Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.15.0 · метрики 1.13.0 · 2026-07-19 16:00 UTC

OpenSTEF / openstef

Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.

PythonMPL-2.0★ 155 зірок⑂ 52 форкиз лют. 2021 р.Переглянути на GitHub ↗

OpenSTEF/openstef має індекс здоров’я 83 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (96/100), найнижчий — AI Readiness (40/100). Останнє оновлення було 2 дні тому. Більшість нещодавньої роботи виконують 3 учасники.

83
загалом / 100
Добрий

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.

83
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

OpenSTEFОрганізація
87 підписників7 публічних репозиторіївз лист. 2021 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIopenstef4.1.2-2462 дні томуenergyforecastingmachinelearning

Метрики за категоріями

Життєздатність

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

96Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 2 дн. тому
31.2/36Ритм комітів — 45/52 тижнів із комітами
18/18Обсяг комітів — 250 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year250
human_commit_share
days_since_last_push2
active_weeks_last_year45
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 2 дн. тому
27/27Ритм релізів — реліз кожні ~7,9 дн.
8/10OpenSSF Scorecard: Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
Використані вхідні дані
releases_count100
latest_release_tagv4.1.2
releases_from_tagsні
days_since_latest_release2
mean_days_between_releases7,9

Спільнота та впровадження

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

72Добрий · 18% загального індексу
Як обчислюється оцінка
35.5/60Зірки — 155 зірок
14.2/25Форки — 52 форків
3.9/15Спостерігачі — 6 спостерігачів
Використані вхідні дані
forks52
stars155
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MPL-2.0)
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateтак

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
17.6/22.5Розподіл комітів — головний контриб’ютор — автор 22% комітів
13.5/13.5Широта контриб’юторів — 47 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Використані вхідні дані
bus_factor3
contributors_sampled47
top_contributor_share0,22
Як обчислюється оцінка
38.7/46.8Вирішення issue — закрито 83% issue
31.9/38.3Прийняття PR — злито 692/831 вирішених PR
13.5/15OpenSSF Scorecard: Code-Review — Found 24/25 approved changesets -- score normalized to 9
Використані вхідні дані
merged_prs692
open_issues35
closed_issues168
issue_closed_ratio0,828
closed_unmerged_prs139
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
14/25Охоплення власника — 87 підписників у OpenSTEF
16/25Послужний список — 7 публічних репозиторіїв, вік облікового запису ~4 р.
Використані вхідні дані
followers87
owner_typeOrganization
is_verified
owner_loginOpenSTEF
public_repos7
account_age_days1 713

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 2 дн. тому
20/20Історія версій — 246 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesopenstef
ecosystemspypi
any_deprecatedні
min_days_since_publish2

Інженерна якість

Чи наявні базові інженерні практики та документація?

90Відмінний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 8 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — ruff.toml
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configні

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://openstef.github.io/openstef
10/10Опис репозиторію
10/10Теми — 7 тем
10/10Wiki
Використані вхідні дані
topicsforecasting, energy, python, data-science, machine-learning, time-series, energy-forecasting
has_wikiтак
homepagehttps://openstef.github.io/openstef
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

72Добрий · 16% загального індексу
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
5.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 24/25 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 15 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
5/5Pinned-Dependencies — all dependencies are pinned
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
6/7.5Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7,2
Виключено з оцінювання (немає даних або не застосовно): packaging. 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.

40У зоні ризику · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
0/40Читабельна історія комітів — немає даних
Використані вхідні дані
has_llms_txtні
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — ruff.toml
0/11Статична перевірка типів
10/10Відтворюване середовище — lockfile
0/10Підтверджена практика роботи з агентами — немає даних
5/8Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами. Залишкові ваги перенормовано.
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
55/55Керовані розміри файлів — 0/419 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes40 325
source_files_sampled419
oversized_source_files0
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples, notebooks
Використані вхідні дані
example_dirsexamples, notebooks
has_mcp_signalні
api_schema_files

Ключові факти

155зірок GitHub
47контриб'юторів
250комітів за останні 12 місяців
2днів від останнього пушу
100релізів
3бас-фактор
35відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Could not fetch pypi package 'openstef-docs' from its registry
  • Could not fetch pypi package 'openstef-examples' from its registry

Докладніше

OpenSSF Scorecard 7.2 / 10
7.2сукупно

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 · 2026-07-19 15:59 UTC

10Binary-Artifactsno binaries found in the repo
7Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 24/25 approved changesets -- score normalized to 9
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
10Pinned-Dependenciesall dependencies are pinned
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
8Signed-Releases3 out of the last 3 releases have a total of 3 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Прямі залежності 29
РеєстрПакетОбмеження версіїМаніфест
PyPIhuggingface-hub>=1.2.2docs/pyproject.toml
PyPIipython>=9.4docs/pyproject.toml
PyPIjupyter-cache>=1docs/pyproject.toml
PyPIjupytext>=1.16docs/pyproject.toml
PyPIkaleido>=0.2.1,<0.3,!=0.2.1.post1docs/pyproject.toml
PyPImatplotlib>=3.10.5docs/pyproject.toml
PyPImyst-nb>=1.2docs/pyproject.toml
PyPIopenstefdocs/pyproject.toml
PyPIopenstef-beamdocs/pyproject.toml
PyPIopenstef-coredocs/pyproject.toml
PyPIopenstef-foundation-modelsdocs/pyproject.toml
PyPIopenstef-modelsdocs/pyproject.toml
PyPIoptuna>=4.7docs/pyproject.toml
PyPIpydata-sphinx-theme>=0.16.1docs/pyproject.toml
PyPIsphinx>=8.2.3docs/pyproject.toml
PyPIsphinx-autobuild>=2024.10.3docs/pyproject.toml
PyPIsphinx-autodoc-typehints>=3.2docs/pyproject.toml
PyPIsphinx-copybutton>=0.5.2docs/pyproject.toml
PyPIsphinx-design>=0.6.1docs/pyproject.toml
PyPIsphinx-gallery>=0.19docs/pyproject.toml
PyPIsphinx-prompt>=1.10docs/pyproject.toml
PyPIsphinx-pyproject>=0.3docs/pyproject.toml
PyPIsphinxcontrib-mermaid>=0.9.2docs/pyproject.toml
PyPIopenstefexamples/pyproject.toml
PyPIopenstef-beamexamples/pyproject.toml
PyPIopenstef-coreexamples/pyproject.toml
PyPIopenstef-modelsexamples/pyproject.toml
PyPIopenstef-corepyproject.toml
PyPIopenstef-modelspyproject.toml
Усі залежності 458

Повний розв'язаний набір залежностей із графа залежностей GitHub: 45 прямих і 413 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIhuggingface-hubпряма
PyPIhuggingface-hub1.20.1пряма
PyPIipythonпряма
PyPIipython9.14.1пряма
PyPIjupyter-cacheпряма
PyPIjupyter-cache1.0.1пряма
PyPIjupytextпряма
PyPIjupytext1.19.4пряма
PyPIkaleidoпряма
PyPIkaleido0.2.1пряма
PyPImatplotlibпряма
PyPImatplotlib3.11.0пряма
PyPImyst-nbпряма
PyPImyst-nb1.4.0пряма
PyPIopenstefпряма
PyPIopenstef0.0.0пряма
PyPIopenstef-beamпряма
PyPIopenstef-beam0.0.0пряма
PyPIopenstef-coreпряма
PyPIopenstef-core0.0.0пряма
PyPIopenstef-foundation-models0.0.0пряма
PyPIopenstef-modelsпряма
PyPIopenstef-models0.0.0пряма
PyPIoptunaпряма
PyPIoptuna4.9.0пряма
PyPIpydata-sphinx-themeпряма
PyPIpydata-sphinx-theme0.19.0пряма
PyPIsphinxпряма
PyPIsphinx9.1.0пряма
PyPIsphinx-autobuildпряма
PyPIsphinx-autobuild2025.8.25пряма
PyPIsphinx-autodoc-typehintsпряма
PyPIsphinx-autodoc-typehints3.11.0пряма
PyPIsphinx-copybuttonпряма
PyPIsphinx-copybutton0.5.2пряма
PyPIsphinx-designпряма
PyPIsphinx-design0.7.0пряма
PyPIsphinx-galleryпряма
PyPIsphinx-gallery0.21.0пряма
PyPIsphinx-promptпряма
PyPIsphinx-prompt1.10.2пряма
PyPIsphinx-pyprojectпряма
PyPIsphinx-pyproject0.3.0пряма
PyPIsphinxcontrib-mermaidпряма
PyPIsphinxcontrib-mermaid2.0.2пряма
PyPIa2wsgi1.10.10непряма
PyPIaccessible-pygments0.0.5непряма
PyPIaiobotocore3.7.0непряма
PyPIaiohappyeyeballs2.6.2непряма
PyPIaiohttp3.14.1непряма
PyPIaioitertools0.13.0непряма
PyPIaiosignal1.4.0непряма
PyPIaiosmtplib5.1.1непряма
PyPIaiosqlite0.21.0непряма
PyPIalabaster1.0.0непряма
PyPIalembic1.18.4непряма
PyPIamqp5.3.1непряма
PyPIannotated-doc0.0.4непряма
PyPIannotated-types0.7.0непряма
PyPIantlr4-python3-runtime4.13.2непряма
PyPIanyio4.13.0непряма
PyPIapache-airflowнепряма
PyPIapache-airflow3.2.2непряма
PyPIapache-airflow-core3.2.2непряма
PyPIapache-airflow-providers-common-compat1.15.0непряма
PyPIapache-airflow-providers-common-io1.7.2непряма
PyPIapache-airflow-providers-common-sql2.0.0непряма
PyPIapache-airflow-providers-smtp3.0.1непряма
PyPIapache-airflow-providers-standard1.15.0непряма
PyPIapache-airflow-task-sdk1.2.2непряма
PyPIappnope0.1.4непряма
PyPIargcomplete3.6.3непряма
PyPIargon2-cffi25.1.0непряма
PyPIargon2-cffi-bindings25.1.0непряма
PyPIarrow1.4.0непряма
PyPIasgiref3.11.1непряма
PyPIasttokens3.0.1непряма
PyPIasync-lru2.3.0непряма
PyPIattrs26.1.0непряма
PyPIaws-sam-translator1.110.0непряма
PyPIaws-xray-sdk2.15.0непряма
PyPIbabel2.18.0непряма
PyPIbackoff2.2.1непряма
PyPIbeautifulsoup44.14.3непряма
PyPIbilliard4.2.4непряма
PyPIbleach6.4.0непряма
PyPIblinker1.9.0непряма
PyPIboolean-py5.0непряма
PyPIboto31.43.0непряма
PyPIbotocore1.43.0непряма
PyPIcachetools7.1.4непряма
PyPIcadwyn7.1.0непряма
PyPIcattrs24.1.3непряма
PyPIceleryнепряма
PyPIcelery5.6.3непряма
PyPIcertifi2026.5.20непряма
PyPIcffi2.0.0непряма
PyPIcfn-lint1.51.2непряма
PyPIcharset-normalizer3.4.7непряма
PyPIclick8.4.1непряма
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PyPIclick-plugins1.1.1.2непряма
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Звіт у форматі JSON машиночитний
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            "name": "watchdog",
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            "name": "webcolors",
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            "version": "25.10.0",
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            "name": "webencodings",
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          {
            "name": "websocket-client",
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            "ecosystem": "pypi"
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          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
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          },
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            "name": "werkzeug",
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          {
            "name": "win32-setctime",
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          {
            "name": "wirerope",
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          {
            "name": "wrapt",
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          },
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            "name": "xgboost",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
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          {
            "name": "xgboost",
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          },
          {
            "name": "xgboost-cpu",
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            "version": null,
            "ecosystem": "pypi"
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          {
            "name": "xgboost-cpu",
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            "name": "xmltodict",
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            "name": "yarl",
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          {
            "name": "zipp",
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        ],
        "collected": true,
        "truncated": false,
        "total_count": 458,
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        "indirect_count": 413
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        "merged_prs": 692,
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        "closed_ratio": 0.828,
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        "closed_unmerged_prs": 139
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          "login": "FrankKr",
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          "avatar_url": "https://avatars.githubusercontent.com/u/18208480?v=4"
        },
        {
          "type": "User",
          "login": "JanMaartenvanDoorn",
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          "avatar_url": "https://avatars.githubusercontent.com/u/52956303?v=4"
        },
        {
          "type": "User",
          "login": "actions-user",
          "commits": 398,
          "avatar_url": "https://avatars.githubusercontent.com/u/65916846?v=4"
        },
        {
          "type": "User",
          "login": "bremme",
          "commits": 293,
          "avatar_url": "https://avatars.githubusercontent.com/u/6715707?v=4"
        },
        {
          "type": "User",
          "login": "EnricoASchmitz",
          "commits": 248,
          "avatar_url": "https://avatars.githubusercontent.com/u/26628063?v=4"
        },
        {
          "type": "User",
          "login": "egordm",
          "commits": 124,
          "avatar_url": "https://avatars.githubusercontent.com/u/4254771?v=4"
        },
        {
          "type": "User",
          "login": "BenoitHardier",
          "commits": 104,
          "avatar_url": "https://avatars.githubusercontent.com/u/92083982?v=4"
        },
        {
          "type": "User",
          "login": "charlottecvn",
          "commits": 100,
          "avatar_url": "https://avatars.githubusercontent.com/u/60883372?v=4"
        },
        {
          "type": "User",
          "login": "lschilders",
          "commits": 62,
          "avatar_url": "https://avatars.githubusercontent.com/u/123180911?v=4"
        },
        {
          "type": "User",
          "login": "wfstoel",
          "commits": 39,
          "avatar_url": "https://avatars.githubusercontent.com/u/67371523?v=4"
        }
      ],
      "contributors_sampled": 47,
      "top_contributor_share": 0.22
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "_job_quality_check.yaml",
        "check.yaml",
        "citations.yaml",
        "codeql.yaml",
        "docs-check.yaml",
        "docs.yaml",
        "pr-labeler.yaml",
        "release-v4.yaml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "ruff.toml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
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      "scorecard": {
        "checks": [
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 7,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 9,
            "reason": "Found 24/25 approved changesets -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 15 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 10,
            "reason": "all dependencies are pinned",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 9,
            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 8,
            "reason": "3 out of the last 3 releases have a total of 3 signed artifacts.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
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            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "24 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
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        "ran_at": "2026-07-19T15:59:47Z",
        "aggregate_score": 7.2,
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      },
      "has_codeql_workflow": true,
      "has_security_policy": false,
      "has_dependabot_config": true
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    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/OpenSTEF/openstef",
    "host": "github.com",
    "name": "openstef",
    "owner": "OpenSTEF"
  },
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      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
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      "inputs": {
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        "vitality": 96,
        "community": 72,
        "governance": 79,
        "engineering": 90
      },
      "components": []
    },
    "categories": [
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        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
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        "weight": 0.22,
        "metrics": [
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            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
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              "human_commit_share": null,
              "days_since_last_push": 2,
              "active_weeks_last_year": 45
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                "status": "met",
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                "key": "commit_cadence",
                "name": "Commit cadence",
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                      "weeks": 45
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                "key": "commit_volume",
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                "status": "met",
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
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                "details": [],
                "max_points": 10
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            ]
          },
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            "key": "release_discipline",
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              "days_since_latest_release": 2,
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            "components": [
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                "key": "ships_releases",
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                "details": [
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                "key": "release_recency",
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                "status": "met",
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                "key": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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            "components": [
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                "key": "stars",
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                "key": "forks",
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                "key": "watchers",
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                "status": "partial",
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            "key": "community_health",
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            "note": null,
            "notes": [],
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                "key": "readme",
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              },
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                "key": "license",
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                "detail": "recognized license (MPL-2.0)",
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                "status": "met",
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              },
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                "key": "issue_template",
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                "points": 0,
                "status": "missed",
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              },
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                "key": "pr_template",
                "name": "PR template",
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                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
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            ]
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
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        "weight": 0.24,
        "metrics": [
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            "notes": [],
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              "top_contributor_share": 0.22
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                "key": "bus_factor",
                "name": "Bus factor",
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                "status": "partial",
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                    "code": "bus_factor",
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                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 22% of commits",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "47 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                      "count": 47
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 692,
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              "issue_closed_ratio": 0.828,
              "closed_unmerged_prs": 139
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "83% of issues closed",
                "points": 38.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "692/831 decided PRs merged",
                "points": 31.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 692,
                      "decided": 831
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 24/25 approved changesets -- score normalized to 9",
                "points": 13.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "followers": 87,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "OpenSTEF",
              "public_repos": 7,
              "account_age_days": 1713
            },
            "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": "87 followers of OpenSTEF",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 87,
                      "login": "OpenSTEF"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "7 public repos, account ~4 yr old",
                "points": 16,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 7
                    }
                  },
                  {
                    "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": [
                "openstef"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 2
            },
            "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 2 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "246 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 246
                    }
                  }
                ],
                "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": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": "ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "forecasting",
                "energy",
                "python",
                "data-science",
                "machine-learning",
                "time-series",
                "energy-forecasting"
              ],
              "has_wiki": true,
              "homepage": "https://openstef.github.io/openstef",
              "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://openstef.github.io/openstef",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 72,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 7.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 24/25 approved changesets -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "3 out of the last 3 releases have a total of 3 signed artifacts.",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 7
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 40,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
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                  }
                ],
                "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
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              "largest_source_bytes": 40325,
              "source_files_sampled": 419,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/419 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 419,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "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": [
    "Could not fetch pypi package 'openstef-docs' from its registry",
    "Could not fetch pypi package 'openstef-examples' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-19T16:00:17.771820Z",
  "schema_version": "0.15.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/OpenSTEF/openstef.svg",
  "full_name": "OpenSTEF/openstef",
  "license_state": "standard",
  "license_spdx": "MPL-2.0"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.15.0 — повна методологія · вікі метрик.

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