Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.23.0 · метрики 1.13.0 · 2026-07-21 20:19 UTC
skops-dev / skops
skops is a Python library helping you share your scikit-learn based models and put them in production
skops-dev/skops має індекс здоров’я 78 зі 100, що відповідає смузі «Добрий». Найвищий показник — Engineering Quality (95/100), найнижчий — AI Readiness (55/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконують 2 учасники.
78
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.
78
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
skops-devОрганізація
19 підписників1 публічний репозиторійз трав. 2022 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 |
|---|---|---|---|---|---|
| PyPI | skops | 0.14.0 | 18 648 984 | 16 | 92 дні тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
69
Активність розробки
69Помірний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 1 дн. тому |
| 12.5/36 | Ритм комітів — 18/52 тижнів із комітами |
| 13.6/18 | Обсяг комітів — 32 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — немає даних |
Використані вхідні дані
| commits_last_year | 32 |
| human_commit_share | 0,63 |
| days_since_last_push | 1 |
| active_weeks_last_year | 18 |
Дисципліна релізів
70Добрий
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 14 релізів |
| 16.2/36 | Свіжість релізів — останній реліз 349 дн. тому |
| 19.8/27 | Ритм релізів — реліз кожні ~106,7 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 14 |
| latest_release_tag | v0.13.0 |
| releases_from_tags | ні |
| days_since_latest_release | 349 |
| mean_days_between_releases | 106,7 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
78
Популярність і впровадження
64Помірний
Як обчислюється оцінка
| 44.1/60 | Зірки — 522 зірок |
| 15/25 | Форки — 64 форків |
| 4.7/15 | Спостерігачі — 8 спостерігачів |
Використані вхідні дані
| forks | 64 |
| stars | 522 |
| watchers | 8 |
| growth_state | organic |
| growth_factor_pct | 100 |
Здоров'я спільноти
77Добрий
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 18/18 | Настанови CONTRIBUTING |
| 0/13.5 | 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 | ні |
| has_pull_request_template | так |
Впровадження в екосистемі (завантаження)
100Відмінний
Як обчислюється оцінка
| 80/80 | Щомісячні завантаження — 18 648 984 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | skops |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 18 648 984 |
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?
71
Стійкість мейнтейнерів (бас-фактор)
57Помірний
Як обчислюється оцінка
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 12.8/22.5 | Розподіл комітів — головний контриб’ютор — автор 43% комітів |
| 13.5/13.5 | Широта контриб’юторів — 22 контриб’юторів |
| 0/10 | OpenSSF Scorecard: Contributors — немає даних |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 22 |
| top_contributor_share | 0,431 |
Реактивність на issue та PR
86Відмінний
Як обчислюється оцінка
| 40.7/46.8 | Вирішення issue — закрито 87% issue |
| 32.5/38.3 | Прийняття PR — злито 311/366 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — немає даних |
Використані вхідні дані
| merged_prs | 311 |
| open_issues | 20 |
| closed_issues | 135 |
| issue_closed_ratio | 0,871 |
| closed_unmerged_prs | 55 |
Власність та опіка
50Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 9.4/25 | Охоплення власника — 19 підписників у skops-dev |
| 10.6/25 | Послужний список — 1 публічних репозиторіїв, вік облікового запису ~4 р. |
Використані вхідні дані
| followers | 19 |
| owner_type | Organization |
| is_verified | — |
| owner_login | skops-dev |
| public_repos | 1 |
| account_age_days | 1 539 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 92 дн. тому |
| 20/20 | Історія версій — 16 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | skops |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 92 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
95
Інженерні практики
92Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 3 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — немає даних |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
100Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://skops.readthedocs.io/en/stable/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 5 тем |
| 10/10 | Wiki |
Використані вхідні дані
| topics | huggingface, machine-learning, mlops, scikit-learn, hacktoberfest |
| has_wiki | так |
| homepage | https://skops.readthedocs.io/en/stable/ |
| 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?
78
Стан безпеки
73Добрий
Як обчислюється оцінка
| 30/30 | Політика безпеки (SECURITY.md) |
| 25/25 | Конфігурація Dependabot |
| 0/25 | Файли фіксації залежностей — опублікована бібліотека — lockfile є справою застосунків, не очікується |
| 0/20 | Процес CodeQL |
Використані вхідні дані
| source | file_signals |
| lockfiles | — |
| manifests | docs/requirements.txt, pyproject.toml |
| has_codeql_workflow | ні |
| has_security_policy | так |
| has_dependabot_config | так |
Виключено з оцінювання (немає даних або не застосовно): Файли фіксації залежностей. Залишкові ваги перенормовано.
Сповіщення про залежності
100Відмінний
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 9 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:skops@0.14.0 — тим, що тягне за собою встановлення опублікованого пакета, — 9 пакетів. Досяжність не аналізується.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
55
Контекст і настанови для агентів
40У зоні ризику
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 62 з 63 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,984 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — Makefile, docs/Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 0/10 | Відтворюване середовище |
| 6/10 | Підтверджена практика роботи з агентами — 3 з останніх 100 комітів створено агентом або з його зазначенням |
| 8/8 | Автоматизоване супроводження — 37 з останніх 100 комітів — автоматичні оновлення залежностей |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — немає даних |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | Makefile, docs/Makefile |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | — |
| agent_commit_share | 0,03 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,37 |
Читабельність коду для моделей
53Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 53.3/55 | Керовані розміри файлів — 2/63 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 65 647 |
| source_files_sampled | 63 |
| oversized_source_files | 2 |
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 — examples |
Використані вхідні дані
| example_dirs | examples |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
522зірок GitHub
22контриб'юторів
32комітів за останні 12 місяців
1днів від останнього пушу
14релізів
2бас-фактор
20відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
Докладніше
Історія зірок і форків 522 ★ / 64 ⇿
522Зірки
64Форки
14Релізи
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.
Мажорні 0Мінорні 9Патчі 0
Кожна точка охоплює 4 днів.
Прямі залежності 5
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | numpy | >=1.25.0 | pyproject.toml |
| PyPI | scipy | >=1.10.0 | pyproject.toml |
| PyPI | scikit-learn | >=1.2 | pyproject.toml |
| PyPI | prettytable | >=3.9 | pyproject.toml |
| PyPI | packaging | >=17.0 | pyproject.toml |
Усі залежності 19
Повний розв'язаний набір залежностей із графа залежностей GitHub: 5 прямих і 14 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | numpy | — | пряма |
| PyPI | packaging | — | пряма |
| PyPI | prettytable | — | пряма |
| PyPI | scikit-learn | — | пряма |
| PyPI | scipy | — | пряма |
| PyPI | catboost | — | непряма |
| PyPI | fairlearn | — | непряма |
| PyPI | huggingface-hub | — | непряма |
| PyPI | lightgbm | — | непряма |
| PyPI | matplotlib | — | непряма |
| PyPI | numpydoc | — | непряма |
| PyPI | pandas | — | непряма |
| PyPI | rich | — | непряма |
| PyPI | sphinx | — | непряма |
| PyPI | sphinx-gallery | — | непряма |
| PyPI | sphinx-issues | — | непряма |
| PyPI | sphinx-prompt | — | непряма |
| PyPI | sphinx-rtd-theme | — | непряма |
| PyPI | xgboost | — | непряма |
Сповіщення про залежності 0
Встановлення pypi:skops@0.14.0 тягне 9 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"huggingface",
"machine-learning",
"mlops",
"scikit-learn",
"hacktoberfest"
],
"is_fork": false,
"size_kb": 1491,
"has_wiki": true,
"homepage": "https://skops.readthedocs.io/en/stable/",
"languages": {
"Python": 450983,
"Makefile": 149
},
"pushed_at": "2026-07-20T00:04:06Z",
"created_at": "2022-05-04T13:30:17Z",
"owner_type": "Organization",
"updated_at": "2026-07-21T06:20:53Z",
"description": "skops is a Python library helping you share your scikit-learn based models and put them in production",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "skops-dev",
"company": null,
"location": null,
"followers": 19,
"avatar_url": "https://avatars.githubusercontent.com/u/104910083?v=4",
"created_at": "2022-05-04T13:22:09Z",
"is_verified": null,
"public_repos": 1,
"account_age_days": 1539
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": null,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.13.0",
"kind": "minor",
"published_at": "2025-08-06T09:50:24Z"
},
{
"tag": "v0.12.0",
"kind": "minor",
"published_at": "2025-07-25T12:21:14Z"
},
{
"tag": "v0.11.0",
"kind": "minor",
"published_at": "2024-12-10T12:24:12Z"
},
{
"tag": "v0.10",
"kind": "other",
"published_at": "2024-08-08T14:05:43Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2023-10-23T12:23:08Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2023-06-28T10:06:50Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2023-06-07T10:44:18Z"
},
{
"tag": "v0.6",
"kind": "other",
"published_at": "2023-04-03T10:09:52Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2023-01-24T15:44:55Z"
},
{
"tag": "v0.4.0.post1",
"kind": "other",
"published_at": "2022-12-20T10:11:10Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2022-12-16T13:22:41Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2022-11-28T12:54:42Z"
},
{
"tag": "v0.2",
"kind": "other",
"published_at": "2022-08-25T14:19:26Z"
},
{
"tag": "v0.1",
"kind": "other",
"published_at": "2022-08-11T08:23:58Z"
}
],
"recent_commits": [
{
"oid": "0791e84ea03b8c3482370ba634209d2aa97c47e0",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.6 to 0.10.0.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.6...v0.10.0)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.9.6 to 0.10.0 (#522)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-07T12:55:30Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "50d3165fd6abd9183520ba59bfff57af1c131f37",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\nmajor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": true,
"headline": "Bump actions/checkout from 6 to 7 (#519)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-23T10:39:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "487e232053bdbc261b2026fc1b36a7abf87ec435",
"body": "* MNT bump nightly scikit-learn pin to 1.10.dev0\n\nThe scientific-python-nightly-wheels index no longer publishes\nscikit-learn 1.9.dev0, so pixi fails to solve the `default` and\n`ci-sklearn-nightly` environments. Since every CI job resolves the\n`default` environment, this broke all of CI (e.g. PR #51\n[…]\ndirectory like fig1, so it is cleaned up with it.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix nightly sklearn pin (#520)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2026-06-23T10:21:46Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "aa11c372aa727d53405bea75b6f59bbe17aa3343",
"body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6 to 7.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump codecov/codecov-action from 6 to 7 (#518)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-08T09:07:59Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c9b827dbf5306674c245440cef20d1d74b6be8a4",
"body": "* FIX overflow handling for sklearn nightly HTML repr\n\nNewer sklearn versions (1.9+) emit `sk-top-container` both as a CSS\nclass definition (.sk-top-container.sk-global { ... }) and as an HTML\nclass attribute. The previous naive string replace only ran when the\ntoken appeared exactly once and would \n[…]\ny, which was\nmissing from the v6 lock and would have broken the sklearn-nightly CI\nonce the new nightly wheels start depending on narwhals.\n\n* CI bump pixi version to v0.68.0 to support v7 lock format",
"is_bot": false,
"headline": "MNT remove HF-specific overflow injection from model plot (#517)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2026-05-26T08:42:40Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9581cd76a622b6c4600999fb2db1f4c164a8bd0e",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.5 to 0.9.6.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.5...v0.9.6)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.9.5 to 0.9.6 (#516)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-26T07:04:02Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f61636d4334ebb3a84546cdb47cf2cff670e0436",
"body": null,
"is_bot": false,
"headline": "MNT start new version 0.15.dev0 (#514)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2026-04-20T18:30:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e74ebfbd9c39b648e41358aa10f030d70149d855",
"body": "* Trust internal sklearn types needed for GB/HGB models\n\nAddress review comments from PR #508:\n- Add sklearn internal types to _trusted_types.py instead of creating\n a new SklearnInternalObjectNode (review comment 2)\n- Include internal types in ObjectNode's trusted defaults\n- Add tests that save/lo\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>\nCo-authored-by: adrinjalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "Trust internal scikit-learn types needed for GB/HGB models (#513)",
"author_name": "Copilot",
"author_login": "Copilot",
"committed_at": "2026-04-17T13:21:46Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "2c42dbb335d2f4586a6ad2e71af11d8e103c4d5d",
"body": "* MNT Update type hints to modern Python syntax\n\nAgent-Logs-Url: https://github.com/skops-dev/skops/sessions/6f0f4f08-6cde-47f1-81e0-33fd192d422e\n\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>\n\n* Fix missing blank line between imports in _convert.py\n\nAgent-Logs-Url: http\n[…]\nali@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>",
"is_bot": false,
"headline": "MNT: Update type hints to modern Python 3.10+ syntax (#511)",
"author_name": "Copilot",
"author_login": "Copilot",
"committed_at": "2026-04-13T17:35:44Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "7969d5d62954f91ba4051a86e469e157d111b938",
"body": "* DOC improve persist messages\n\n* update docs for changed/removed/unmaintained HF related stuff",
"is_bot": false,
"headline": "DOC refresh docs to represent current status more clearly (#512)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2026-04-13T16:37:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1576473e736a906d30df18b20c0ca96dd71764f2",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.4 to 1.14.0.\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.4...v1.14.0)\n\n---\nupdated-dependencies:\n- dep\n[…]\nminor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.12.4 to 1.14.0 (#510)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-13T15:11:55Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2639483ff8bca07705d4a34baea72dae71565620",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.3 to 0.9.5.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.3...v0.9.5)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\npatch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.9.3 to 0.9.5 (#509)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-13T15:11:46Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "27462774c9b8aeb08fd1d983a8e36f81cdd801c0",
"body": "* Change development status from Planning to Beta\n\n* Rename marie.sacksick@posteo.net to pyproject.toml\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "Maint: Change development status from Planning to Beta (#500)",
"author_name": "Marie Sacksick",
"author_login": "MarieSacksick",
"committed_at": "2026-04-13T15:11:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0e1c43ba0b15bc5438600fff430cd18d806a0ee3",
"body": "* SEC fix load module issue in LossNode\n\n* minor fix to pyproject.toml\n\n* remove id\n\n* fix QuantileForest\n\n* bumping scipy since there's a known issue with lapack on windows CI\n\n* update pixi lock file\n\n* trigger CI\n\n* regression test\n\n* update pixi\n\n* fix card tests",
"is_bot": false,
"headline": "Fix a security issue in LossNode (#506)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2026-04-13T13:39:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5861ce510a70413f0ae892003b0aa5312b3765e",
"body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump codecov/codecov-action from 5 to 6 (#507)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-03-30T11:58:11Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9e225a153be2072f325b6324d9791aff645c88f8",
"body": "* add sklearn1.8 test runs\n\n* run gha\n\n* use reg_param to avoid singularity\n\n* lint\n\n* Delete pixi.lock\n\n* Uncomment conditional for pytest job\n\n* Add back pixi.lock\n\n* bump up python version\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\n\n* bump up numpy version\n\nCo-authored-by: Adrin Jalal\n[…]\nearn nightly ver is 1.9.dev0\n\n* update pixi lock\n\n* comment to TODO for catboost issue\n\n* Update build-test.yml\n\n* undo mistake delete\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "MNT Fix CI issue from new scikit-learn==1.8.0 (#503)",
"author_name": "Ivan Ivanov",
"author_login": "divakaivan",
"committed_at": "2026-01-05T15:33:08Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fafc22dbbe10af7c0032d497dfa38211aa1161e4",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v5...v6)\n\n---\nupdated-dependenc\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump actions/checkout from 5 to 6 (#499)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-12-15T12:25:22Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "4abf4aeeccdebd95f65cb534dcfbfad94c794384",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.2 to 0.9.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.2...v0.9.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.9.2 to 0.9.3 (#497)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-11-13T13:53:12Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0cdfeb48acf19d2c74554c5363ee715ab4c2a687",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.1 to 0.9.2.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.1...v0.9.2)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.9.1 to 0.9.2 (#496)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-10-27T14:04:37Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9aed7034ccacbd555757e630365ee4dd0b1edc8d",
"body": "* Clean up deprecation warnings in pyproject.toml\n\nRan the gha on my fork and all besides 1 is still needed.\n\n* ignore `PassiveAggressiveClassifier`'s `FutureWarning`\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\n\n* ignore PassiveAgressive(Classifier|Regressor) warnings\n\n* fix SparseCoder test\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "CI Cleanup pytest warning/errors (#495)",
"author_name": "Ivan Ivanov",
"author_login": "divakaivan",
"committed_at": "2025-10-07T09:54:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0fa536e6583819c929896645cef192c42babdec0",
"body": null,
"is_bot": false,
"headline": "DOC Minor text cleanup in model card page (#494)",
"author_name": "Ivan Ivanov",
"author_login": "divakaivan",
"committed_at": "2025-10-03T15:23:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "25015879f0d166936a6fe687651473c5dd91d436",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.0 to 0.9.1.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.0...v0.9.1)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.9.0 to 0.9.1 (#493)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-10-02T14:16:00Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c183954b6b0ace2b999d37a5ae0c873eac0bcfc7",
"body": null,
"is_bot": false,
"headline": "MAINT: fix the way to point to the license file (#492)",
"author_name": "Guillaume Lemaitre",
"author_login": "glemaitre",
"committed_at": "2025-09-12T11:23:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f6d3f0fee9c1f8888be729a95b814a6707bc1c18",
"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n dependency-\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump actions/setup-python from 5 to 6 (#491)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-09-08T07:44:41Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d9294579e5c4f41c86f51c51b824c7c758fff75f",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v5)\n\n---\nupdated-dependenc\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump actions/checkout from 4 to 5 (#488)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-08-19T14:24:37Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "da7ffda51a9e202fbf06ebfc9d1a63708cc340a3",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.14 to 0.9.0.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.14...v0.9.0)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.14 to 0.9.0 (#489)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-08-19T14:24:02Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "de90d8355748507e042b25578ad17237f1242d04",
"body": null,
"is_bot": false,
"headline": "MNT post release changes (#487)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-08-06T11:17:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29d61ea8a92f2bde6830e8f32cc72a1a87211cda",
"body": "…ading (#485)\n\n* ENH harden Card by adding a flag to allow/disallow insecure pickle loading\n\n* improved typing for `trusted` arg in `Card`\n\n* TST updated test after `Card` hardening\n\n* ENH better exception handling when trying to load a pickle with allow_pickle=False\n\n* TST added tests for Card when pickle is passed and allow_pickle=False\n\n* changelog",
"is_bot": false,
"headline": "ENH harden Card by adding a flag to allow/disallow insecure pickle lo…",
"author_name": "Gabriele Digregorio",
"author_login": "io-no",
"committed_at": "2025-08-06T09:37:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5c457718a67229ca92190b718bdcbfe8a16672d8",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.12 to 0.8.14.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.12...v0.8.14)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 (#486)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-07-28T12:57:17Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d985ac91d2066754308b54c0dbd47ca0abcfede3",
"body": "* MNT post release changes\n\n* feedstock",
"is_bot": false,
"headline": "MNT post release changes (#484)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-07-25T12:41:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0aeca055509dfb48c1506870aabdd9e247adf603",
"body": "* ENH harden Method and Operator node audits\n\n* ...\n\n* ...\n\n* trigger CI\n\n* add tests\n\n* CI timeout\n\n* changelog\n\n* codecov count change\n\n* trigger CI",
"is_bot": false,
"headline": "ENH harden Method and Operator node audits (#482)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-07-25T12:01:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53cabd2c702b4d796656b64746df503b94024657",
"body": "* MNT update CI\n\n* ...\n\n* ...\n\n* ...\n\n* ...",
"is_bot": false,
"headline": "MNT fix CI issues (#481)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-07-22T14:06:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d43ebdd2c5e0a53a257d82435153eee6db44a7d7",
"body": "---\nupdated-dependencies:\n- dependency-name: prefix-dev/setup-pixi\n dependency-version: 0.8.12\n dependency-type: direct:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.10 to 0.8.12 (#480)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-07-21T08:31:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d508c21e420dfdc3f04a3175ea28950ecaec46c",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.8 to 0.8.10.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.8...v0.8.10)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.8 to 0.8.10 (#477)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-06-17T12:24:30Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c0a96e2ec55379ba77b88b9e0c1e94db2c0e3301",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.4 to 0.8.8.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.4...v0.8.8)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.4 to 0.8.8 (#476)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-04-23T12:11:44Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "cedb63ca7e762dc349967993b5529fcc93e4fa8e",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.3 to 0.8.4.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.3...v0.8.4)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.3 to 0.8.4 (#474)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-04-10T15:06:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5d35fcbb17ca710d714a03288c25b9007abf2f1b",
"body": "* FIX use rich.tree instead of rich.print\n\n* iter\n\n* iter\n\n* linter\n\n* few fixes\n\n* fix tags and adapt test color rich\n\n* fix\n\n---------\n\nCo-authored-by: adrinjalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "FIX use rich.tree instead of rich.print (#472)",
"author_name": "Guillaume Lemaitre",
"author_login": "glemaitre",
"committed_at": "2025-03-08T17:44:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcd2328feee7686ae76309ea60d52de69f17c4f1",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.2 to 0.8.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.2...v0.8.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.2 to 0.8.3 (#471)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-02-24T16:05:52Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2ec709c04785a280f8bf807a7c441aefec4011d7",
"body": "* ENH support types with a safe __reduce__\n\n* update pixi config\n\n* cleanup and add test\n\n* add sklearn12 to CI",
"is_bot": false,
"headline": "ENH support types with a safe __reduce__ (#467)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-02-18T17:00:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60ba9bfdd50913df93d94e21a888b0ba5a222d11",
"body": null,
"is_bot": false,
"headline": "MNT Add SECURITY.md (#470)",
"author_name": "Loïc Estève",
"author_login": "lesteve",
"committed_at": "2025-02-18T14:31:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9463fb9ddc32eac506288187aa59e19c78c6ece0",
"body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.1 to 0.8.2.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.1...v0.8.2)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump prefix-dev/setup-pixi from 0.8.1 to 0.8.2 (#469)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-02-17T11:55:38Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f032cc050a214683912526610ed663c2025eb08e",
"body": "* MNT replace tabular with prettytable\r\n\r\n* update lock file",
"is_bot": false,
"headline": "MNT replace tabular with prettytable (#466)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-01-30T13:04:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d69fef0f2df3e22bbb7067fca5f5bba489410850",
"body": "* MNT fix dependency versions\r\n\r\n* max sklearn=1.3 support\r\n\r\n* drop python=3.9\r\n\r\n* remove old code\r\n\r\n* update pixi.lock\r\n\r\n* linter",
"is_bot": false,
"headline": "MNT fix pixi config and support sklearn>=1.3 (#461)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-01-29T13:14:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d1d2afb6f3a198114ab812c74e3585e9a6439b6",
"body": "* remove some references\r\n\r\n* bulk remove hub_utils\r\n\r\n* remove getting started code\r\n\r\n* cleanup and same pixi version on CI",
"is_bot": false,
"headline": "MNT remove deprecated hub_utils (#462)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2025-01-29T12:07:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6dfba0b2128a682a0a9023164039b6e1712ac955",
"body": null,
"is_bot": false,
"headline": "DOC Add links to PyPI and conda-forge (#465)",
"author_name": "Dennis M. Pöpperl",
"author_login": "ykgmfq",
"committed_at": "2025-01-28T13:12:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8156f2a35ef772beedfbb18a76dfce629a0e4e37",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.12.4.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.12.4)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.12.3 to 1.12.4 (#463)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-01-27T14:06:50Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a4e8ba99c397558ff9a6b7badc7f2f1e6fc313ba",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.2 to 1.12.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.2...v1.12.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.12.2 to 1.12.3 (#460)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-12-16T10:06:54Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7eb8000f8cc1de046e12ca314420203b80a9dbd8",
"body": null,
"is_bot": false,
"headline": "MNT rename file (#458)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-12-10T13:56:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51fda7ceefbc2306ed0964fb6f0b1398a58c4cf6",
"body": null,
"is_bot": false,
"headline": "MNT fix link (#457)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-12-10T13:52:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21697e239f0bd7f1c96978b51aedcd0b930db5a9",
"body": null,
"is_bot": false,
"headline": "MNT add funding file to apply to floss.fund (#456)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-12-10T13:47:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "92b041bb66fa77d4599e118461ad6ccd49496d36",
"body": null,
"is_bot": false,
"headline": "MNT bump version (#455)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-12-10T12:41:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2bec2ca4f7fba400f99edb07d45f493dbe7fc132",
"body": "* fixes for cython objects\r\n\r\n* chnagelog\r\n\r\n* trigger CI\r\n\r\n* reduce -> reduced",
"is_bot": false,
"headline": "MNT support older cython types' reduce (#453)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-12-06T13:07:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "765fec33e175feb6c491947fcab173995fb1981d",
"body": null,
"is_bot": false,
"headline": "MNT set the default shell (#452)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-12-03T17:48:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c98560e66a62555d28cd9edd66f5bfbaf543cc06",
"body": "* move to pyproject.toml build system\r\n\r\n* remove setup.cfg\r\n\r\n* config and workflow\r\n\r\n* wanna see all runs\r\n\r\n* only run new ones\r\n\r\n* contributing docs\r\n\r\n* pixi versoin\r\n\r\n* mypy\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* trigger CI",
"is_bot": false,
"headline": "MNT moving to pixi for better CI reprodocibility (#451)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-12-03T16:35:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "00f5f071059d95159cfda54528101757c6652418",
"body": "* Fix _sgd imports\r\n\r\n* Fix _safe_tags import issue\r\n\r\n* Change _construct_instance import\r\n\r\n* Change get_tags syntax\r\n\r\n* Ignore FutureWarning in sklearn\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Ad\n[…]\n_construct_instances\r\n\r\n* Refactor get_input()\r\n\r\n* trigger CI\r\n\r\n* debug CI\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n---------\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "MNT Sklearn1.6 compatibility (#447)",
"author_name": "Tamara",
"author_login": "TamaraAtanasoska",
"committed_at": "2024-12-02T13:23:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fb356747ff465658ec4f8359b61fda895206d17f",
"body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump codecov/codecov-action from 3 to 5 (#449)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-11-19T09:51:20Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "16ffdd03289488e5fbfedf48064270b5dd2b36f4",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.11.0 to 1.12.2.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.2)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.11.0 to 1.12.2 (#448)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-11-11T10:59:34Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "678a2cf0186e452ef1838903ae822e2e2f25e775",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.3 to 1.11.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.3...v1.11.0)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.10.3 to 1.11.0 (#446)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-11-04T12:46:03Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7b5045bbfe92eca7392eeaa49a661bd19e4d2c8b",
"body": "* MNT add python 3.13 tests\r\n\r\n* remove model card deployer\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...",
"is_bot": false,
"headline": "MNT add python 3.13 tests (#445)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-10-25T12:56:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa8e5c3d5215aa1efcfdf2877884a75131317e73",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.1 to 1.10.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.10.1 to 1.10.3 (#442)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-10-15T10:27:34Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "35f46c5c6524ae99caf5e846ad32fad281527234",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.0 to 1.10.1.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.0...v1.10.1)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.10.0 to 1.10.1 (#438)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-09-17T10:22:52Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fc04ffced522bff4b6446bb2254224ffc81a1c30",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.9.0 to 1.10.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.9.0...v1.10.0)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n:production\r\n update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.9.0 to 1.10.0 (#437)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-09-05T11:41:01Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "4467309416af71f4787487c5f0ecd829c1133669",
"body": "* ENH correctly restore default_factory of a defaultdict\r\n\r\n* MNT add changelog for new version and bump version\r\n\r\n* add OrderedDict trusted\r\n\r\n* rename builtin type names to container type names\r\n\r\n* add test for OrderedDict\r\n\r\n* test type as well",
"is_bot": false,
"headline": "ENH correctly restore default_factory of a defaultdict (#433)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-08-08T14:03:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "17d6b2e6af7def55fd1fdd76bfa9fe343179d241",
"body": null,
"is_bot": false,
"headline": "MNT bump version on main (#436)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-07-22T14:10:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be2b79deaebef67658215eff1cdad1e6c6e95e8a",
"body": null,
"is_bot": false,
"headline": "DOC add warning on skops convert (#434)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-07-16T10:01:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4dae82de31be54f5989b769948ed244dd0fea8d4",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.14 to 1.9.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.14...v1.9.0)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.8.14 to 1.9.0 (#424)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-07-11T14:17:55Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "07bdefd2344f8bea754494678507fc7523e224da",
"body": "Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "FIX incorrect path in generated model card (#428)",
"author_name": "Camille Troillard",
"author_login": null,
"committed_at": "2024-07-05T11:54:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef7b19d235c14aaea5f065ec63903b23baf516f0",
"body": null,
"is_bot": false,
"headline": "DOC add changelog (#431)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-07-03T15:48:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2bfda5de47127844399e98195cd2aa8aa4e473ac",
"body": "* Revert \"MNT space creator only after merge\"\r\n\r\nThis reverts commit 3803876655d76d84f7287358de3eb272e380ea9b.\r\n\r\n* MNT fix card tests\r\n\r\n* fix np.random.Generator equality check\r\n\r\n* save numpy bit_generator's seed sequence\r\n\r\n* ignore np.core deprecation warning in whichmodule\r\n\r\n* TST check somet\n[…]\n file\r\n\r\n* fix workflow\r\n\r\n* absolute imports\r\n\r\n* ignore mypy already defined error\r\n\r\n* another go at testing numpy1\r\n\r\n* upgrade pip\r\n\r\n* ignore mypy\r\n\r\n* make windows happy\r\n\r\n* remove unused code",
"is_bot": false,
"headline": "MNT Support numpy2 (#429)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-07-03T15:29:21Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "25a9d99e1fa650f5442fe8d0ede3839c7b7219c7",
"body": "* SEC remove trusted=True\r\n\r\n* FIX make the rest of the fixes and make sure tests pass\r\n\r\n* TST add test for trusted=True\r\n\r\n* DOC add changelog\r\n\r\n* DOC update PR number\r\n\r\n* ENH make the error message more helpful\r\n\r\n* Address Benjamin's comments\r\n\r\n* CLN fix a typecheck to what we really want",
"is_bot": false,
"headline": "ENH remove `trusted=True` from skops.io.load(s) (#422)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-06-13T10:49:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f69b92873fe62e4f8881a93588dc9d49ba614adc",
"body": "* MNT space creator only after merge\r\n\r\n* Revert \"MNT space creator only after merge\"\r\n\r\nThis reverts commit 3803876655d76d84f7287358de3eb272e380ea9b.\r\n\r\n* MNT space creator on main only",
"is_bot": false,
"headline": "CI Space creator on `main` only (#423)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-06-10T13:45:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "167f1257130c33631c1f43b3d41bdc87b584b7cb",
"body": "* MNT refresh expired token\r\n\r\n* fix matplotlib deprecation\r\n\r\n* reformat\r\n\r\n* reformat\r\n\r\n* add version comment\r\n\r\n* add codecov token\r\n\r\n* token changed?\r\n\r\n* revert to codecov uploader v3",
"is_bot": false,
"headline": "MNT refresh expired token (#421)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-06-05T10:05:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "813a2402ad5f52039b3f825e6b913b7b8c73193f",
"body": "* Removes sklearn-intelex and updates changelog\r\n\r\n* Removes sklearn-intelex from the API\r\n\r\n* Update docs/changes.rst\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\r\n\r\n* Removes extra paragraph from examples.rst\r\n\r\n---------\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "MNT - Removes sklearn-intelex and updates changelog (#420)",
"author_name": "Thomas Lazarus",
"author_login": "lazarust",
"committed_at": "2024-05-14T12:00:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "384b4628122d95131136d8ff46f6adccdff5f229",
"body": "* Removes Python 3.8 support\r\n\r\n* Bump pypa/gh-action-pypi-publish from 1.8.12 to 1.8.14 (#416)\r\n\r\nBumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.12 to 1.8.14.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https\n[…]\n-----\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "MNT - Removes Python 3.8 support (#418)",
"author_name": "Thomas Lazarus",
"author_login": "lazarust",
"committed_at": "2024-05-03T09:50:51Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "510e4ae6f6cb42f0041977126464e87ed2e2f4ac",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.12 to 1.8.14.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.12...v1.8.14)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.8.12 to 1.8.14 (#416)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-04-23T14:21:18Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "38b38f43d3b4720e9db575296133a51e063d3672",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.11 to 1.8.12.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.11...v1.8.12)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.8.11 to 1.8.12 (#413)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2024-03-05T08:57:02Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5972c0d650fefecd3c17f803d28d3ea96407bc2b",
"body": null,
"is_bot": false,
"headline": "CI fix codecov token (#415)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-03-05T08:14:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6737e7805f8c77b0fe28c95042f2a32332620051",
"body": "* CI pin pytest to <8 for flaky\r\n\r\n* alternative method\r\n\r\n* fix bash",
"is_bot": false,
"headline": "CI pin pytest to <8 for flaky (#414)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-03-04T16:54:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "299241346f34e0cd31b119192e0bae8e920c4319",
"body": "* Empty commit for testing\r\n\r\n* Let's check if adding .fixes fixes the error",
"is_bot": false,
"headline": "FIX parse_version import from sklearn (#412)",
"author_name": "Benjamin Bossan",
"author_login": "BenjaminBossan",
"committed_at": "2024-02-29T07:22:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bcc1ec5f0f1bcd76f22df4cfebda587d1385695f",
"body": null,
"is_bot": false,
"headline": "MNT bump codecov uploader (#410)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-02-14T10:32:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eedd628958d22304545cde12aeef3e35fde537f9",
"body": "* MNT ignore pandas warning\r\n\r\n* fix regex\r\n\r\n* trigger ci\r\n\r\n* MNT ignore fairlearn's warning",
"is_bot": false,
"headline": "MNT ignore pandas warning (#409)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2024-02-07T13:42:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bed8339ee427cad56cad6a4db756b5514446eea9",
"body": "Return type from client.model_info.lastModified is now a tz-aware\r\ndatetime object.",
"is_bot": false,
"headline": "Fix failing clean_skops.py script (#407)",
"author_name": "Benjamin Bossan",
"author_login": "BenjaminBossan",
"committed_at": "2024-01-05T15:19:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "70d7335c092f9e9e2fedfd965f2d08a9186e019a",
"body": null,
"is_bot": false,
"headline": "TST expect warning in API call (#403)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2023-12-14T14:29:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "01f43009915ce8569bdd5f578ed26891399f2a79",
"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.\r\n- [Release notes](https://github.com/actions/setup-python/releases)\r\n- [Commits](https://github.com/actions/setup-python/compare/v4...v5)\r\n\r\nAlso:\r\n\r\n- rotate HF token\r\n- fix doctests (for sklearn nightly)\r\n\r\n---\r\nup\n[…]\n update-type: version-update:semver-major\r\n...\r\n\r\n---------\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "MNT Bump actions/setup-python from 4 to 5 and fix tests (#405)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2023-12-13T10:44:09Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9c37be483073981288eb89d5f821636dd9bd7735",
"body": null,
"is_bot": false,
"headline": "MNT post 0.9 release (#400)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2023-12-04T15:54:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4010ad230151902d0313dda8d7ba1cce343b0528",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.10 to 1.8.11.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.10...v1.8.11)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "MNT Bump pypa/gh-action-pypi-publish from 1.8.10 to 1.8.11 (#402)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-12-04T15:34:51Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "20a72bcde3fe1ebad135410ac4bd394bb29ff4e4",
"body": null,
"is_bot": false,
"headline": "CI move to pypi's trusted publisher workflow (#399)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2023-10-23T11:54:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60d706368680b9a6640ae894689a4e39973d905e",
"body": "* DEPR hub_utils.push\r\n\r\n* use new linters\r\n\r\n* remove examples using push\r\n\r\n* use and simplify california housing example",
"is_bot": false,
"headline": "DEPR hub_utils.push (#398)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2023-10-23T09:58:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41f71fd9e9ce0c1544dedf30e69c8327ab20ac11",
"body": null,
"is_bot": false,
"headline": "MNT update linters and use ruff (#397)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2023-10-13T16:01:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98541de250011f54301caf07c92b9e2d6dd1587a",
"body": null,
"is_bot": false,
"headline": "DEPR deprecate hub_utils.get_model_output (#396)",
"author_name": "Adrin Jalali",
"author_login": "adrinjalali",
"committed_at": "2023-10-12T12:43:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6c1ae914f6b625478203ab581201f1f7e0ae38b",
"body": "Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "FIX: fixed `get_log_level` when level = 3 (#346)",
"author_name": "Edoardo Abati",
"author_login": "EdAbati",
"committed_at": "2023-10-12T12:04:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "933edbe48764050821843dbfe5588735977107f9",
"body": null,
"is_bot": false,
"headline": "MNT: updates to HF Hub, manage fairlearn deprecation (#392)",
"author_name": "Benjamin Bossan",
"author_login": "BenjaminBossan",
"committed_at": "2023-10-11T12:49:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a3c01277529685755b8481dba277b38ff080eb9",
"body": "Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "MNT Bump actions/checkout from 3 to 4 (#390)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-09-18T16:31:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e21b30853bc22f2525ecfb77d303a1c1289cf6e8",
"body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.8 to 1.8.10.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.8...v1.8.10)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n:production\r\n update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pypa/gh-action-pypi-publish from 1.8.8 to 1.8.10 (#387)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-08-14T09:44:47Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "61aa5343a08d8813dc3d0d574abfe6371c3c70a5",
"body": "Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>",
"is_bot": false,
"headline": "ENH: Quantile Forest Support (#384)",
"author_name": "Reid Johnson",
"author_login": "reidjohnson",
"committed_at": "2023-08-03T17:07:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8523d202e3360e74b5eea3f004480561dee53be",
"body": "* Fix DecisionTree Visualization\r\n\r\nReturn empty if node is a constructor.\r\n\r\n* Update visualization tests\r\n\r\nSwap LogisticRegression or RandomForestRegressor\r\n\r\n* Visualize type object\r\n\r\n* Add visualize tests for decision trees\r\n\r\n* Revert changes\r\n\r\n* Pass trust info to child\r\n\r\n* Pass as explicit kwargs and update docstring\r\n\r\n* Add changelog\r\n\r\n* Wrap constructor in TypeNode\r\n\r\n* Update DT unit test names\r\n\r\n* Use get_module\r\n\r\n* Fix DT unit test for sklearn 1.4",
"is_bot": false,
"headline": "FIX: Decision Tree Visualization (#386)",
"author_name": "Reid Johnson",
"author_login": "reidjohnson",
"committed_at": "2023-08-01T09:44:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "923dafb64433f599b2f62f8b746938979e1aea03",
"body": "Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "MNT Bump pypa/gh-action-pypi-publish from 1.8.7 to 1.8.8 (#382)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-07-19T21:26:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2199aba79e657c242d85fca0e7b7e6e8b636521",
"body": "Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
"is_bot": false,
"headline": "MNT: Support Catboost for Python 3.11 (#380)",
"author_name": "Edoardo Abati",
"author_login": "EdAbati",
"committed_at": "2023-07-07T10:12:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae9d73976720511f104d51e4275124f8abb2431d",
"body": "Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "MNT Bump pypa/gh-action-pypi-publish from 1.8.6 to 1.8.7 (#379)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-07-05T10:54:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e5632e4d361405102d935e6a066b5e73bc88d45",
"body": "…istence issue (#375)",
"is_bot": false,
"headline": "MNT: Update repo URL of sklearn nightly build, fix sparse matrix pers…",
"author_name": "Benjamin Bossan",
"author_login": "BenjaminBossan",
"committed_at": "2023-07-05T10:53:45Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 14,
"commits_last_year": 32,
"latest_release_at": "2025-08-06T09:50:24Z",
"latest_release_tag": "v0.13.0",
"releases_from_tags": false,
"days_since_last_push": 1,
"active_weeks_last_year": 18,
"days_since_latest_release": 349,
"mean_days_between_releases": 106.7
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 75,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "skops",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 4 - Beta",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"License :: OSI Approved",
"Operating System :: MacOS",
"Operating System :: Microsoft :: Windows",
"Operating System :: POSIX",
"Operating System :: Unix",
"Programming Language :: Python",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: Implementation :: CPython",
"Topic :: Scientific/Engineering",
"Topic :: Software Development"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/skops/",
"is_deprecated": false,
"latest_version": "0.14.0",
"repository_url": "http://github.com/skops-dev/skops",
"versions_count": 16,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 18648984,
"first_published_at": "2022-05-04T13:58:51.970858Z",
"latest_published_at": "2026-04-20T18:23:55.336389Z",
"latest_version_yanked": null,
"days_since_latest_publish": 92
}
]
},
"popularity": {
"forks": 64,
"stars": 522,
"watchers": 8,
"fork_history": {
"days": [
{
"date": "2022-05-04",
"count": 1
},
{
"date": "2022-05-13",
"count": 1
},
{
"date": "2022-08-08",
"count": 1
},
{
"date": "2022-08-11",
"count": 1
},
{
"date": "2022-09-11",
"count": 1
},
{
"date": "2022-10-04",
"count": 1
},
{
"date": "2022-10-05",
"count": 3
},
{
"date": "2022-10-07",
"count": 2
},
{
"date": "2022-10-14",
"count": 1
},
{
"date": "2022-10-17",
"count": 1
},
{
"date": "2022-10-19",
"count": 2
},
{
"date": "2022-10-20",
"count": 1
},
{
"date": "2022-10-26",
"count": 1
},
{
"date": "2022-10-27",
"count": 1
},
{
"date": "2022-11-08",
"count": 1
},
{
"date": "2022-11-30",
"count": 2
},
{
"date": "2022-12-01",
"count": 1
},
{
"date": "2022-12-08",
"count": 1
},
{
"date": "2022-12-10",
"count": 1
},
{
"date": "2022-12-27",
"count": 1
},
{
"date": "2023-01-15",
"count": 1
},
{
"date": "2023-02-02",
"count": 1
},
{
"date": "2023-02-03",
"count": 1
},
{
"date": "2023-02-08",
"count": 1
},
{
"date": "2023-02-20",
"count": 1
},
{
"date": "2023-04-24",
"count": 1
},
{
"date": "2023-07-04",
"count": 1
},
{
"date": "2023-07-24",
"count": 1
},
{
"date": "2023-10-12",
"count": 2
},
{
"date": "2023-10-17",
"count": 1
},
{
"date": "2023-10-23",
"count": 1
},
{
"date": "2024-05-09",
"count": 1
},
{
"date": "2024-06-12",
"count": 1
},
{
"date": "2024-06-19",
"count": 1
},
{
"date": "2024-07-04",
"count": 2
},
{
"date": "2024-10-17",
"count": 1
},
{
"date": "2024-11-13",
"count": 1
},
{
"date": "2025-01-28",
"count": 1
},
{
"date": "2025-02-18",
"count": 1
},
{
"date": "2025-03-05",
"count": 1
},
{
"date": "2025-03-19",
"count": 1
},
{
"date": "2025-05-31",
"count": 1
},
{
"date": "2025-07-14",
"count": 1
},
{
"date": "2025-07-25",
"count": 1
},
{
"date": "2025-08-25",
"count": 1
},
{
"date": "2025-09-09",
"count": 1
},
{
"date": "2025-09-30",
"count": 1
},
{
"date": "2025-10-14",
"count": 1
},
{
"date": "2025-11-21",
"count": 1
},
{
"date": "2025-12-08",
"count": 1
},
{
"date": "2025-12-13",
"count": 1
},
{
"date": "2026-03-30",
"count": 1
},
{
"date": "2026-05-14",
"count": 1
},
{
"date": "2026-06-13",
"count": 1
},
{
"date": "2026-07-05",
"count": 1
}
],
"complete": true,
"collected": 62,
"total_forks": 64
},
"star_history": {
"days": [
{
"date": "2022-05-04",
"count": 2
},
{
"date": "2022-05-12",
"count": 1
},
{
"date": "2022-05-16",
"count": 1
},
{
"date": "2022-05-19",
"count": 1
},
{
"date": "2022-06-30",
"count": 1
},
{
"date": "2022-07-19",
"count": 1
},
{
"date": "2022-07-20",
"count": 1
},
{
"date": "2022-07-28",
"count": 1
},
{
"date": "2022-08-10",
"count": 4
},
{
"date": "2022-08-11",
"count": 15
},
{
"date": "2022-08-12",
"count": 5
},
{
"date": "2022-08-13",
"count": 2
},
{
"date": "2022-08-14",
"count": 1
},
{
"date": "2022-08-15",
"count": 14
},
{
"date": "2022-08-16",
"count": 6
},
{
"date": "2022-08-17",
"count": 1
},
{
"date": "2022-08-18",
"count": 1
},
{
"date": "2022-08-20",
"count": 1
},
{
"date": "2022-08-23",
"count": 1
},
{
"date": "2022-08-24",
"count": 1
},
{
"date": "2022-08-25",
"count": 1
},
{
"date": "2022-08-26",
"count": 1
},
{
"date": "2022-08-27",
"count": 1
},
{
"date": "2022-08-31",
"count": 1
},
{
"date": "2022-09-01",
"count": 1
},
{
"date": "2022-09-08",
"count": 1
},
{
"date": "2022-09-11",
"count": 1
},
{
"date": "2022-09-17",
"count": 1
},
{
"date": "2022-09-29",
"count": 1
},
{
"date": "2022-09-30",
"count": 1
},
{
"date": "2022-10-03",
"count": 2
},
{
"date": "2022-10-04",
"count": 3
},
{
"date": "2022-10-05",
"count": 4
},
{
"date": "2022-10-11",
"count": 1
},
{
"date": "2022-10-13",
"count": 1
},
{
"date": "2022-10-14",
"count": 3
},
{
"date": "2022-10-15",
"count": 16
},
{
"date": "2022-10-16",
"count": 11
},
{
"date": "2022-10-17",
"count": 19
},
{
"date": "2022-10-18",
"count": 16
},
{
"date": "2022-10-19",
"count": 3
},
{
"date": "2022-10-20",
"count": 2
},
{
"date": "2022-10-21",
"count": 3
},
{
"date": "2022-10-24",
"count": 2
},
{
"date": "2022-10-27",
"count": 1
},
{
"date": "2022-10-28",
"count": 1
},
{
"date": "2022-10-29",
"count": 1
},
{
"date": "2022-10-31",
"count": 1
},
{
"date": "2022-11-03",
"count": 4
},
{
"date": "2022-11-04",
"count": 1
},
{
"date": "2022-11-06",
"count": 1
},
{
"date": "2022-11-08",
"count": 1
},
{
"date": "2022-11-09",
"count": 1
},
{
"date": "2022-11-10",
"count": 1
},
{
"date": "2022-11-16",
"count": 1
},
{
"date": "2022-11-17",
"count": 1
},
{
"date": "2022-11-25",
"count": 1
},
{
"date": "2022-11-26",
"count": 1
},
{
"date": "2022-11-28",
"count": 2
},
{
"date": "2022-11-29",
"count": 3
},
{
"date": "2022-11-30",
"count": 4
},
{
"date": "2022-12-01",
"count": 1
},
{
"date": "2022-12-02",
"count": 2
},
{
"date": "2022-12-03",
"count": 4
},
{
"date": "2022-12-04",
"count": 2
},
{
"date": "2022-12-05",
"count": 8
},
{
"date": "2022-12-06",
"count": 3
},
{
"date": "2022-12-07",
"count": 3
},
{
"date": "2022-12-08",
"count": 3
},
{
"date": "2022-12-10",
"count": 1
},
{
"date": "2022-12-11",
"count": 1
},
{
"date": "2022-12-12",
"count": 2
},
{
"date": "2022-12-16",
"count": 1
},
{
"date": "2022-12-17",
"count": 2
},
{
"date": "2022-12-18",
"count": 2
},
{
"date": "2022-12-20",
"count": 1
},
{
"date": "2022-12-24",
"count": 1
},
{
"date": "2022-12-25",
"count": 1
},
{
"date": "2022-12-27",
"count": 1
},
{
"date": "2023-01-02",
"count": 1
},
{
"date": "2023-01-03",
"count": 1
},
{
"date": "2023-01-05",
"count": 1
},
{
"date": "2023-01-11",
"count": 1
},
{
"date": "2023-01-12",
"count": 1
},
{
"date": "2023-01-13",
"count": 1
},
{
"date": "2023-01-15",
"count": 1
},
{
"date": "2023-01-16",
"count": 3
},
{
"date": "2023-01-19",
"count": 2
},
{
"date": "2023-01-22",
"count": 1
},
{
"date": "2023-01-23",
"count": 1
},
{
"date": "2023-01-24",
"count": 1
},
{
"date": "2023-01-25",
"count": 4
},
{
"date": "2023-01-26",
"count": 2
},
{
"date": "2023-01-27",
"count": 1
},
{
"date": "2023-01-28",
"count": 1
},
{
"date": "2023-01-31",
"count": 1
},
{
"date": "2023-02-02",
"count": 2
},
{
"date": "2023-02-03",
"count": 1
},
{
"date": "2023-02-05",
"count": 1
},
{
"date": "2023-02-07",
"count": 1
},
{
"date": "2023-02-09",
"count": 1
},
{
"date": "2023-02-16",
"count": 1
},
{
"date": "2023-02-21",
"count": 1
},
{
"date": "2023-02-22",
"count": 1
},
{
"date": "2023-02-23",
"count": 2
},
{
"date": "2023-03-01",
"count": 1
},
{
"date": "2023-03-02",
"count": 3
},
{
"date": "2023-03-07",
"count": 1
},
{
"date": "2023-03-08",
"count": 1
},
{
"date": "2023-03-11",
"count": 1
},
{
"date": "2023-03-15",
"count": 1
},
{
"date": "2023-03-19",
"count": 1
},
{
"date": "2023-03-20",
"count": 2
},
{
"date": "2023-03-22",
"count": 1
},
{
"date": "2023-03-23",
"count": 1
},
{
"date": "2023-03-24",
"count": 1
},
{
"date": "2023-03-26",
"count": 1
},
{
"date": "2023-03-28",
"count": 1
},
{
"date": "2023-03-29",
"count": 1
},
{
"date": "2023-03-31",
"count": 1
},
{
"date": "2023-04-01",
"count": 1
},
{
"date": "2023-04-03",
"count": 2
},
{
"date": "2023-04-13",
"count": 1
},
{
"date": "2023-04-17",
"count": 1
},
{
"date": "2023-04-18",
"count": 2
},
{
"date": "2023-04-19",
"count": 17
},
{
"date": "2023-04-20",
"count": 7
},
{
"date": "2023-04-21",
"count": 1
},
{
"date": "2023-04-23",
"count": 1
},
{
"date": "2023-04-24",
"count": 1
},
{
"date": "2023-04-25",
"count": 1
},
{
"date": "2023-04-26",
"count": 1
},
{
"date": "2023-04-27",
"count": 2
},
{
"date": "2023-04-29",
"count": 1
},
{
"date": "2023-05-11",
"count": 1
},
{
"date": "2023-05-17",
"count": 1
},
{
"date": "2023-05-20",
"count": 1
},
{
"date": "2023-05-22",
"count": 1
},
{
"date": "2023-05-27",
"count": 3
},
{
"date": "2023-05-28",
"count": 1
},
{
"date": "2023-05-30",
"count": 2
},
{
"date": "2023-05-31",
"count": 1
},
{
"date": "2023-06-01",
"count": 1
},
{
"date": "2023-06-07",
"count": 2
},
{
"date": "2023-06-12",
"count": 1
},
{
"date": "2023-06-14",
"count": 1
},
{
"date": "2023-06-18",
"count": 1
},
{
"date": "2023-06-20",
"count": 1
},
{
"date": "2023-06-21",
"count": 1
},
{
"date": "2023-06-24",
"count": 1
},
{
"date": "2023-06-27",
"count": 1
},
{
"date": "2023-07-07",
"count": 1
},
{
"date": "2023-07-09",
"count": 1
},
{
"date": "2023-07-18",
"count": 2
},
{
"date": "2023-07-19",
"count": 1
},
{
"date": "2023-07-21",
"count": 1
},
{
"date": "2023-07-23",
"count": 1
},
{
"date": "2023-07-26",
"count": 1
},
{
"date": "2023-08-17",
"count": 1
},
{
"date": "2023-08-18",
"count": 2
},
{
"date": "2023-08-21",
"count": 2
},
{
"date": "2023-08-23",
"count": 1
},
{
"date": "2023-08-25",
"count": 1
},
{
"date": "2023-08-29",
"count": 1
},
{
"date": "2023-08-30",
"count": 1
},
{
"date": "2023-08-31",
"count": 1
},
{
"date": "2023-09-01",
"count": 1
},
{
"date": "2023-09-13",
"count": 1
},
{
"date": "2023-09-15",
"count": 1
},
{
"date": "2023-09-16",
"count": 1
},
{
"date": "2023-09-28",
"count": 1
},
{
"date": "2023-09-29",
"count": 1
},
{
"date": "2023-10-08",
"count": 2
},
{
"date": "2023-10-10",
"count": 1
},
{
"date": "2023-10-11",
"count": 1
},
{
"date": "2023-10-18",
"count": 1
},
{
"date": "2023-10-21",
"count": 1
},
{
"date": "2023-10-23",
"count": 2
},
{
"date": "2023-11-02",
"count": 1
},
{
"date": "2023-11-05",
"count": 1
},
{
"date": "2023-11-06",
"count": 2
},
{
"date": "2023-11-07",
"count": 2
},
{
"date": "2023-11-12",
"count": 1
},
{
"date": "2023-11-14",
"count": 1
},
{
"date": "2023-11-15",
"count": 1
},
{
"date": "2023-11-17",
"count": 1
},
{
"date": "2023-11-27",
"count": 1
},
{
"date": "2023-12-13",
"count": 1
},
{
"date": "2023-12-28",
"count": 1
},
{
"date": "2024-01-16",
"count": 1
},
{
"date": "2024-01-30",
"count": 1
},
{
"date": "2024-02-01",
"count": 2
},
{
"date": "2024-02-02",
"count": 2
},
{
"date": "2024-02-04",
"count": 1
},
{
"date": "2024-02-05",
"count": 1
},
{
"date": "2024-02-06",
"count": 1
},
{
"date": "2024-02-19",
"count": 1
},
{
"date": "2024-02-21",
"count": 1
},
{
"date": "2024-02-23",
"count": 1
},
{
"date": "2024-03-03",
"count": 1
},
{
"date": "2024-03-07",
"count": 3
},
{
"date": "2024-03-08",
"count": 1
},
{
"date": "2024-03-09",
"count": 1
},
{
"date": "2024-03-11",
"count": 1
},
{
"date": "2024-03-12",
"count": 1
},
{
"date": "2024-03-14",
"count": 1
},
{
"date": "2024-03-24",
"count": 1
},
{
"date": "2024-03-31",
"count": 2
},
{
"date": "2024-04-01",
"count": 1
},
{
"date": "2024-04-02",
"count": 1
},
{
"date": "2024-04-05",
"count": 1
},
{
"date": "2024-04-07",
"count": 1
},
{
"date": "2024-04-08",
"count": 2
},
{
"date": "2024-04-11",
"count": 1
},
{
"date": "2024-04-19",
"count": 1
},
{
"date": "2024-04-20",
"count": 1
},
{
"date": "2024-04-23",
"count": 1
},
{
"date": "2024-04-26",
"count": 1
},
{
"date": "2024-04-28",
"count": 1
},
{
"date": "2024-05-01",
"count": 1
},
{
"date": "2024-05-05",
"count": 1
},
{
"date": "2024-05-09",
"count": 1
},
{
"date": "2024-05-10",
"count": 1
},
{
"date": "2024-05-12",
"count": 1
},
{
"date": "2024-05-29",
"count": 1
},
{
"date": "2024-06-09",
"count": 1
},
{
"date": "2024-06-19",
"count": 1
},
{
"date": "2024-06-27",
"count": 2
},
{
"date": "2024-07-04",
"count": 1
},
{
"date": "2024-07-23",
"count": 1
},
{
"date": "2024-08-05",
"count": 1
},
{
"date": "2024-08-14",
"count": 1
},
{
"date": "2024-08-16",
"count": 1
},
{
"date": "2024-08-19",
"count": 1
},
{
"date": "2024-08-20",
"count": 1
},
{
"date": "2024-08-27",
"count": 1
},
{
"date": "2024-08-28",
"count": 1
},
{
"date": "2024-09-03",
"count": 1
},
{
"date": "2024-09-17",
"count": 1
},
{
"date": "2024-09-19",
"count": 1
},
{
"date": "2024-10-06",
"count": 1
},
{
"date": "2024-10-08",
"count": 2
},
{
"date": "2024-10-21",
"count": 1
},
{
"date": "2024-10-24",
"count": 1
},
{
"date": "2024-10-30",
"count": 1
},
{
"date": "2024-11-01",
"count": 2
},
{
"date": "2024-11-09",
"count": 1
},
{
"date": "2024-11-13",
"count": 1
},
{
"date": "2024-11-23",
"count": 1
},
{
"date": "2024-11-25",
"count": 1
},
{
"date": "2024-11-27",
"count": 1
},
{
"date": "2024-11-30",
"count": 1
},
{
"date": "2024-12-02",
"count": 1
},
{
"date": "2024-12-03",
"count": 1
},
{
"date": "2024-12-17",
"count": 1
},
{
"date": "2024-12-27",
"count": 1
},
{
"date": "2025-01-05",
"count": 1
},
{
"date": "2025-01-11",
"count": 1
},
{
"date": "2025-01-29",
"count": 2
},
{
"date": "2025-02-03",
"count": 1
},
{
"date": "2025-02-08",
"count": 1
},
{
"date": "2025-02-20",
"count": 1
},
{
"date": "2025-02-26",
"count": 1
},
{
"date": "2025-03-11",
"count": 1
},
{
"date": "2025-03-27",
"count": 1
},
{
"date": "2025-03-29",
"count": 1
},
{
"date": "2025-04-06",
"count": 1
},
{
"date": "2025-04-09",
"count": 1
},
{
"date": "2025-04-11",
"count": 1
},
{
"date": "2025-04-12",
"count": 1
},
{
"date": "2025-04-15",
"count": 1
},
{
"date": "2025-04-16",
"count": 1
},
{
"date": "2025-04-23",
"count": 1
},
{
"date": "2025-04-26",
"count": 1
},
{
"date": "2025-05-14",
"count": 1
},
{
"date": "2025-05-15",
"count": 1
},
{
"date": "2025-05-16",
"count": 1
},
{
"date": "2025-05-31",
"count": 3
},
{
"date": "2025-06-01",
"count": 1
},
{
"date": "2025-06-02",
"count": 2
},
{
"date": "2025-06-03",
"count": 1
},
{
"date": "2025-06-04",
"count": 1
},
{
"date": "2025-06-05",
"count": 1
},
{
"date": "2025-06-15",
"count": 1
},
{
"date": "2025-06-26",
"count": 1
},
{
"date": "2025-07-14",
"count": 1
},
{
"date": "2025-07-26",
"count": 1
},
{
"date": "2025-07-27",
"count": 1
},
{
"date": "2025-08-01",
"count": 1
},
{
"date": "2025-08-12",
"count": 1
},
{
"date": "2025-08-30",
"count": 1
},
{
"date": "2025-09-13",
"count": 1
},
{
"date": "2025-09-23",
"count": 1
},
{
"date": "2025-10-17",
"count": 1
},
{
"date": "2025-11-10",
"count": 1
},
{
"date": "2025-12-05",
"count": 1
},
{
"date": "2025-12-13",
"count": 1
},
{
"date": "2025-12-16",
"count": 1
},
{
"date": "2026-01-08",
"count": 3
},
{
"date": "2026-01-09",
"count": 4
},
{
"date": "2026-01-20",
"count": 1
},
{
"date": "2026-01-21",
"count": 1
},
{
"date": "2026-03-25",
"count": 1
},
{
"date": "2026-03-26",
"count": 1
},
{
"date": "2026-06-03",
"count": 1
},
{
"date": "2026-06-13",
"count": 2
},
{
"date": "2026-07-07",
"count": 1
},
{
"date": "2026-07-10",
"count": 1
},
{
"date": "2026-07-14",
"count": 1
},
{
"date": "2026-07-17",
"count": 1
},
{
"date": "2026-07-20",
"count": 1
},
{
"date": "2026-07-21",
"count": 1
}
],
"complete": true,
"collected": 522,
"total_stars": 522
},
"open_issues_and_prs": 23
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile",
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 65647,
"source_files_sampled": 63,
"oversized_source_files": 2,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"docs/requirements.txt",
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 9,
"assessed_package": "pypi:skops@0.14.0",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.25.0"
},
{
"name": "scipy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.10.0"
},
{
"name": "scikit-learn",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.2"
},
{
"name": "prettytable",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.9"
},
{
"name": "packaging",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=17.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "prettytable",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "catboost",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "fairlearn",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "huggingface-hub",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "lightgbm",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpydoc",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-gallery",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-issues",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-prompt",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-rtd-theme",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "xgboost",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 19,
"direct_count": 5,
"indirect_count": 14
}
},
"maintainership": {
"issues": {
"open_prs": 3,
"merged_prs": 311,
"open_issues": 20,
"closed_ratio": 0.871,
"closed_issues": 135,
"closed_unmerged_prs": 55
},
"bus_factor": 2,
"bot_contributors": 2,
"top_contributors": [
{
"type": "User",
"login": "adrinjalali",
"commits": 113,
"avatar_url": "https://avatars.githubusercontent.com/u/1663864?v=4"
},
{
"type": "User",
"login": "BenjaminBossan",
"commits": 90,
"avatar_url": "https://avatars.githubusercontent.com/u/6229650?v=4"
},
{
"type": "User",
"login": "merveenoyan",
"commits": 18,
"avatar_url": "https://avatars.githubusercontent.com/u/53175384?v=4"
},
{
"type": "User",
"login": "lazarust",
"commits": 9,
"avatar_url": "https://avatars.githubusercontent.com/u/46943923?v=4"
},
{
"type": "User",
"login": "EdAbati",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/29585319?v=4"
},
{
"type": "User",
"login": "E-Aho",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/46936677?v=4"
},
{
"type": "User",
"login": "divakaivan",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/54508530?v=4"
},
{
"type": "User",
"login": "omar-araboghli",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/29576434?v=4"
},
{
"type": "User",
"login": "reidjohnson",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/4712548?v=4"
},
{
"type": "User",
"login": "glemaitre",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/7454015?v=4"
}
],
"contributors_sampled": 22,
"top_contributor_share": 0.431
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"build-test.yml",
"persistence-performance.yml",
"publish-pypi.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": null,
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/skops-dev/skops",
"host": "github.com",
"name": "skops",
"owner": "skops-dev"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"security": 78,
"vitality": 69,
"community": 78,
"governance": 71,
"engineering": 95
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 69,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"commits_last_year": 32,
"human_commit_share": 0.63,
"days_since_last_push": 1,
"active_weeks_last_year": 18
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "18/52 weeks with commits",
"points": 12.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 18
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "32 commits in the last year",
"points": 13.6,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 32
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"releases_count": 14,
"latest_release_tag": "v0.13.0",
"releases_from_tags": false,
"days_since_latest_release": 349,
"mean_days_between_releases": 106.7
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "14 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 14
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 349 days ago",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 349
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~106.7 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 106.7
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "OpenSSF Scorecard unavailable",
"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": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 28,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 28 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 28
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 78,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"forks": 64,
"stars": 522,
"watchers": 8,
"growth_state": "organic",
"growth_factor_pct": 100
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "522 stars",
"points": 44.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 522
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "64 forks",
"points": 15,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 64
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "8 watchers",
"points": 4.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 8
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 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": [
"skops"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 18648984
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "18,648,984 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 18648984,
"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": "good",
"name": "Sustainability & Governance",
"value": 71,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 22,
"top_contributor_share": 0.431
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 43% of commits",
"points": 12.8,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 43
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "22 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 22
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 86,
"inputs": {
"merged_prs": 311,
"open_issues": 20,
"closed_issues": 135,
"issue_closed_ratio": 0.871,
"closed_unmerged_prs": 55
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "87% of issues closed",
"points": 40.7,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 87
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "311/366 decided PRs merged",
"points": 32.5,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 311,
"decided": 366
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"followers": 19,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "skops-dev",
"public_repos": 1,
"account_age_days": 1539
},
"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": "19 followers of skops-dev",
"points": 9.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 19,
"login": "skops-dev"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "1 public repos, account ~4 yr old",
"points": 10.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 1
}
},
{
"code": "account_age_years",
"params": {
"years": 4
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"skops"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 92
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 92 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 92
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "16 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 16
}
}
],
"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": 95,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"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": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"huggingface",
"machine-learning",
"mlops",
"scikit-learn",
"hacktoberfest"
],
"has_wiki": true,
"homepage": "https://skops.readthedocs.io/en/stable/",
"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://skops.readthedocs.io/en/stable/",
"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": "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": 78,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "good",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"dependency_lockfiles"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
"source": "file_signals",
"lockfiles": [],
"manifests": [
"docs/requirements.txt",
"pyproject.toml"
],
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "dependabot_config",
"name": "Dependabot config",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "dependency_lockfiles",
"name": "Dependency lockfiles",
"detail": "published library — lockfiles are an application concern, not expected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "lockfiles_not_expected",
"params": {}
}
],
"max_points": 25
},
{
"key": "codeql_workflow",
"name": "CodeQL workflow",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:skops@0.14.0 runtime dependency closure — what installing the published package pulls in — 9 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:skops@0.14.0",
"assessed": 9
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 9,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 9,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 13
},
"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": 55,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.984,
"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": "62 of 63 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 62,
"sampled": 63
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile",
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.03,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.37
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, 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": "3 of the last 100 commits agent-authored or agent-credited",
"points": 6,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "37 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 37,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": 65647,
"source_files_sampled": 63,
"oversized_source_files": 2
},
"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": "2/63 source files over 60KB",
"points": 53.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 63,
"oversized": 2
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"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": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-21T20:19:31.239017Z",
"schema_version": "0.23.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/skops-dev/skops.svg",
"full_name": "skops-dev/skops",
"license_state": "standard",
"license_spdx": "MIT"
}Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.23.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.