Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-15 23:58 UTC
narwhals-dev / narwhals
Lightweight and extensible compatibility layer between dataframe libraries!
narwhals-dev/narwhals має індекс здоров’я 83 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (99/100), найнижчий — AI Readiness (60/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
83
загалом / 100Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
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)
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
narwhals-devОрганізація
33 підписники5 публічних репозиторіївз трав. 2024 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація | Теги |
|---|---|---|---|---|---|---|
| PyPI | narwhals | 2.24.0 | - | 241 | 2 дні тому | dataframesinteroperabilitypandaspolarspyarrowdaskmodincudf |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
99
Активність розробки
100Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 36/36 | Ритм комітів — 52/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 525 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 525 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Дисципліна релізів
98Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 100 релізів |
| 36/36 | Свіжість релізів — останній реліз 2 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~13,9 дн. |
| 8/10 | OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
Використані вхідні дані
| releases_count | 100 |
| latest_release_tag | v2.24.0 |
| releases_from_tags | ні |
| days_since_latest_release | 2 |
| mean_days_between_releases | 13,9 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
84
Популярність і впровадження
77Добрий
Як обчислюється оцінка
| 52.3/60 | Зірки — 1 683 зірок |
| 19.3/25 | Форки — 210 форків |
| 5.6/15 | Спостерігачі — 11 спостерігачів |
Використані вхідні дані
| forks | 210 |
| stars | 1 683 |
| watchers | 11 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
92Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| has_pull_request_template | так |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
66
Стійкість мейнтейнерів (бас-фактор)
43У зоні ризику
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 10.9/22.5 | Розподіл комітів — головний контриб’ютор — автор 51% комітів |
| 13.5/13.5 | Широта контриб’юторів — 100 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 28 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 100 |
| top_contributor_share | 0,514 |
Реактивність на issue та PR
82Добрий
Як обчислюється оцінка
| 37.9/46.8 | Вирішення issue — закрито 81% issue |
| 35.6/38.3 | Прийняття PR — злито 2 544/2 735 вирішених PR |
| 9/15 | OpenSSF Scorecard: Code-Review — Found 14/22 approved changesets -- score normalized to 6 |
Використані вхідні дані
| merged_prs | 2 544 |
| open_issues | 189 |
| closed_issues | 809 |
| issue_closed_ratio | 0,811 |
| closed_unmerged_prs | 191 |
Власність та опіка
51Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 11/25 | Охоплення власника — 33 підписників у narwhals-dev |
| 10/25 | Послужний список — 5 публічних репозиторіїв, вік облікового запису ~2 р. |
Використані вхідні дані
| followers | 33 |
| owner_type | Organization |
| is_verified | — |
| owner_login | narwhals-dev |
| public_repos | 5 |
| account_age_days | 800 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 2 дн. тому |
| 20/20 | Історія версій — 241 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | narwhals |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 2 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
95
Інженерні практики
92Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 19 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
100Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://narwhals-dev.github.io/narwhals/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 8 тем |
| 10/10 | Wiki |
Використані вхідні дані
| topics | cudf, ibis, pandas, polars, pyarrow, dask, duckdb, pyspark |
| has_wiki | так |
| homepage | https://narwhals-dev.github.io/narwhals/ |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
72
Стан безпеки
72Добрий
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 0.5/2.5 | CII-Best-Practices — badge detected: InProgress |
| 4.5/7.5 | Code-Review — Found 14/22 approved changesets -- score normalized to 6 |
| 2.5/2.5 | Contributors — project has 28 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 4.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
| 4.5/5 | SAST — SAST tool detected but not run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 6/7.5 | Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 1.5/7.5 | Vulnerabilities — 8 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 7,2 |
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.
60
Контекст і настанови для агентів
1Критичний
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 0/40 | Читабельна історія комітів — немає даних |
Використані вхідні дані
| has_llms_txt | ні |
| 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
| 18/18 | Розгортання однією командою — Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — packages/test-plugin/src/test_plugin/py.typed, src/narwhals/py.typed |
| 10/10 | Відтворюване середовище — lockfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 5/8 | Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно |
| 9/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | uv.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | Makefile |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | packages/test-plugin/src/test_plugin/py.typed, src/narwhals/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами. Залишкові ваги перенормовано.
Читабельність коду для моделей
82Добрий
Як обчислюється оцінка
| 27/45 | Типізований код — Python з конфігурацією перевірки типів (packages/test-plugin/src/test_plugin/py.typed, src/narwhals/py.typed) |
| 54.5/55 | Керовані розміри файлів — 5/524 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 138 414 |
| source_files_sampled | 524 |
| oversized_source_files | 5 |
Ключові факти
1 683зірок GitHub
100контриб'юторів
525комітів за останні 12 місяців
0днів від останнього пушу
100релізів
1бас-фактор
189відкритих issue
PyPIпакетних екосистем
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 2 | CII-Best-Practices | badge detected: InProgress |
| 6 | Code-Review | Found 14/22 approved changesets -- score normalized to 6 |
| 10 | Contributors | project has 28 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 9 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 9 |
| 9 | SAST | SAST tool detected but not run on all commits |
| 10 | Security-Policy | security policy file detected |
| 8 | Signed-Releases | 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 2 | Vulnerabilities | 8 existing vulnerabilities detected |
Усі залежності 175
Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 175 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | ast-serialize | 0.6.0 | непряма |
| PyPI | atpublic | 7.0.0 | непряма |
| PyPI | cachetools | 7.1.4 | непряма |
| PyPI | click | 8.4.2 | непряма |
| PyPI | cloudpickle | 3.1.2 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | covdefaults | 2.3.0 | непряма |
| PyPI | coverage | 7.15.1 | непряма |
| PyPI | cuda-bindings | 12.9.7 | непряма |
| PyPI | cuda-core | 0.7.0 | непряма |
| PyPI | cuda-pathfinder | 1.5.6 | непряма |
| PyPI | cuda-python | 12.9.7 | непряма |
| PyPI | cuda-toolkit | 12.9.2.0 | непряма |
| PyPI | cudf-cu12 | — | непряма |
| PyPI | cudf-cu12 | 26.2.1 | непряма |
| PyPI | cudf-cu12 | 26.6.0 | непряма |
| PyPI | cupy-cuda12x | 14.1.1 | непряма |
| PyPI | dask | — | непряма |
| PyPI | dask | 2024.10.0 | непряма |
| PyPI | dask | 2026.7.1 | непряма |
| PyPI | dask-expr | 1.1.16 | непряма |
| PyPI | deepmerge | 2.1.0 | непряма |
| PyPI | duckdb | — | непряма |
| PyPI | duckdb | 1.1.0 | непряма |
| PyPI | duckdb | 1.2.0 | непряма |
| PyPI | duckdb | 1.3.0 | непряма |
| PyPI | duckdb | 1.5.4 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | execnet | 2.1.2 | непряма |
| PyPI | fsspec | 2026.6.0 | непряма |
| PyPI | ghp-import | 2.1.0 | непряма |
| PyPI | googleapis-common-protos | 1.75.0 | непряма |
| PyPI | griffelib | 2.1.0 | непряма |
| PyPI | grpcio | 1.82.1 | непряма |
| PyPI | grpcio-status | 1.82.1 | непряма |
| PyPI | hypothesis | 6.156.6 | непряма |
| PyPI | ibis-framework | — | непряма |
| PyPI | ibis-framework | 12.0.0 | непряма |
| PyPI | importlib-metadata | 9.0.0 | непряма |
| PyPI | iniconfig | 2.3.0 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | joblib | 1.5.3 | непряма |
| PyPI | libcudf-cu12 | 26.2.1 | непряма |
| PyPI | libcudf-cu12 | 26.6.0 | непряма |
| PyPI | libkvikio-cu12 | 26.2.0 | непряма |
| PyPI | libkvikio-cu12 | 26.6.0 | непряма |
| PyPI | librmm-cu12 | 26.2.0 | непряма |
| PyPI | librmm-cu12 | 26.6.0 | непряма |
| PyPI | librt | 0.13.0 | непряма |
| PyPI | llvmlite | 0.44.0 | непряма |
| PyPI | llvmlite | 0.46.0 | непряма |
| PyPI | locket | 1.0.0 | непряма |
| PyPI | markdown | 3.10.2 | непряма |
| PyPI | markdown-exec | 1.12.3 | непряма |
| PyPI | markdown-it-py | 4.2.0 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mergedeep | 1.3.4 | непряма |
| PyPI | mkdocs | 1.6.1 | непряма |
| PyPI | mkdocs-autorefs | 1.4.4 | непряма |
| PyPI | mkdocs-get-deps | 0.2.2 | непряма |
| PyPI | mkdocstrings | 1.0.6 | непряма |
| PyPI | mkdocstrings-python | — | непряма |
| PyPI | mkdocstrings-python | 2.0.5 | непряма |
| PyPI | modin | 0.23.1.post0 | непряма |
| PyPI | modin | 0.37.1 | непряма |
| PyPI | more-itertools | 11.1.0 | непряма |
| PyPI | mypy | 2.1.0 | непряма |
| PyPI | mypy-extensions | 1.1.0 | непряма |
| PyPI | narwhals | 2.24.0 | непряма |
| PyPI | nodeenv | 1.10.0 | непряма |
| PyPI | numba | 0.61.2 | непряма |
| PyPI | numba | 0.64.0 | непряма |
| PyPI | numba-cuda | 0.22.2 | непряма |
| PyPI | numba-cuda | 0.28.2 | непряма |
| PyPI | numpy | 1.21.4 | непряма |
| PyPI | numpy | 1.22.0 | непряма |
| PyPI | numpy | 1.24.4 | непряма |
| PyPI | numpy | 2.2.6 | непряма |
| PyPI | numpy | 2.4.6 | непряма |
| PyPI | numpy | 2.5.1 | непряма |
| PyPI | nvidia-cuda-cccl-cu12 | 12.9.27 | непряма |
| PyPI | nvidia-cuda-nvcc-cu12 | 12.9.86 | непряма |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.9.86 | непряма |
| PyPI | nvidia-cuda-runtime-cu12 | 12.9.79 | непряма |
| PyPI | nvidia-libnvcomp-cu12 | 5.1.0.21 | непряма |
| PyPI | nvidia-libnvcomp-cu12 | 5.2.0.13 | непряма |
| PyPI | nvidia-nvjitlink-cu12 | 12.9.86 | непряма |
| PyPI | nvtx | 0.2.15 | непряма |
| PyPI | packaging | 26.2 | непряма |
| PyPI | pandas | — | непряма |
| PyPI | pandas | 1.3.4 | непряма |
| PyPI | pandas | 1.4.1 | непряма |
| PyPI | pandas | 2.0.3 | непряма |
| PyPI | pandas | 2.3.3 | непряма |
| PyPI | pandas | 3.0.3 | непряма |
| PyPI | pandas-stubs | 2.3.0.250703 | непряма |
| PyPI | parsy | 2.2 | непряма |
| PyPI | partd | 1.4.2 | непряма |
| PyPI | pathspec | 1.1.1 | непряма |
| PyPI | platformdirs | 4.10.0 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | polars | — | непряма |
| PyPI | polars | 0.20.4 | непряма |
| PyPI | polars | 0.20.8 | непряма |
| PyPI | polars | 1.42.1 | непряма |
| PyPI | polars-runtime-32 | 1.42.1 | непряма |
| PyPI | prek | 0.4.9 | непряма |
| PyPI | prettytable | 3.18.0 | непряма |
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| PyPI | psutil | 7.2.2 | непряма |
| PyPI | py4j | 0.10.9.7 | непряма |
| PyPI | pyarrow | — | непряма |
| PyPI | pyarrow | 13.0.0 | непряма |
| PyPI | pyarrow | 14.0.0 | непряма |
| PyPI | pyarrow | 15.0.0 | непряма |
| PyPI | pyarrow | 23.0.1 | непряма |
| PyPI | pyarrow | 25.0.0 | непряма |
| PyPI | pyarrow-hotfix | 0.7 | непряма |
| PyPI | pyarrow-stubs | 10.0.1.9 | непряма |
| PyPI | pyarrow-stubs | 19.2 | непряма |
| PyPI | pygments | 2.20.0 | непряма |
| PyPI | pygments-ansi-color | 0.3.0 | непряма |
| PyPI | pylibcudf-cu12 | 26.2.1 | непряма |
| PyPI | pylibcudf-cu12 | 26.6.0 | непряма |
| PyPI | pymdown-extensions | 11.0.1 | непряма |
| PyPI | pyrefly | 1.0.0 | непряма |
| PyPI | pyrefly | 1.1.1 | непряма |
| PyPI | pyright | 1.1.411 | непряма |
| PyPI | pyspark | — | непряма |
| PyPI | pyspark | 3.5.0 | непряма |
| PyPI | pytest | 9.1.1 | непряма |
| PyPI | pytest-cov | 7.1.0 | непряма |
| PyPI | pytest-env | 1.6.0 | непряма |
| PyPI | pytest-randomly | 4.1.0 | непряма |
| PyPI | pytest-xdist | 3.8.0 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | python-dotenv | 1.2.2 | непряма |
| PyPI | pytz | 2026.2 | непряма |
| PyPI | pyyaml | 6.0.3 | непряма |
| PyPI | pyyaml-env-tag | 1.1 | непряма |
| PyPI | rapids-logger | 0.2.3 | непряма |
| PyPI | rich | 15.0.0 | непряма |
| PyPI | rmm-cu12 | 26.2.0 | непряма |
| PyPI | rmm-cu12 | 26.6.0 | непряма |
| PyPI | ruff | 0.15.21 | непряма |
| PyPI | scikit-learn | 1.1.0 | непряма |
| PyPI | scikit-learn | 1.3.0 | непряма |
| PyPI | scikit-learn | 1.7.2 | непряма |
| PyPI | scikit-learn | 1.9.0 | непряма |
| PyPI | scipy | 1.15.3 | непряма |
| PyPI | scipy | 1.17.1 | непряма |
| PyPI | scipy | 1.18.0 | непряма |
| PyPI | scipy | 1.7.3 | непряма |
| PyPI | scipy | 1.8.0 | непряма |
| PyPI | setuptools | 83.0.0 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | sortedcontainers | 2.4.0 | непряма |
| PyPI | sqlframe | — | непряма |
| PyPI | sqlframe | 4.3.0 | непряма |
| PyPI | sqlglot | 30.11.0 | непряма |
| PyPI | sqlparse | 0.5.5 | непряма |
| PyPI | test-plugin | 0.1.0 | непряма |
| PyPI | threadpoolctl | 3.6.0 | непряма |
| PyPI | tomli | 2.4.1 | непряма |
| PyPI | toolz | 1.1.0 | непряма |
| PyPI | types-pytz | 2026.2.0.20260518 | непряма |
| PyPI | typing-extensions | 4.15.0 | непряма |
| PyPI | tzdata | 2026.3 | непряма |
| PyPI | uv-build | — | непряма |
| PyPI | watchdog | 6.0.0 | непряма |
| PyPI | wcwidth | 0.8.2 | непряма |
| PyPI | zensical | — | непряма |
| PyPI | zensical | 0.0.50 | непряма |
| PyPI | zipp | 4.1.0 | непряма |
Звіт у форматі JSON машиночитний
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"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "no_commit_sample",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 84,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"forks": 210,
"stars": 1683,
"watchers": 11,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,683 stars",
"points": 52.3,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1683
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "210 forks",
"points": 19.3,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 210
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "11 watchers",
"points": 5.6,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 11
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
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}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 66,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 43,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 100,
"top_contributor_share": 0.514
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
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}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 51% of commits",
"points": 10.9,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 51
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "100 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 28 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"merged_prs": 2544,
"open_issues": 189,
"closed_issues": 809,
"issue_closed_ratio": 0.811,
"closed_unmerged_prs": 191
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "81% of issues closed",
"points": 37.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 81
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "2544/2735 decided PRs merged",
"points": 35.6,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 2544,
"decided": 2735
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 14/22 approved changesets -- score normalized to 6",
"points": 9,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 51,
"inputs": {
"followers": 33,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "narwhals-dev",
"public_repos": 5,
"account_age_days": 800
},
"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": "33 followers of narwhals-dev",
"points": 11,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 33,
"login": "narwhals-dev"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "5 public repos, account ~2 yr old",
"points": 10,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 5
}
},
{
"code": "account_age_years",
"params": {
"years": 2
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"narwhals"
],
"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": "241 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 241
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 95,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "19 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 19
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 18,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"cudf",
"ibis",
"pandas",
"polars",
"pyarrow",
"dask",
"duckdb",
"pyspark"
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"has_wiki": true,
"homepage": "https://narwhals-dev.github.io/narwhals/",
"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://narwhals-dev.github.io/narwhals/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "8 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 8
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 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": null,
"notes": [],
"value": 72,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"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": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "badge detected: InProgress",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 14/22 approved changesets -- score normalized to 6",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 28 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 19 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 9",
"points": 4.5,
"status": "partial",
"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": "5 out of the last 5 releases have a total of 5 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": "8 existing vulnerabilities detected",
"points": 1.5,
"status": "partial",
"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": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 60,
"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": [
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}
},
{
"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": "excellent",
"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": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 96,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
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"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
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"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
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"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "packages/test-plugin/src/test_plugin/py.typed, src/narwhals/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "packages/test-plugin/src/test_plugin/py.typed, src/narwhals/py.typed"
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
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}
],
"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": "dependency not pinned by hash detected -- score normalized to 9",
"points": 9,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 138414,
"source_files_sampled": 524,
"oversized_source_files": 5
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (packages/test-plugin/src/test_plugin/py.typed, src/narwhals/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "packages/test-plugin/src/test_plugin/py.typed, src/narwhals/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "5/524 source files over 60KB",
"points": 54.5,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 524,
"oversized": 5
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-15T23:58:44.171519Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/narwhals-dev/narwhals.svg",
"full_name": "narwhals-dev/narwhals",
"license_state": "standard",
"license_spdx": "MIT"
}Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.11.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.