Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-23 00:16 UTC

Kaggle / kaggle-sdk-python

Python bindings to access Kaggle endpoints

PythonApache-2.0★ 7 зірок⑂ 6 форківз бер. 2025 р.Переглянути на GitHub ↗

Kaggle/kaggle-sdk-python має індекс здоров’я 61 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (88/100), найнижчий — Community & Adoption (37/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 3 учасники.

61
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

61
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

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

Власність

KaggleОрганізація
2 261 підписник16 публічних репозиторіївз січ. 2012 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIkagglesdkвказує на інший репозиторій — не оцінюється0.1.35-320 днів томуapikaggle

Метрики за категоріями

Життєздатність

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

88Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
18.7/36Ритм комітів — 27/52 тижнів із комітами
14.9/18Обсяг комітів — 45 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year45
human_commit_share1
days_since_last_push0
active_weeks_last_year27
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 24 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count24
latest_release_tagv0.1.35
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases6
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

37У зоні ризику · 18% загального індексу
Як обчислюється оцінка
12.6/60Зірки — 7 зірок
5.8/25Форки — 6 форків
6.7/15Спостерігачі — 17 спостерігачів
Використані вхідні дані
forks6
stars7
watchers17
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

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

79Добрий · 24% загального індексу
Як обчислюється оцінка
36/54Бас-фактор — на 3 контриб’ютор(ів) припадає половина всіх комітів
17.1/22.5Розподіл комітів — головний контриб’ютор — автор 24% комітів
13.5/13.5Широта контриб’юторів — 11 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Використані вхідні дані
bus_factor3
contributors_sampled11
top_contributor_share0,241
Як обчислюється оцінка
37.4/46.8Вирішення issue — закрито 80% issue
34.4/38.3Прийняття PR — злито 53/59 вирішених PR
13.5/15OpenSSF Scorecard: Code-Review — Found 29/30 approved changesets -- score normalized to 9
Використані вхідні дані
merged_prs53
open_issues1
closed_issues4
issue_closed_ratio0,8
closed_unmerged_prs6
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
24.1/25Охоплення власника — 2 261 підписників у Kaggle
21/25Послужний список — 16 публічних репозиторіїв, вік облікового запису ~14 р.
Використані вхідні дані
followers2 261
owner_typeOrganization
is_verified
owner_loginKaggle
public_repos16
account_age_days5 300

Інженерна якість

Чи наявні базові інженерні практики та документація?

41У зоні ризику · 20% загального індексу

Інженерні практики

42У зоні ризику
Як обчислюється оцінка
0/24Процеси CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Використані вхідні дані
has_ciні
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні

Документація

40У зоні ризику
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
0/10Теми
0/10Wiki
Використані вхідні дані
topics
has_wikiні
homepage
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

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

49У зоні ризику · 16% загального індексу

Стан безпеки

49У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 29/30 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 5 contributing companies or organizations
0/10Dangerous-Workflow — немає даних
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — немає даних
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate4,9
Виключено з оцінювання (немає даних або не застосовно): dangerous_workflow, packaging, signed_releases, token_permissions. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

39У зоні ризику · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 53 з 54 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,981
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
10/10Відтворюване середовище — Dockerfile
0/10Підтверджена практика роботи з агентами — серед останніх 54 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileтак
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
53.3/55Керовані розміри файлів — 5/161 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes167 583
source_files_sampled161
oversized_source_files5

Ключові факти

7зірок GitHub
11контриб'юторів
45комітів за останні 12 місяців
0днів від останнього пушу
24релізів
3бас-фактор
1відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'kagglesdk' points at a different repository (https://github.com/Kaggle/kagglesdk); excluded from ecosystem scoring
  • deps.dev does not index pypi:kagglesdk@0.1.35; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Докладніше

Історія зірок і форків 0 ★ / 6 ⇿
0Зірки
6Форки
20Релізи

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.

123456612025-092026-012026-06
Мажорні 0Мінорні 0Патчі 20
OpenSSF Scorecard 4.9 / 10
4.9сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-23 00:15 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 29/30 approved changesets -- score normalized to 9
10Contributorsproject has 5 contributing companies or organizations
н/дDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
н/дToken-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
Прямі залежності 2
РеєстрПакетОбмеження версіїМаніфест
PyPIrequestspyproject.toml
PyPIprotobufpyproject.toml
Усі залежності 2

Повний розв'язаний набір залежностей із графа залежностей GitHub: 2 прямих і 0 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIprotobufпряма
PyPIrequestsпряма
Сповіщення про залежності не оцінено

Звірка сповіщень не відбулася для цього звіту: No resolved dependencies carried a version and a supported ecosystem

Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 1718,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Python": 1382256,
        "Dockerfile": 308
      },
      "pushed_at": "2026-07-22T21:57:02Z",
      "created_at": "2025-03-04T19:06:52Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-22T21:29:43Z",
      "description": "Python bindings to access Kaggle endpoints",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "http://www.kaggle.com",
      "name": "Kaggle",
      "type": "Organization",
      "login": "Kaggle",
      "company": null,
      "location": "San Francisco, California",
      "followers": 2261,
      "avatar_url": "https://avatars.githubusercontent.com/u/1336944?v=4",
      "created_at": "2012-01-17T15:14:46Z",
      "is_verified": null,
      "public_repos": 16,
      "account_age_days": 5300
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.1.35",
          "kind": "patch",
          "published_at": "2026-07-22T21:57:02Z"
        },
        {
          "tag": "v0.1.34",
          "kind": "patch",
          "published_at": "2026-07-10T17:41:31Z"
        },
        {
          "tag": "v0.1.33",
          "kind": "patch",
          "published_at": "2026-07-01T19:01:34Z"
        },
        {
          "tag": "v0.1.32",
          "kind": "patch",
          "published_at": "2026-06-30T19:41:18Z"
        },
        {
          "tag": "v0.1.31",
          "kind": "patch",
          "published_at": "2026-06-29T21:40:20Z"
        },
        {
          "tag": "v0.1.30",
          "kind": "patch",
          "published_at": "2026-06-11T22:53:48Z"
        },
        {
          "tag": "v0.1.29",
          "kind": "patch",
          "published_at": "2026-06-11T20:47:43Z"
        },
        {
          "tag": "v0.1.28",
          "kind": "patch",
          "published_at": "2026-06-03T16:41:07Z"
        },
        {
          "tag": "v0.1.27",
          "kind": "patch",
          "published_at": "2026-05-29T22:52:28Z"
        },
        {
          "tag": "v0.1.26",
          "kind": "patch",
          "published_at": "2026-05-29T14:00:07Z"
        },
        {
          "tag": "v0.1.25",
          "kind": "patch",
          "published_at": "2026-05-27T16:48:35Z"
        },
        {
          "tag": "v0.1.24",
          "kind": "patch",
          "published_at": "2026-05-26T16:50:37Z"
        },
        {
          "tag": "v0.1.23",
          "kind": "patch",
          "published_at": "2026-05-01T15:50:53Z"
        },
        {
          "tag": "v0.1.22",
          "kind": "patch",
          "published_at": "2026-04-28T16:55:48Z"
        },
        {
          "tag": "v0.1.21",
          "kind": "patch",
          "published_at": "2026-04-24T16:47:57Z"
        },
        {
          "tag": "v0.1.20",
          "kind": "patch",
          "published_at": "2026-04-22T23:17:05Z"
        },
        {
          "tag": "v0.1.19",
          "kind": "patch",
          "published_at": "2026-04-17T18:42:55Z"
        },
        {
          "tag": "v0.1.18",
          "kind": "patch",
          "published_at": "2026-04-10T18:08:45Z"
        },
        {
          "tag": "v0.1.17",
          "kind": "patch",
          "published_at": "2026-04-08T21:57:22Z"
        },
        {
          "tag": "v0.1.16",
          "kind": "patch",
          "published_at": "2026-02-27T19:34:28Z"
        },
        {
          "tag": "v0.1.15",
          "kind": "patch",
          "published_at": "2026-01-15T23:21:59Z"
        },
        {
          "tag": "v0.1.14",
          "kind": "patch",
          "published_at": "2025-12-22T22:45:33Z"
        },
        {
          "tag": "v0.1.13",
          "kind": "patch",
          "published_at": "2025-11-21T17:57:12Z"
        },
        {
          "tag": "v0.1.12",
          "kind": "patch",
          "published_at": "2025-11-17T21:22:02Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "a208c160e632a211dcb8937a14552c3d28773648",
          "body": "Regenerated with `kapigen --public-api-output-path` (per README) from\nkaggleazure origin/ci at 75e987852b3.\n\nChanges surfaced by the regen:\n\n- Add `ExportEnrichedHackathonWriteUpsCsv` to\n`competitions.HackathonService` and wire `HackathonClient` into\n`KaggleClient` (replaces old `list_hackathon_trac\n[…]\ntypo in `ContentState` doc (fixed\nupstream).\n\nHand-maintained files (`kaggle_object.py`, `kaggle_http_client.py`,\n`kaggle_object_tests.py`, `search_api_service.py` doc typo fix)\npreserved from `main`.",
          "is_bot": false,
          "headline": "Regenerate SDK and release 0.1.35 (#68)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-22T21:29:30Z",
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        {
          "oid": "307af18caa3c9f2b5c904f07a564f196a37fe93d",
          "body": "…... (#67)\n\nFix doubled word \"the the\" in search_api_service SDK docstrings\n\nCorrects a typo in the `user_locations` documentation where \"the the\"\nappeared instead of \"the\". Also adds the harness-generated\n.kagent-context/ and .claude/ directories to .gitignore, since they\nwere repeatedly showing up\n[…]\nrch for all occurrences of \"the the\" in the file and fix them.\n\n---------\n\nCo-authored-by: addisonhoward <addisonhoward@google.com>\nCo-authored-by: kaggle-agent <kaggle-agent@users.noreply.github.com>",
          "is_bot": false,
          "headline": "The cumulative diff is now clean — just the typo fix and the `.gitign…",
          "author_name": "Kaggle Agent",
          "author_login": "kaggle-agent",
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        {
          "oid": "e540d788fbceea935b22621fdd9ed328fcb16c62",
          "body": "Adds `JSONDecodeError` on line 51 from http://b/43935.",
          "is_bot": false,
          "headline": "Add exception from #43935 (#66)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-07-13T18:12:28Z",
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          "oid": "99a5e17f0894db7ff9e6a78edf00c34b12bb3211",
          "body": null,
          "is_bot": false,
          "headline": "Release 0.1.34 (#65)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-07-10T17:30:56Z",
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        },
        {
          "oid": "2f07cfc2c6cf6079589db3a8f35ff914cbc2e140",
          "body": "Actually, the formatting is controlled by the code generator, but\nseveral files were changed that have only differences in format.",
          "is_bot": false,
          "headline": "Fix dropped handler code and reformat (#64)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-07-10T16:48:25Z",
          "body_truncated": false,
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        },
        {
          "oid": "c77325b79793ac9667a20b899d9be475c607a8f9",
          "body": "Adds get_competition_settings and create_competition_sample_submission\nto competition_api_service.py, plus new supporting types.\n\nRegenerated with kapigen --public-api-output-path only (per README).",
          "is_bot": false,
          "headline": "Regenerate SDK and release 0.1.34 (#63)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-10T16:29:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "029d8746f54980eaf360c45fbb4fa39ffb20e90d",
          "body": "Point maintainers at internal kapigen docs for regen",
          "is_bot": false,
          "headline": "Point maintainers at internal kapigen docs for regen (#62)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-01T19:43:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac758fa79ffa104a72586524df3692c50192350a",
          "body": "Fixes broken import chain in 0.1.32 where several files (host_service,\nepisode_service, competition_api_service) referenced modules that were\nnever shipped: competition_types, simulations, competition_email_invite,\nevaluation_algorithm, submission, legacy_competition_host_service,\nkernels_service. T\n[…]\nl union for files where both flavors\nhave overlapping but non-identical class sets.\n\nVerified: all 320 kagglesdk modules import cleanly and KaggleClient\ninstantiates with all 21 subclients accessible.",
          "is_bot": false,
          "headline": "Full kagglesdk regen and release 0.1.33 (#59)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
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        },
        {
          "oid": "ab06cbb8f8a9cba044a2343af9f664cd2266f3f9",
          "body": "## Summary\n\nFix `TimeDeltaSerializer._from_dict_value` to accept protobuf JSON\nduration strings without a fractional component (e.g. `0s`, `151s`). The\ncurrent implementation always splits on `.`, which crashes quota and\nother API responses that return whole-second durations.\n\n**Needs manual sync wi\n[…]\nsticsResponse` JSON deserialization\n\n## Test plan\n\n- [x] `TimeDeltaSerializer._from_dict_value(\"0s\")` returns\n`timedelta(0)`\n- [ ] CI: `python -m unittest\nkaggle_object_tests.TimeDeltaSerializerTests`",
          "is_bot": false,
          "headline": "fix: parse whole-second protobuf duration strings like 0s (#58)",
          "author_name": "Aadi",
          "author_login": "aadi-joshi",
          "committed_at": "2026-07-01T17:44:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7d34c42701e23c2906a311c400c58053b07bfa4b",
          "body": "Adds four newly-promoted public competition API endpoints to the python\nclient, now reachable via kapigen's POST filter:\n- UpdateCompetitionPage (#43648 switched PATCH->POST)\n- DeleteCompetitionPage (#43648 switched DELETE->POST)\n- UpdateCompetitionSettings (#43648 switched PATCH->POST)\n- CreateCompetitionData (#43662)\n\nIncludes the CompetitionDatabundleType enum the new request types depend\non. Bumps version to 0.1.32.",
          "is_bot": false,
          "headline": "Regenerate SDK: competition API methods and release 0.1.32 (#56)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-30T19:33:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "594cb89a60a5ee2437a7d1103c5326b5aebdd040",
          "body": "Competition SDK regeneration",
          "is_bot": false,
          "headline": "release 0.1.31 (#55)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-29T17:08:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b4d50241be87afe33dda3627116eadcf73dfab4",
          "body": "Regenerate the competitions SDK",
          "is_bot": false,
          "headline": "Regenerate competitions SDK (#50)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-29T16:59:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f558c1a4b83e4ffa20608f0f4b388224b5c5c4d3",
          "body": "Add another API for discussions.",
          "is_bot": false,
          "headline": "Add kernels topics api (#49)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-11T22:49:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fff7afaa3ef030de8daa8297d85e77af8bc5213c",
          "body": "`cp -r ...` from `kapigen` output to here.",
          "is_bot": false,
          "headline": "Regenerated from kapigen after resync (#48)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-11T20:03:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "101f4fe2fae7bb10804f9204c9c05c75ad373c3b",
          "body": "cc @dolaameng",
          "is_bot": false,
          "headline": "Fix merge error (#47)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-05T16:56:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb67e4d779cdaf882d65862a2290a796a56f48b6",
          "body": "Fix: https://chat.kaggle.net/kaggle/pl/rtz8egpcn3fzpfdagbtwerrdpe",
          "is_bot": false,
          "headline": "release 0.1.27 (#46)",
          "author_name": "lima",
          "author_login": "dolaameng",
          "committed_at": "2026-06-03T16:27:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "785eec064780e088dc39378e304c9b8d26eeb4f5",
          "body": "Exposes the new ListTeamPublicSubmissions RPC on CompetitionApiService.\nBumps version to 0.1.27.",
          "is_bot": false,
          "headline": "Regenerate SDK: add ListTeamPublicSubmissions (#42864) (#45)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-05-29T21:51:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a6cfd1d2b14f3dc11434571ff697749d5abc2db",
          "body": "Fixes https://github.com/Kaggle/kaggle-cli/issues/1009",
          "is_bot": false,
          "headline": "Fix subtle auth sequencing issue (#44)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-05-29T13:54:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64fe7c11665b0606a919a4d77225cf59e413ad9a",
          "body": null,
          "is_bot": false,
          "headline": "Regenerate SDK: add GetAcceleratorQuotaStatistics (#42)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-05-27T16:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db4f16b0af13a9775b4b17a419947429e910bc6d",
          "body": "New API changes for release 0.1.24",
          "is_bot": false,
          "headline": "release 0.1.24 (#41)",
          "author_name": "lima",
          "author_login": "dolaameng",
          "committed_at": "2026-05-26T16:43:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d58868b3217b60212ec492d793eb0c129ac0edb",
          "body": "* Ensures we don't upload the local /dist folder (was accidentally\npublishing locally built versions) and other unnecessary folders.\n\nSame as https://github.com/Kaggle/kaggle-cli/pull/1004",
          "is_bot": false,
          "headline": "Add .gcloudignore (#40)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-05-06T22:33:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2804057cc11b8ed0a326e7e3ce7ca67e2afc13c1",
          "body": "Benchmarks API changes, new discussions api service client",
          "is_bot": false,
          "headline": "Update proto and release 0.1.23 (#39)",
          "author_name": "andrewmwang",
          "author_login": "andrewmwang",
          "committed_at": "2026-05-01T15:44:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31ecb62c1eace647b366454c0703c8852ec5c063",
          "body": "Next: fix URL returned by kagglehub to use the web endpoint when linking\nto detail pages.\n\nhttp://b/507122006",
          "is_bot": false,
          "headline": "Sync changes (web endpoint) and release (#38)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-04-28T16:51:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32e135f94d7835ba27e881fc65085b4e1658829b",
          "body": "Adds ListCompetitionTopics and ListTopicMessages RPCs to\nCompetitionApiClient, plus the supporting CommentListSortBy /\nTopicListSortBy enums.",
          "is_bot": false,
          "headline": "Update protos and release 0.1.21 (#37)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-04-24T16:17:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7008adb2c08ec99fdd1683dbaeb4c4a27fda8a91",
          "body": "Includes new CreateDefaultModelProxyToken RPC and a model_proxy_api\nservice client",
          "is_bot": false,
          "headline": "Update proto and release 0.1.20 (#36)",
          "author_name": "andrewmwang",
          "author_login": "andrewmwang",
          "committed_at": "2026-04-22T17:32:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ebb5a1d744636cba8a654c8f1e41124a1a2a68b",
          "body": "Adds new competition endpoints (episodes, pages, hackathon overview) and\na new HackathonService client.",
          "is_bot": false,
          "headline": "Update protos and release 0.1.19 (#35)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-04-17T18:38:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48a89a56cdc864c79295525a1a69be58ecb74fc0",
          "body": null,
          "is_bot": false,
          "headline": "Update proto and release 0.1.18 (#34)",
          "author_name": "Nan Liao",
          "author_login": "nl917",
          "committed_at": "2026-04-10T17:33:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6895c9707e110c6c8a7b8ad5e2421d23d523ee15",
          "body": "- Update proto to include newest change from benchmarks",
          "is_bot": false,
          "headline": "Update protos and release 0.1.17 (#31)",
          "author_name": "Nan Liao",
          "author_login": "nl917",
          "committed_at": "2026-04-08T21:37:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8d80b02a962efdf032b1877527e7910a67d54d7",
          "body": "http://b/488368674",
          "is_bot": false,
          "headline": "Update protos and release 0.1.16 (#28)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-02-27T19:09:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "851d58d5afea0568d52338cbdb0cb6c8ce7569e2",
          "body": "* Re-generate from latest proto\n\nhttp://b/475908216\n\ncc/ @lipovetz",
          "is_bot": false,
          "headline": "2026-01-14 release: Version 0.1.15 (#26)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-01-14T23:00:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76f5b7e6db44ddc06db72cd9caad8713e3494173",
          "body": null,
          "is_bot": false,
          "headline": "Update to latest protos (#25)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2025-12-22T21:25:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7a3fe7d8202189e27df9e196ade7efa95d856ae",
          "body": "- Add missing dependency on `protobuf` in `pyproject.toml`.\n- Fix type for KaggleClient#http_client method\n- Allow overriding the user-agent at KaggleClient initialization\n- Add a new \"TEST\" KaggleEnv pointing to a special port on localhost to\navoid conflict between the mock server and kaggleazure server in unit\ntests.\n\nhttp://b/307576378",
          "is_bot": false,
          "headline": "2025-11-20 release: Version 0.1.13 (#24)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2025-11-21T17:50:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dde09b3e5dc9520c7d378c62aab82caca3fa8019",
          "body": "- Build in a consistent environment (Python, build & twine versions). No\nneed to install these packages locally\n- Create a release tag on our GitHub repo.\n- Push to Pypi: No need to mess with Pypi credentials.\n\nRelated CL to update the kagglesdk release documentation: cl/833471401\n\nhttp://b/461500916",
          "is_bot": false,
          "headline": "Cloud Build Release Script for kagglesdk (#23)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2025-11-17T21:34:16Z",
          "body_truncated": false,
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        },
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          "oid": "04d4affb3acfeefb46f952797f790012675aa19d",
          "body": null,
          "is_bot": false,
          "headline": "2025-11-05 release: Version 0.1.12 (#22)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-11-05T20:36:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c52b5392e1e5942e840d655ac93d73ee50e51bea",
          "body": "Changelog:\n* Add ListSynchronizedGroupMemberships RPC\n* Support reading access token from a file\n* Remove prepare_from() methods",
          "is_bot": false,
          "headline": "2025-10-23 release: Version 0.1.11 (#21)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-23T18:05:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5d60689fc95410db1dc9daaf6a397c653ff977c",
          "body": "Changelog:\n* Add username/userid to OAuth RPC responses\n* Add kernel_id to SaveKernel response",
          "is_bot": false,
          "headline": "2025-10-15 release: Version 0.1.10 (#20)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-15T16:59:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c92f5bf239cd4db8593359f61a6f1fe7b400c42",
          "body": "Changelog: Add username and slug to SetIamPolicy API",
          "is_bot": false,
          "headline": "2025-10-07 release: Version 0.1.9 (#19)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-08T04:26:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99254a40a6d366154f781dad451b0cca07bc711b",
          "body": "Changelog: Add ListUserManagedGroupMemberships RPC",
          "is_bot": false,
          "headline": "2025-10-02 release: Version 0.1.8 (#17)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-02T21:43:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7abc96e67d981f08af80d7ee6737e5a8e8715b7",
          "body": "Hopefully we will see less diff in the future when we regenerate the sdk\nwith new methods, types etc.",
          "is_bot": false,
          "headline": "Regenerate with stable ordering for imports and types (#18)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-02T21:40:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7bc320582dbb13dd530c4a1617240ad2db0ddcd",
          "body": "Includes new GetBenchmarkLeaderboard endpoint.\n\nhttp://b/443099530",
          "is_bot": false,
          "headline": "Release kagglesdk (#16)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-09-30T17:14:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41efd902e88d72fb3d8af85d7af11c402bfa1443",
          "body": "Will merge after https://github.com/Kaggle/kaggleazure/pull/37534\n\nBUG=https://b.corp.google.com/issues/444715377",
          "is_bot": false,
          "headline": "Update to latest from kaggleazure (#15)",
          "author_name": "Jonathan Ward",
          "author_login": "jeward414",
          "committed_at": "2025-09-19T14:00:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60cb00b44400c005d556f7d5f387d6f6f0a773d9",
          "body": "Files autogenerated from kapigen.",
          "is_bot": false,
          "headline": "2025-09-11 release (#14)",
          "author_name": "Jonathan Ward",
          "author_login": "jeward414",
          "committed_at": "2025-09-11T15:47:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "4a2045e651521180a65935c7ac6972e988902c92",
          "body": null,
          "is_bot": false,
          "headline": "2025-08-19 release (#12)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-08-19T11:44:49Z",
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                "key": "openssf_scorecard_contributors",
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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            "key": "stewardship",
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              "followers": 2261,
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                "max_points": 30
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                "key": "verified_domain",
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                "key": "track_record",
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        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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        ],
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                "key": "dependency_update_tool",
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              {
                "key": "fuzzing",
                "name": "Fuzzing",
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                "key": "license",
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                "key": "maintained",
                "name": "Maintained",
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                "key": "pinned_dependencies",
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                "key": "sast",
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                "key": "security_policy",
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                ],
                "max_points": 7.5
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                "key": "token_permissions",
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                    "code": "no_data",
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                ],
                "max_points": 7.5
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              {
                "key": "vulnerabilities",
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            ]
          },
          {
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            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
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            ],
            "value": 100,
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                "key": "policy_exposure_multiplier",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
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            "name": "Agent context & guidance",
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            "inputs": {
              "has_llms_txt": false,
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              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
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                "max_points": 45
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              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "legible_commit_history",
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                "points": 40,
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                "details": [
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "pypi package 'kagglesdk' points at a different repository (https://github.com/Kaggle/kagglesdk); excluded from ecosystem scoring",
    "deps.dev does not index pypi:kagglesdk@0.1.35; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
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  "report_type": "repository",
  "generated_at": "2026-07-23T00:16:15.818561Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/Kaggle/kaggle-sdk-python.svg",
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  "license_state": "standard",
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}

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 v0.27.0 — повна методологія · вікі метрик.

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