added:\n- `numpy-1x-cutoff` — cutoff Jan 2024, resolves numpy 1.x (befo\n[…]\nsolves the\nintended older versions.\nThe approach (uv --exclude-newer to simulate older environments) was\nagreed\nwith @fkiraly in #532. Happy to adjust cutoff dates or add further\ntimepoints\nif needed.",
          "is_bot": false,
          "headline": "[MNT] downwards compatibility testing for deep_equals (#537)",
          "author_name": "Siddhi Khandelwal",
          "author_login": "sid200727",
          "committed_at": "2026-04-19T17:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d334c89963dec497640ad78b2933012bcc17901f",
          "body": "… PEP 503 (#544)\n\nFixes #543, by also normalizing underscores and dots in package names\npassed to `_check_soft_dependencies`.\n\nExpands the test for `_check_soft_dependencies` to include package names\nunderscore or dot in place of hyphen.",
          "is_bot": false,
          "headline": "[BUG] normalize package names in `_check_soft_dependencies` following…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-18T21:40:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "033dff32400847ee60841890349141f6eff133fe",
          "body": "Accidentally, `pyproject.toml` was not pushed for the 0.13.2 release.\n\nNo upload happened since the CI caught the inconsistency - this just\nneeds to get fixed.",
          "is_bot": false,
          "headline": "[MNT] fix 0.13.2 release version in `pyproject.toml` (#542)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-13T20:16:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e4fbe5c4c8953a514665f5af819e9489f64d074",
          "body": "Release 0.13.2\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.13.2 (#541)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-12T20:59:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08998867a68a45ffcb2a24bc53b4f1e76557aa3e",
          "body": "updates:\n- [github.com/psf/black-pre-commit-mirror: 26.3.0 →\n26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/26.3.0...26.3.1)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#535)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-04-12T16:43:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f1fd02069c7603f38b472c591043096ad065e28",
          "body": "Bumps\n[codecov/codecov-action](https://github.com/codecov/codecov-action) from\n5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump codecov/codecov-action from 5 to 6 (#538)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-28T13:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef2a332454c2e4bf119ed70a69a84dd83f42151b",
          "body": "…6.0.0 to <7.0.0 (#534)\n\nUpdates the requirements on\n[sphinx-issues](https://github.com/sloria/sphinx-issues) to permit the\nlatest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-issues requirement from <…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-25T19:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09d0e327d1d5ac4e2a00dea488876b9ab9826448",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 26.1.0 →\n26.3.0](https://github.com/psf/black-pre-commit-mirror/compare/26.1.0...26.3.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#522)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-14T17:15:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28d07555f8e14a4e788b809fa6f7a1b1e257193f",
          "body": "Title: Fix cross-class equality in BaseObject.__eq__\n\n## Summary\n\n`BaseObject.__eq__` previously only checked that `other` was an instance\nof\n`BaseObject`, but did not verify that both objects were of the same\nclass.\n\nThis allowed two different estimator classes with identical parameter\nnames\nand va\n[…]\nmented contract\n- No behavior change for same-class comparisons\n\n## Tests\n\nAdded coverage to ensure:\n- Cross-class objects with identical params are not equal\n- Non-BaseObject comparisons return False",
          "is_bot": false,
          "headline": "[BUG] Fix `__eq__` missing class type check (#507)",
          "author_name": "David laid",
          "author_login": "WHOIM1205",
          "committed_at": "2026-03-05T20:05:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "104a762c3fb7a36e581947e58f2def843033908e",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.0 →\n8.0.1](https://github.com/pycqa/isort/compare/8.0.0...8.0.1)\n- [github.com/PyCQA/bandit: 1.9.3 →\n1.9.4](https://github.com/PyCQA/bandit/compare/1.9.3...1.9.4)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#509)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-02T23:46:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b41ef429e1db395b3b1c0669447c39d8a9bf05c4",
          "body": "… `test_base.py` (#496)\n\n#### Reference Issues/PRs\nFixes #495\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves a `SparseEfficiencyWarning` triggered during the test\nsuite in\n`skbase/tests/test_base.py::test_clone_none_and_empty_array_nan_sparse_matrix`.\n\nPreviously, `sp.csr\n[…]\narray_nan_sparse_matrix` to ensure it aligns\nwith `skbase` testing standards for sparse matrices.\n\n#### Any other comments?\nTested locally using `pytest`. The warning has been successfully\neliminated.",
          "is_bot": false,
          "headline": "[ENH] Fix `SparseEfficiencyWarning` when comparing sparse matrices in…",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-03-01T00:55:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5ecc8c94ea9118a4d2941b978bd2634931a619b2",
          "body": "#### Reference Issues/PRs\nFixes #497\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves an issue in\n`skbase/tests/test_tagaliaser.py::test_tag_aliaser` where 10 expected\n`FutureWarning` messages were leaking into the pytest console output.\n\nThe test correctly interacts with d\n[…]\nFutureWarning)` context\nmanager in `test_tag_aliaser`.\n\n#### Any other comments?\nTested locally using `pytest`. The 10 leaking warnings have been\nsuccessfully caught and cleared from the test summary.",
          "is_bot": false,
          "headline": "[MNT] Catch expected FutureWarnings in test_tag_aliaser (#498)",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-03-01T00:53:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9f969e2899b7feabf4c44d4b47f7dcb77120f5f2",
          "body": "…506)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 6 to 7 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T00:51:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7561224088d29feeb4993bc77f4644351e208a7f",
          "body": "…(#505)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 7 to 8.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 7 to 8 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T00:51:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ff40f334308639d0f17be5e2df779e58448da34",
          "body": "#### Reference Issues/PRs\nFixes #499 \n\n#### What does this implement/fix? Explain your changes.\nThis PR updates the hardcoded `black==20.8b1` dependency in the\n`nbqa-black` pre-commit hook to `black>=22.3.0`.\n\nThe legacy version from 2020 relies on the deprecated `typed-ast`\npackage, which fails to \n[…]\nhook\nrequirements without breaking formatting CI.\n\n#### Any other comments?\nTested locally on macOS ARM64 / Python 3.14. The `pre-commit`\nenvironment now installs smoothly without compilation crashes.",
          "is_bot": false,
          "headline": "[MNT] Update legacy black dependency in pre-commit hook (#500)",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-02-25T17:59:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a7584a3af5ca3c460063ce902e1ea9a44dd34dd4",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 7.0.0 →\n8.0.0](https://github.com/pycqa/isort/compare/7.0.0...8.0.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#501)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-02-25T17:53:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93eeff0f10154786e3401c67a50bd63216c1179d",
          "body": "…tError & AttributeError in `_safe_import` (#494)\n\n#### Reference Issues/PRs\nFixes #493 by moving functionality from `sktime` to `skbase`.\n\n#### What does this implement/fix? Explain your changes.\nI have added a catch-all exception block in `_safe_import` instead of\nthe current exception block, whic\n[…]\n## Did you add any tests for the change?\nYes, added `test_safe_import_catches_non_import_error` in\n`skbase/utils/dependencies/tests/test_safe_import.py` to check the flow\nof catch-all exception block.",
          "is_bot": false,
          "headline": "[ENH] Added catch all exceptions block instead of just catching Impor…",
          "author_name": "Nirbhai",
          "author_login": "RecreationalMath",
          "committed_at": "2026-02-25T17:52:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc6e827505a79d94a67e8aab1805b91224691547",
          "body": "Release 0.13.1\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.13.1 (#490)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-25T11:22:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a428675a4b66f5cb00653bcaa2e564c82b43b382",
          "body": "…<9.0.0 to !=7.2.0,<10.0.0 (#486)\n\nUpdates the requirements on\n[sphinx](https://github.com/sphinx-doc/sphinx) to permit the latest\nversion.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx requirement from !=7.2.0,…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-24T08:26:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83f8aec74e6ce2142dd7b0d1362c4f99c2418068",
          "body": "Deletes the unused `cancel.yml` workflow and third party dependencies\ntherein.\n\nThe logic is already covered by the `concurrency` setting.",
          "is_bot": false,
          "headline": "[MNT] Delete unused `cancel.yml` workflow (#489)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-24T08:25:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af92c7064d108685d2bf5b45f319aefa1d1ccdfa",
          "body": "…2.1 to 0.13.0 (#487)\n\nBumps\n[styfle/cancel-workflow-action](https://github.com/styfle/cancel-workflow-action)\nfrom 0.12.1 to 0.13.0.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump styfle/cancel-workflow-action from 0.1…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-22T22:16:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55ac6f247ca3b565140e3b1cfcb1f9fdfe78468d",
          "body": "…482)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 5 to 6 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-22T22:15:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34515b1b56a2a0b84057c69a7d0fecf357b8aae9",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.12.0 →\n26.1.0](https://github.com/psf/black-pre-commit-mirror/compare/25.12.0...26.1.0)\n- [github.com/PyCQA/bandit: 1.9.2 →\n1.9.3](https://github.com/PyCQA/bandit/compare/1.9.2...1.9.3)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#488)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-01-22T22:15:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a79942a6028540ea44ef4db7c500cc2eeb59bb4",
          "body": "#### Reference Issues/PRs\n\nfixes #483",
          "is_bot": false,
          "headline": "[BUG] fix #483 (change .append() to .extend()) (#484)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2026-01-04T13:40:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88c5935325cadee0ad62584a9d1dd1880021b0a8",
          "body": "…(#481)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 6 to 7 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-04T00:00:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f36ab1214d85a7e69898087e4d37970c2891452",
          "body": "adds a precommit skip for a single `delattr` use in tests",
          "is_bot": false,
          "headline": "[MNT] add precommit skip for `delattr` use in test (#485)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-03T23:30:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efe18328bbe52c7cfc351a338904f1bd9450462c",
          "body": "#### Reference Issues/PRs\n\nFixes https://github.com/sktime/skpro/issues/95 after moving git_diff\nfrom sktime and skpro to skbase.\n\n#### What does this implement/fix? Explain your changes.\n\nThis PR adds git_diff from utils.git_diff to skbase which is a refactor\nbecause the same code is used in both skpro and sktime, This PR adds\ngit_diff in skbase and will import this git_diff in skpro and sktime.\nThe git_diff files and related tests will be removed from skpro and\nsktime and will be added here.",
          "is_bot": false,
          "headline": "[ENH] move `git_diff` utility from `sktime` to `skbase` (#471)",
          "author_name": "Param Thakkar",
          "author_login": "ParamThakkar123",
          "committed_at": "2025-12-21T12:52:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0f54f6c965c7eda35ed7ca35fe2016b276227ab",
          "body": "#### Reference Issues/PRs\nFixes #163.\n\n\n#### What does this implement/fix? Explain your changes.\ntest_object_html_repr.py — new test to ensure\n_object_html_repr(meta_object) returns an HTML string and does not\nraise.",
          "is_bot": false,
          "headline": "[ENH] regression test for HTML repr of meta-objects (#473)",
          "author_name": "Arnav Kapoor",
          "author_login": "arnavk23",
          "committed_at": "2025-12-13T22:34:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29480ac2cbce4a693f3cb6be602a2544be27aa42",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.11.0 →\n25.12.0](https://github.com/psf/black-pre-commit-mirror/compare/25.11.0...25.12.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#480)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-12-11T22:20:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4440fe6d77a383785aa5e0f3700963fade8e771",
          "body": "…<0.20.0 to <0.21.0 (#479)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-gallery requirement from …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-07T14:34:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3546e9ae944a3c981521c2c3981129cca36bffc0",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/PyCQA/bandit: 1.8.6 →\n1.9.2](https://github.com/PyCQA/bandit/compare/1.8.6...1.9.2)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#470)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-11-28T11:29:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a755252a15b51b9e7a98d435fc36cc594fb084bf",
          "body": "#### Reference Issues/PRs\n\n#324\n\n#### What does this implement/fix? Explain your changes.\n\nTowards #324 by adding support in `deep_equals` for jax arrays. This PR\nalso adds a lot of tests for jax arrays.",
          "is_bot": false,
          "headline": "[ENH] `deep_equals` plugin for `jax` arrays (#477)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-11-28T00:54:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "390913e3c4e186ff60802d418e0ae5e2909487d9",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to\n6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 5 to 6 (#475)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-22T11:53:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "477ac96ca66ceeaa7a82801b214f84542af38ce5",
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          "is_bot": false,
          "headline": "[BUG] ensure `BaseMetaObject` resets at `set_params`; add 'test_set_p…",
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          "is_bot": false,
          "headline": "[ENH] ensure _get_installed_packages does not break in case of empty …",
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          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 4 to 5 (#…",
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          "body": "…(#462)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 5 to 6 …",
          "author_name": "dependabot[bot]",
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          "headline": "[pre-commit.ci] pre-commit autoupdate (#468)",
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          "headline": " [BUG] Fix Metaclass lookup (#457)",
          "author_name": "Simon Blanke",
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          "headline": "[BUG] exceptions - fix `B042` pre-commit issue (#465)",
          "author_name": "Franz Király",
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          "body": "The `case_sensitive` argument in `_check_soft_dependencies` was broken\nwith a sync from `sklearn`, currently it is not used.\n\nThis PR fixes the argument, and also adds regression tests for the\nargument.",
          "is_bot": false,
          "headline": "[BUG] fix `case_sensitive` argument in `_check_soft_dependencies` (#464)",
          "author_name": "Franz Király",
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          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#458)",
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          "oid": "8c23c795ba98613b617106c0ea9e41f5e261e491",
          "body": "#### Reference Issues/PRs\n\nFixes #112 by adding a test\n\n\n#### What does this implement/fix? Explain your changes.\n\nThis does not fix anything, since the bug is apparently already fixed by\n#115. But it adds a minimal test.\n\nThe test creates a dummy module to test the behaviour of `all_objects`.\nThis \n[…]\nndent\nfrom the existing code. I verified, that the test fails (in an expected\nway) before #115 was merged (while all other tests passed). So this test\nshould give some additional safety in the future.",
          "is_bot": false,
          "headline": "[BUG] regression test certifying for fix #115 (#460)",
          "author_name": "Simon Blanke",
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          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 5\nto 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 5 to 6 (#459)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-14T15:04:23Z",
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          "body": "release 0.13.0 changelog",
          "is_bot": false,
          "headline": "[DOC] release 0.13.0 changelog (#456)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:26:14Z",
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          "is_bot": false,
          "headline": "Release 0.13.0 (#455)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:20:42Z",
          "body_truncated": false,
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        {
          "oid": "33116a56bbb63b64f36add5d71a11d8c99d07016",
          "body": "Updates `TagAliaserMixin` to the state of `sktime`, adds tests.",
          "is_bot": false,
          "headline": "[ENH] `TagAliaserMixin` updated to `sktime` state, added tests (#454)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:17:39Z",
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        },
        {
          "oid": "55f3f95fca847f4b882dc8832603b8ea61e5bda4",
          "body": "Adds python 3.14 support and removes python 3.9 support.",
          "is_bot": false,
          "headline": "[MNT] python 3.14 compatibility and python 3.9 end-of-life (#453)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:05:35Z",
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        },
        {
          "oid": "b25d1e1a48fcc67697d61c772d46b3a8145f766f",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 6.0.1 →\n6.1.0](https://github.com/pycqa/isort/compare/6.0.1...6.1.0)\n- https://github.com/psf/black →\nhttps://github.com/psf/black-pre-commit-mirror\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#451)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-10-08T19:10:27Z",
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          "is_coding_agent": false
        },
        {
          "oid": "b6eb583ee9443e0e720eb2f5af0f9aad709c85dd",
          "body": "Bumps [github/codeql-action](https://github.com/github/codeql-action)\nfrom 3 to 4.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump github/codeql-action from 3 to 4 (#452)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-08T19:10:20Z",
          "body_truncated": false,
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        },
        {
          "oid": "388780e5ad5ab5ab63cc4d766da9936b5b67c4ce",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black: 25.1.0 →\n25.9.0](https://github.com/psf/black/compare/25.1.0...25.9.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#450)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-09-25T06:49:02Z",
          "body_truncated": false,
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        },
        {
          "oid": "c1b2f7ae5bd548cf423a76aa3597f07c08014320",
          "body": "Found few misspellings like DEAULT_CLONE_PLUGINS\n\n-> https://github.com/crate-ci/typos",
          "is_bot": false,
          "headline": "[DOC] Fix typos (#449)",
          "author_name": "Viktor Szépe",
          "author_login": "szepeviktor",
          "committed_at": "2025-09-20T15:24:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "d80ad0d0642564b4432a0b1f445a2371091da8ad",
          "body": "Release 0.12.6\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.12.6 (#448)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-18T22:05:48Z",
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        },
        {
          "oid": "207c926aa7d088365ed3218ce4176f32f8378345",
          "body": "…fixture generation handling (#446)\n\nThis PR improves the functionality of `QuickTester`:\n\n* improved verbosity levels, `verbose` can now be an integer that allows\ngranular control on whether printout from the tests are displayed or not\n* customizable fixture generation from the input object `obj` - in case\nthis is different from the class/instance mechanism, e.g., using a\npackage mechanism, see here for an example:\nhttps://github.com/sktime/pytorch-forecasting/pull/1954",
          "is_bot": false,
          "headline": "[ENH] improved `QuickTester`: verbosity levels, plugin structure for …",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-18T17:06:12Z",
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          "oid": "b5bbd1df1ae9ff60ba02847736fbf649f52a3c1a",
          "body": "The `TagAliaserMixin` methods `get_tag` and `get_class_tag` were not\nbehaving as intended: they were not aliasing the tags.\n\nThis is fixed by delegating to the correctly behaving `get_tags` and\n`get_class_tags` in case a tag is aliasing or aliased.",
          "is_bot": false,
          "headline": "[BUG] fix `TagAliaserMixin` `get_tag` and `get_class_tag` (#445)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-18T17:02:48Z",
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          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/asottile/blacken-docs: 1.19.1 →\n1.20.0](https://github.com/asottile/blacken-docs/compare/1.19.1...1.20.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#447)",
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        },
        {
          "oid": "4162ef9dd0889a269708ca054ce051523dfab3a6",
          "body": "…ting` (#441)\n\nupdates `_safe_import` to the state in `sktime` and `pytorch_forecasting`",
          "is_bot": false,
          "headline": "[ENH] update `_safe_import` to state in `sktime` and `pytorch_forecas…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-07T17:17:07Z",
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        },
        {
          "oid": "37b8895468a17f8ff1eb90057d704c80e6905389",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 5 to 6 (#444)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-07T09:56:23Z",
          "body_truncated": false,
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        {
          "oid": "e932f7f0eda8b618e36ea05072f98d7968fbaeb6",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 4\nto 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 4 to 5 (#443)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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        {
          "oid": "1c6c4f4e5d5709a53fa3dd8259f6d7dbf002c557",
          "body": "From\nhttps://github.com/sktime/skpro/pull/583#pullrequestreview-3131917702",
          "is_bot": false,
          "headline": "[MNT] Check versions in wheels workflow (#440)",
          "author_name": "Viktor Szépe",
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          "committed_at": "2025-08-24T20:34:09Z",
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        {
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          "body": "Release 0.12.5\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.12.5 (#437)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-08-17T16:07:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "d8cc4185f43b807662f84a2d256da78d09b638b6",
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          "is_bot": false,
          "headline": "[MNT] remove deprecated `fix-encoding-pragma` hook from `pre-commit` …",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-08-17T14:40:51Z",
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          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 4 to 5 (#436)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-14T09:14:01Z",
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          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#435)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-08-12T11:18:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5131eb7f22fb211e433caba0dcad4fdb3382e46a",
          "body": "…(#434)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 4 to 5 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-12T11:18:11Z",
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        },
        {
          "oid": "d7071d98820e7e4cd223e7790115cdd72b122f9e",
          "body": "…mplete or corrupted package metadata (#433)\n\nThis PR ensures that `_get_installed_packages` does not break in case of\nincomplete or corrupted package metadata.\n\nFixes issue as observed in\nhttps://github.com/sktime/pytorch-forecasting/issues/1925.",
          "is_bot": false,
          "headline": "[ENH] ensure `_get_installed_packages` does not break in case of inco…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-31T15:05:27Z",
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        },
        {
          "oid": "fe82272f323bc0a7ed4b0f019c3255b51d952978",
          "body": "…in `wheels` release workflow (#432)\n\nreplaces the deprecated `windows-2019` runner with `windows-latest` in\n`wheels` release workflow",
          "is_bot": false,
          "headline": "[MNT] replace deprecated `windows-2019` runner with `windows-latest` …",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-23T22:08:29Z",
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        },
        {
          "oid": "d330fe542961843b2f97a37d015ecacd69e64d92",
          "body": "Release 0.12.4\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.12.4 (#431)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-23T21:59:17Z",
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        },
        {
          "oid": "d4207dbf3e5d881af41450336f7f323c9f8de22c",
          "body": "PR https://github.com/sktime/skbase/pull/428 forgot to update the\ndocstring as well. This PR adds the missing docstring entry.",
          "is_bot": false,
          "headline": "[DOC] add missing docstring argument for `QuickTester.run_tests` (#430)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-23T21:47:51Z",
          "body_truncated": false,
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        },
        {
          "oid": "f0400704a4abecb00f39d99e0028a8266e3c600f",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/flake8: 7.2.0 →\n7.3.0](https://github.com/pycqa/flake8/compare/7.2.0...7.3.0)\n- [github.com/PyCQA/bandit: 1.8.4 →\n1.8.6](https://github.com/PyCQA/bandit/compare/1.8.4...1.8.6)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#429)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-07-19T15:00:02Z",
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        },
        {
          "oid": "4bf003bba27657cf40ce375c1ed42abda5b17b43",
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                "key": "readme",
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                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 73,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.3
            },
            "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": "28 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 9/18 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "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": "20 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 12
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 51,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.982,
              "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": "55 of 56 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 55,
                      "sampled": 56
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.27
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "27 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 27,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 72525,
              "source_files_sampled": 70,
              "oversized_source_files": 1
            },
            "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": "1/70 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 70,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 8
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "tags",
          "label": "library",
          "source": "tag:framework",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-02T16:00:00.801913Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/sktime/skbase.svg",
  "full_name": "sktime/skbase",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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 v2.5.0, схема v0.27.0 — повна методологія · вікі метрик.

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