Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.17.0 · метрики 1.13.0 · 2026-07-21 04:18 UTC
ibis-project / ibis
the portable Python dataframe library
ibis-project/ibis має індекс здоров’я 84 зі 100, що відповідає смузі «Добрий». Найвищий показник — Community & Adoption (95/100), найнижчий — AI Readiness (44/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.
84
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.
84
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
Ibis ProjectОрганізація
306 підписників24 публічні репозиторіїз квіт. 2017 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 | ibis-framework | 12.0.0 | 2 973 144 | 166 | 163 дні тому | bigqueryclickhousedatabasedatafusionduckdbexpressionsimpalamssqlmysqlpandaspolarspostgresqlpyarrowpysparksinglestoredbsnowflakesqlsqlitetrino |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
88
Активність розробки
92Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 27.7/36 | Ритм комітів — 40/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 349 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 349 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 40 |
Дисципліна релізів
81Добрий
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 36 релізів |
| 27/36 | Свіжість релізів — останній реліз 163 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~37,9 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Використані вхідні дані
| releases_count | 36 |
| latest_release_tag | 12.0.0 |
| releases_from_tags | ні |
| days_since_latest_release | 163 |
| mean_days_between_releases | 37,9 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
95
Популярність і впровадження
95Відмінний
Як обчислюється оцінка
| 60/60 | Зірки — 6 603 зірок |
| 23.9/25 | Форки — 743 форків |
| 10.8/15 | Спостерігачі — 88 спостерігачів |
Використані вхідні дані
| forks | 743 |
| stars | 6 603 |
| watchers | 88 |
| growth_state | organic |
| growth_factor_pct | 100 |
Здоров'я спільноти
92Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 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 |
Впровадження в екосистемі (завантаження)
100Відмінний
Як обчислюється оцінка
| 80/80 | Щомісячні завантаження — 2 973 144 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | ibis-framework |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2 973 144 |
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
77
Стійкість мейнтейнерів (бас-фактор)
61Помірний
Як обчислюється оцінка
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 12/22.5 | Розподіл комітів — головний контриб’ютор — автор 47% комітів |
| 13.5/13.5 | Широта контриб’юторів — 100 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 70 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 100 |
| top_contributor_share | 0,466 |
Реактивність на issue та PR
85Відмінний
Як обчислюється оцінка
| 41.4/46.8 | Вирішення issue — закрито 89% issue |
| 31.7/38.3 | Прийняття PR — злито 6 706/8 082 вирішених PR |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 6/7 approved changesets -- score normalized to 8 |
Використані вхідні дані
| merged_prs | 6 706 |
| open_issues | 406 |
| closed_issues | 3 162 |
| issue_closed_ratio | 0,886 |
| closed_unmerged_prs | 1 376 |
Власність та опіка
70Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 17.9/25 | Охоплення власника — 306 підписників у ibis-project |
| 22.2/25 | Послужний список — 24 публічних репозиторіїв, вік облікового запису ~9 р. |
Використані вхідні дані
| followers | 306 |
| owner_type | Organization |
| is_verified | — |
| owner_login | ibis-project |
| public_repos | 24 |
| account_age_days | 3 385 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 163 дн. тому |
| 20/20 | Історія версій — 166 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | ibis-framework |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 163 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
92
Інженерні практики
94Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 27 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://ibis-project.org |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 18 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | python, impala, pandas, database, clickhouse, postgresql, sqlite, mysql, datafusion, sql, pyspark, duckdb, bigquery, pyarrow, mssql, polars, snowflake, trino |
| has_wiki | ні |
| homepage | https://ibis-project.org |
| 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?
64
Стан безпеки
55Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — немає даних |
| 2.5/2.5 | CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 6/7 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 70 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — 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 8 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 3/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 104 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5,5 |
Виключено з оцінювання (немає даних або не застосовно): branch_protection. Залишкові ваги перенормовано.
Сповіщення про залежності
100Відмінний
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 8 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:ibis-framework@12.0.0 — тим, що тягне за собою встановлення опублікованого пакета, — 8 пакетів. Досяжність не аналізується.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
44
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 — justfile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — devcontainer, Dockerfile, Nix, lockfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 0/8 | Автоматизоване супроводження — немає даних |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | так |
| has_tests | так |
| lockfiles | uv.lock |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | justfile |
| has_devcontainer | так |
| has_linter_config | так |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами, Автоматизоване супроводження. Залишкові ваги перенормовано.
Читабельність коду для моделей
53Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 53.4/55 | Керовані розміри файлів — 18/625 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 294 106 |
| source_files_sampled | 625 |
| oversized_source_files | 18 |
Машиночитні інтерфейси
40У зоні ризику
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples, sample |
Використані вхідні дані
| example_dirs | examples, sample |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
6 603зірок GitHub
100контриб'юторів
349комітів за останні 12 місяців
0днів від останнього пушу
36релізів
2бас-фактор
406відкритих issue
PyPIпакетних екосистем
Докладніше
Історія зірок і форків 6 603 ★ / 0 ⇿
6 603Зірки
Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.
Показано лише найновішу історію — цей репозиторій перевищує вікно збору, тож найраніша історія не захоплена.
Кожна точка охоплює 2 днів.
OpenSSF Scorecard 5.5 / 10
5.5сукупно
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 |
| н/д | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 6/7 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 70 contributing companies or organizations |
| 0 | Dangerous-Workflow | 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 8 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 4 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 104 existing vulnerabilities detected |
Прямі залежності 7
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | atpublic | >=2.3 | pyproject.toml |
| PyPI | parsy | >=2 | pyproject.toml |
| PyPI | python-dateutil | >=2.8.2 | pyproject.toml |
| PyPI | sqlglot | >=23.4,!=26.32.0 | pyproject.toml |
| PyPI | toolz | >=0.11 | pyproject.toml |
| PyPI | typing-extensions | >=4.3.0 | pyproject.toml |
| PyPI | tzdata | >=2022.7 | pyproject.toml |
Усі залежності 307
Повний розв'язаний набір залежностей із графа залежностей GitHub: 7 прямих і 300 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | atpublic | 7.0.0 | пряма |
| PyPI | parsy | 2.2 | пряма |
| PyPI | python-dateutil | 2.9.0.post0 | пряма |
| PyPI | sqlglot | 28.9.0 | пряма |
| PyPI | toolz | 1.1.0 | пряма |
| PyPI | typing-extensions | 4.15.0 | пряма |
| PyPI | tzdata | 2025.3 | пряма |
| PyPI | aiobotocore | 3.1.1 | непряма |
| PyPI | aiohappyeyeballs | 2.6.1 | непряма |
| PyPI | aiohttp | 3.13.3 | непряма |
| PyPI | aioitertools | 0.13.0 | непряма |
| PyPI | aiosignal | 1.4.0 | непряма |
| PyPI | altair | 6.0.0 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anyio | 4.12.1 | непряма |
| PyPI | anywidget | 0.9.21 | непряма |
| PyPI | appdirs | 1.4.4 | непряма |
| PyPI | appnope | 0.1.4 | непряма |
| PyPI | argon2-cffi | 25.1.0 | непряма |
| PyPI | argon2-cffi-bindings | 25.1.0 | непряма |
| PyPI | arro3-compute | 0.6.5 | непряма |
| PyPI | arro3-core | 0.6.5 | непряма |
| PyPI | arro3-io | 0.6.5 | непряма |
| PyPI | arrow | 1.4.0 | непряма |
| PyPI | asn1crypto | 1.5.1 | непряма |
| PyPI | asttokens | 3.0.1 | непряма |
| PyPI | async-lru | 2.1.0 | непряма |
| PyPI | async-timeout | 5.0.1 | непряма |
| PyPI | attrs | 25.4.0 | непряма |
| PyPI | aws-error-utils | 2.7.0 | непряма |
| PyPI | aws-sso-lib | 1.14.0 | непряма |
| PyPI | aws-sso-util | 4.33.0 | непряма |
| PyPI | babel | 2.18.0 | непряма |
| PyPI | beartype | 0.22.9 | непряма |
| PyPI | beautifulsoup4 | 4.14.3 | непряма |
| PyPI | bitarray | 3.8.0 | непряма |
| PyPI | black | 26.1.0 | непряма |
| PyPI | bleach | 6.3.0 | непряма |
| PyPI | boto3 | 1.42.30 | непряма |
| PyPI | botocore | 1.42.30 | непряма |
| PyPI | certifi | 2026.1.4 | непряма |
| PyPI | cffi | 2.0.0 | непряма |
| PyPI | cfgv | 3.5.0 | непряма |
| PyPI | chardet | 5.2.0 | непряма |
| PyPI | charset-normalizer | 3.4.4 | непряма |
| PyPI | click | 8.3.1 | непряма |
| PyPI | clickhouse-connect | 0.10.0 | непряма |
| PyPI | cloudpickle | 3.1.2 | непряма |
| PyPI | codespell | 2.4.1 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | comm | 0.2.3 | непряма |
| PyPI | contourpy | 1.3.2 | непряма |
| PyPI | contourpy | 1.3.3 | непряма |
| PyPI | coverage | 7.13.3 | непряма |
| PyPI | cryptography | 46.0.4 | непряма |
| PyPI | cycler | 0.12.1 | непряма |
| PyPI | databackend | 0.0.3 | непряма |
| PyPI | databricks-sql-connector | 4.2.4 | непряма |
| PyPI | datafusion | 53.0.0 | непряма |
| PyPI | db-dtypes | 1.5.0 | непряма |
| PyPI | debugpy | 1.8.20 | непряма |
| PyPI | decorator | 5.2.1 | непряма |
| PyPI | defusedxml | 0.7.1 | непряма |
| PyPI | deltalake | 1.4.1 | непряма |
| PyPI | deprecated | 1.3.1 | непряма |
| PyPI | distlib | 0.4.0 | непряма |
| PyPI | doit | 0.36.0 | непряма |
| PyPI | duckdb | 1.4.4 | непряма |
| PyPI | et-xmlfile | 2.0.0 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | execnet | 2.1.2 | непряма |
| PyPI | executing | 2.2.1 | непряма |
| PyPI | fastjsonschema | 2.21.2 | непряма |
| PyPI | filelock | 3.20.3 | непряма |
| PyPI | fonttools | 4.61.1 | непряма |
| PyPI | fqdn | 1.5.1 | непряма |
| PyPI | frozenlist | 1.8.0 | непряма |
| PyPI | fsspec | 2026.1.0 | непряма |
| PyPI | gcsfs | 2026.1.0 | непряма |
| PyPI | geoarrow-rust-core | 0.6.1 | непряма |
| PyPI | geoarrow-types | 0.3.0 | непряма |
| PyPI | geopandas | 1.1.2 | непряма |
| PyPI | google-api-core | 2.29.0 | непряма |
| PyPI | google-auth | 2.48.0 | непряма |
| PyPI | google-auth-oauthlib | 1.2.4 | непряма |
| PyPI | google-cloud-bigquery | 3.40.0 | непряма |
| PyPI | google-cloud-bigquery-storage | 2.36.0 | непряма |
| PyPI | google-cloud-core | 2.5.0 | непряма |
| PyPI | google-cloud-storage | 3.9.0 | непряма |
| PyPI | google-cloud-storage-control | 1.9.0 | непряма |
| PyPI | google-crc32c | 1.8.0 | непряма |
| PyPI | google-resumable-media | 2.8.0 | непряма |
| PyPI | googleapis-common-protos | 1.72.0 | непряма |
| PyPI | graphviz | 0.21 | непряма |
| PyPI | greenlet | 3.3.1 | непряма |
| PyPI | griffe | 1.15.0 | непряма |
| PyPI | grpc-google-iam-v1 | 0.14.3 | непряма |
| PyPI | grpcio | 1.76.0 | непряма |
| PyPI | grpcio-status | 1.76.0 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx | 0.28.1 | непряма |
| PyPI | humanize | 4.15.0 | непряма |
| PyPI | hypothesis | 6.151.4 | непряма |
| PyPI | ibis-framework | 12.0.0 | непряма |
| PyPI | identify | 2.6.16 | непряма |
| PyPI | idna | 3.11 | непряма |
| PyPI | importlib-metadata | 8.7.1 | непряма |
| PyPI | importlib-resources | 6.5.2 | непряма |
| PyPI | impyla | 0.22.0 | непряма |
| PyPI | iniconfig | 2.3.0 | непряма |
| PyPI | ipykernel | 7.1.0 | непряма |
| PyPI | ipython | 8.38.0 | непряма |
| PyPI | ipython | 9.10.0 | непряма |
| PyPI | ipython-pygments-lexers | 1.1.1 | непряма |
| PyPI | ipywidgets | 8.1.8 | непряма |
| PyPI | isoduration | 20.11.0 | непряма |
| PyPI | itables | 2.6.2 | непряма |
| PyPI | jedi | 0.19.2 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | jmespath | 1.1.0 | непряма |
| PyPI | joblib | 1.5.3 | непряма |
| PyPI | json5 | 0.13.0 | непряма |
| PyPI | jsonpointer | 3.0.0 | непряма |
| PyPI | jsonschema | 4.26.0 | непряма |
| PyPI | jsonschema-specifications | 2025.9.1 | непряма |
| PyPI | jupyter-cache | 1.0.1 | непряма |
| PyPI | jupyter-client | 8.8.0 | непряма |
| PyPI | jupyter-core | 5.9.1 | непряма |
| PyPI | jupyter-events | 0.12.0 | непряма |
| PyPI | jupyter-lsp | 2.3.0 | непряма |
| PyPI | jupyter-server | 2.17.0 | непряма |
| PyPI | jupyter-server-terminals | 0.5.4 | непряма |
| PyPI | jupyterlab | 4.5.3 | непряма |
| PyPI | jupyterlab-night | 0.5.2 | непряма |
| PyPI | jupyterlab-pygments | 0.3.0 | непряма |
| PyPI | jupyterlab-server | 2.28.0 | непряма |
| PyPI | jupyterlab-widgets | 3.0.16 | непряма |
| PyPI | jupyterlite-core | 0.7.1 | непряма |
| PyPI | jupyterlite-pyodide-kernel | 0.7.0 | непряма |
| PyPI | kiwisolver | 1.4.9 | непряма |
| PyPI | lark | 1.3.1 | непряма |
| PyPI | lonboard | 0.13.0 | непряма |
| PyPI | lz4 | 4.4.5 | непряма |
| PyPI | markdown-it-py | 4.0.0 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | matplotlib | 3.10.8 | непряма |
| PyPI | matplotlib-inline | 0.2.1 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mistune | 3.2.0 | непряма |
| PyPI | mizani | 0.14.4 | непряма |
| PyPI | multidict | 6.7.1 | непряма |
| PyPI | mypy-extensions | 1.1.0 | непряма |
| PyPI | mysqlclient | 2.2.7 | непряма |
| PyPI | narwhals | 2.16.0 | непряма |
| PyPI | nbclient | 0.10.4 | непряма |
| PyPI | nbconvert | 7.17.0 | непряма |
| PyPI | nbformat | 5.10.4 | непряма |
| PyPI | nest-asyncio | 1.6.0 | непряма |
| PyPI | nodeenv | 1.10.0 | непряма |
| PyPI | notebook-shim | 0.2.4 | непряма |
| PyPI | numpy | 2.2.6 | непряма |
| PyPI | numpy | 2.4.2 | непряма |
| PyPI | oauthlib | 3.3.1 | непряма |
| PyPI | openpyxl | 3.1.5 | непряма |
| PyPI | oracledb | 3.4.2 | непряма |
| PyPI | orjson | 3.11.7 | непряма |
| PyPI | overrides | 7.7.0 | непряма |
| PyPI | packaging | 26.0 | непряма |
| PyPI | pandas | 2.3.3 | непряма |
| PyPI | pandas-gbq | 0.33.0 | непряма |
| PyPI | pandocfilters | 1.5.1 | непряма |
| PyPI | parsimonious | 0.11.0 | непряма |
| PyPI | parso | 0.8.5 | непряма |
| PyPI | pathspec | 1.0.4 | непряма |
| PyPI | patsy | 1.0.2 | непряма |
| PyPI | pexpect | 4.9.0 | непряма |
| PyPI | pillow | 12.1.0 | непряма |
| PyPI | pins | 0.9.0 | непряма |
| PyPI | pkginfo | 1.12.1.2 | непряма |
| PyPI | platformdirs | 4.5.1 | непряма |
| PyPI | plotly | 6.5.2 | непряма |
| PyPI | plotnine | 0.15.3 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | plum-dispatch | 2.6.1 | непряма |
| PyPI | polars | 1.37.1 | непряма |
| PyPI | polars-runtime-32 | 1.37.1 | непряма |
| PyPI | pprintpp | 0.4.0 | непряма |
| PyPI | pre-commit | 4.5.1 | непряма |
| PyPI | prometheus-client | 0.24.1 | непряма |
| PyPI | prompt-toolkit | 3.0.52 | непряма |
| PyPI | propcache | 0.4.1 | непряма |
| PyPI | proto-plus | 1.27.1 | непряма |
| PyPI | protobuf | 6.33.5 | непряма |
| PyPI | psutil | 7.2.2 | непряма |
| PyPI | psycopg | 3.3.2 | непряма |
| PyPI | psycopg2 | 2.9.11 | непряма |
| PyPI | psygnal | 0.15.1 | непряма |
| PyPI | ptyprocess | 0.7.0 | непряма |
| PyPI | pure-eval | 0.2.3 | непряма |
| PyPI | pure-sasl | 0.6.2 | непряма |
| PyPI | py-cpuinfo | 9.0.0 | непряма |
| PyPI | py4j | 0.10.9.9 | непряма |
| PyPI | pyarrow | 23.0.0 | непряма |
| PyPI | pyarrow-hotfix | 0.7 | непряма |
| PyPI | pyasn1 | 0.6.2 | непряма |
| PyPI | pyasn1-modules | 0.4.2 | непряма |
| PyPI | pyathena | 3.26.0 | непряма |
| PyPI | pybreaker | 1.4.1 | непряма |
| PyPI | pycparser | 3.0 | непряма |
| PyPI | pydantic | 2.12.5 | непряма |
| PyPI | pydantic-core | 2.41.5 | непряма |
| PyPI | pydata-google-auth | 1.9.1 | непряма |
| PyPI | pydruid | 0.6.9 | непряма |
| PyPI | pyexasol | 1.3.0 | непряма |
| PyPI | pygments | 2.19.2 | непряма |
| PyPI | pyinstrument | 5.1.2 | непряма |
| PyPI | pyjwt | 2.11.0 | непряма |
| PyPI | pyodbc | 5.3.0 | непряма |
| PyPI | pyogrio | 0.12.1 | непряма |
| PyPI | pyopenssl | 25.3.0 | непряма |
| PyPI | pyparsing | 3.3.2 | непряма |
| PyPI | pyproj | 3.7.1 | непряма |
| PyPI | pyproj | 3.7.2 | непряма |
| PyPI | pyspark | 4.0.1 | непряма |
| PyPI | pystack | 1.6.0 | непряма |
| PyPI | pytest | 8.3.5 | непряма |
| PyPI | pytest-benchmark | 5.2.3 | непряма |
| PyPI | pytest-clarity | 1.0.1 | непряма |
| PyPI | pytest-cov | 7.0.0 | непряма |
| PyPI | pytest-deadfixtures | 2.2.1 | непряма |
| PyPI | pytest-mock | 3.15.1 | непряма |
| PyPI | pytest-pystack | 1.0.2 | непряма |
| PyPI | pytest-randomly | 4.0.1 | непряма |
| PyPI | pytest-repeat | 0.9.4 | непряма |
| PyPI | pytest-snapshot | 0.9.0 | непряма |
| PyPI | pytest-timeout | 2.4.0 | непряма |
| PyPI | pytest-xdist | 3.8.0 | непряма |
| PyPI | python-json-logger | 4.0.0 | непряма |
| PyPI | pytokens | 0.4.1 | непряма |
| PyPI | pytz | 2025.2 | непряма |
| PyPI | pywinpty | 3.0.2 | непряма |
| PyPI | pyyaml | 6.0.3 | непряма |
| PyPI | pyzmq | 27.1.0 | непряма |
| PyPI | quartodoc | 0.11.1 | непряма |
| PyPI | referencing | 0.37.0 | непряма |
| PyPI | regex | 2026.1.15 | непряма |
| PyPI | requests | — | непряма |
| PyPI | requests | 2.32.5 | непряма |
| PyPI | requests-oauthlib | 2.0.0 | непряма |
| PyPI | rfc3339-validator | 0.1.4 | непряма |
| PyPI | rfc3986-validator | 0.1.1 | непряма |
| PyPI | rfc3987-syntax | 1.1.0 | непряма |
| PyPI | rich | 14.3.2 | непряма |
| PyPI | rpds-py | 0.30.0 | непряма |
| PyPI | rsa | 4.9.1 | непряма |
| PyPI | ruff | 0.15.0 | непряма |
| PyPI | s3fs | 2026.1.0 | непряма |
| PyPI | s3transfer | 0.16.0 | непряма |
| PyPI | scikit-learn | 1.7.2 | непряма |
| PyPI | scikit-learn | 1.8.0 | непряма |
| PyPI | scipy | 1.15.3 | непряма |
| PyPI | scipy | 1.17.0 | непряма |
| PyPI | seaborn | 0.13.2 | непряма |
| PyPI | send2trash | 2.1.0 | непряма |
| PyPI | setuptools | 80.10.2 | непряма |
| PyPI | shapely | 2.1.2 | непряма |
| PyPI | singlestoredb | 1.16.8 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | snowflake-connector-python | 4.2.0 | непряма |
| PyPI | sortedcontainers | 2.4.0 | непряма |
| PyPI | soupsieve | 2.8.3 | непряма |
| PyPI | sphobjinv | 2.3.1.3 | непряма |
| PyPI | sqlalchemy | 2.0.46 | непряма |
| PyPI | sqlparams | 6.2.0 | непряма |
| PyPI | stack-data | 0.6.3 | непряма |
| PyPI | statsmodels | 0.14.6 | непряма |
| PyPI | streamlit | — | непряма |
| PyPI | tabulate | 0.9.0 | непряма |
| PyPI | tenacity | 9.1.2 | непряма |
| PyPI | terminado | 0.18.1 | непряма |
| PyPI | threadpoolctl | 3.6.0 | непряма |
| PyPI | thrift | 0.16.0 | непряма |
| PyPI | thrift-sasl | 0.4.3 | непряма |
| PyPI | tinycss2 | 1.4.0 | непряма |
| PyPI | tomli | 2.4.0 | непряма |
| PyPI | tomlkit | 0.14.0 | непряма |
| PyPI | tornado | 6.5.4 | непряма |
| PyPI | tqdm | 4.67.2 | непряма |
| PyPI | traitlets | 5.14.3 | непряма |
| PyPI | trino | 0.336.0 | непряма |
| PyPI | typing-inspection | 0.4.2 | непряма |
| PyPI | tzlocal | 5.3.1 | непряма |
| PyPI | uri-template | 1.3.0 | непряма |
| PyPI | urllib3 | 2.6.3 | непряма |
| PyPI | virtualenv | 20.36.1 | непряма |
| PyPI | watchdog | 6.0.0 | непряма |
| PyPI | wcwidth | 0.5.3 | непряма |
| PyPI | webcolors | 25.10.0 | непряма |
| PyPI | webencodings | 0.5.1 | непряма |
| PyPI | websocket-client | 1.8.0 | непряма |
| PyPI | widgetsnbextension | 4.0.15 | непряма |
| PyPI | wrapt | 2.1.1 | непряма |
| PyPI | xxhash | 3.6.0 | непряма |
| PyPI | yarl | 1.22.0 | непряма |
| PyPI | zipp | 3.23.0 | непряма |
| PyPI | zstandard | 0.25.0 | непряма |
Сповіщення про залежності 0
Встановлення pypi:ibis-framework@12.0.0 тягне 8 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
{
"data": {
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"python",
"impala",
"pandas",
"database",
"clickhouse",
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"mysql",
"datafusion",
"sql",
"pyspark",
"duckdb",
"bigquery",
"pyarrow",
"mssql",
"polars",
"snowflake",
"trino"
],
"is_fork": false,
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"has_wiki": false,
"homepage": "https://ibis-project.org",
"languages": {
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},
"pushed_at": "2026-07-21T01:12:26Z",
"created_at": "2015-04-17T20:43:46Z",
"owner_type": "Organization",
"updated_at": "2026-07-21T01:10:20Z",
"description": "the portable Python dataframe library",
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"primary_language": "Python",
"significant_languages": [
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]
},
"owner": {
"blog": "https://ibis-project.org",
"name": "Ibis Project",
"type": "Organization",
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"followers": 306,
"avatar_url": "https://avatars.githubusercontent.com/u/27442526?v=4",
"created_at": "2017-04-13T18:19:08Z",
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"license": {
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},
"activity": {
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},
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{
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"exists": true,
"license": "Apache-2.0",
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"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
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"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: SQL",
"Topic :: Database :: Front-Ends",
"Topic :: Scientific/Engineering",
"Topic :: Software Development :: Code Generators",
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"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "306 followers of ibis-project",
"points": 17.9,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 306,
"login": "ibis-project"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "24 public repos, account ~9 yr old",
"points": 22.2,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 24
}
},
{
"code": "account_age_years",
"params": {
"years": 9
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"ibis-framework"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 163
},
"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 163 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 163
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "166 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 166
}
}
],
"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": 92,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"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": "27 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 27
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}
],
"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": "11 out of 11 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": 90,
"inputs": {
"topics": [
"python",
"impala",
"pandas",
"database",
"clickhouse",
"postgresql",
"sqlite",
"mysql",
"datafusion",
"sql",
"pyspark",
"duckdb",
"bigquery",
"pyarrow",
"mssql",
"polars",
"snowflake",
"trino"
],
"has_wiki": false,
"homepage": "https://ibis-project.org",
"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://ibis-project.org",
"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": "18 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 18
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 64,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 55,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "11 out of 11 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 6/7 approved changesets -- score normalized to 8",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 70 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "dangerous workflow patterns detected",
"points": 0,
"status": "missed",
"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 8 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 3,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "104 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:ibis-framework@12.0.0 runtime dependency closure — what installing the published package pulls in — 8 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:ibis-framework@12.0.0",
"assessed": 8
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 8,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 8,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
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"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 11
},
"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": 44,
"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": [
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"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": [
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"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
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"has_tests": true,
"lockfiles": [
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],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
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],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "justfile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "justfile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
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"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
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"detail": "devcontainer, Dockerfile, Nix, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, Nix, 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",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
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"largest_source_bytes": 294106,
"source_files_sampled": 625,
"oversized_source_files": 18
},
"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": "18/625 source files over 60KB",
"points": 53.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 625,
"oversized": 18
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"sample"
],
"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, sample",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, sample"
}
}
],
"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": [],
"report_type": "repository",
"generated_at": "2026-07-21T04:18:27.190471Z",
"schema_version": "0.17.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/ibis-project/ibis.svg",
"full_name": "ibis-project/ibis",
"license_state": "standard",
"license_spdx": "Apache-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 v0.17.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.