Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.12.0 · метрики 1.13.0 · 2026-07-18 13:17 UTC
milvus-io / pymilvus
Python SDK for Milvus Vector Database
milvus-io/pymilvus має індекс здоров’я 83 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (99/100), найнижчий — AI Readiness (44/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконують 4 учасники.
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
The Milvus ProjectОрганізація
1 250 підписників68 публічних репозиторіївз черв. 2019 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| PyPI | pymilvus | 3.0.0 | 5 621 815 | 146 | 71 день тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
99
Активність розробки
99Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 1 дн. тому |
| 35.3/36 | Ритм комітів — 51/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 296 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 296 |
| human_commit_share | — |
| days_since_last_push | 1 |
| active_weeks_last_year | 51 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 100 релізів |
| 36/36 | Свіжість релізів — останній реліз 1 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~17,4 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 100 |
| latest_release_tag | v2.6.17 |
| releases_from_tags | ні |
| days_since_latest_release | 1 |
| mean_days_between_releases | 17,4 |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
82
Популярність і впровадження
80Добрий
Як обчислюється оцінка
| 51/60 | Зірки — 1 401 зірок |
| 22/25 | Форки — 439 форків |
| 6.5/15 | Спостерігачі — 16 спостерігачів |
Використані вхідні дані
| forks | 439 |
| stars | 1 401 |
| watchers | 16 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
70Добрий
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 18/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Впровадження в екосистемі (завантаження)
100Відмінний
Як обчислюється оцінка
| 80/80 | Щомісячні завантаження — 5 621 815 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | pymilvus |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 5 621 815 |
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?
85
Як обчислюється оцінка
| 43.2/54 | Бас-фактор — на 4 контриб’ютор(ів) припадає половина всіх комітів |
| 16.3/22.5 | Розподіл комітів — головний контриб’ютор — автор 27% комітів |
| 13.5/13.5 | Широта контриб’юторів — 100 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 4 |
| contributors_sampled | 100 |
| top_contributor_share | 0,274 |
Реактивність на issue та PR
83Добрий
Як обчислюється оцінка
| 32.9/46.8 | Вирішення issue — закрито 70% issue |
| 35.2/38.3 | Прийняття PR — злито 2 251/2 447 вирішених PR |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Використані вхідні дані
| merged_prs | 2 251 |
| open_issues | 359 |
| closed_issues | 848 |
| issue_closed_ratio | 0,703 |
| closed_unmerged_prs | 196 |
Власність та опіка
77Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 22.3/25 | Охоплення власника — 1 250 підписників у milvus-io |
| 25/25 | Послужний список — 68 публічних репозиторіїв, вік облікового запису ~7 р. |
Використані вхідні дані
| followers | 1 250 |
| owner_type | Organization |
| is_verified | — |
| owner_login | milvus-io |
| public_repos | 68 |
| account_age_days | 2 593 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 71 дн. тому |
| 20/20 | Історія версій — 146 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | pymilvus |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 71 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
86
Інженерні практики
94Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 7 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — ruff.toml |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 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
75Добрий
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 0/15 | Сайт документації / домашня сторінка |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 9 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | anns, python, milvus, faiss, faiss-vector-database, python-sdk, vector-database, milvus-lite, milvus-sdk |
| has_wiki | ні |
| homepage | — |
| 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?
56
Стан безпеки
56Помірний
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 — 30 out of 30 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 |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 7 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 2 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 47 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5,6 |
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. 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.
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 — Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — ruff.toml |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — Dockerfile, 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 | ні |
| has_tests | так |
| lockfiles | uv.lock |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | Makefile |
| has_devcontainer | ні |
| 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
52Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 52.5/55 | Керовані розміри файлів — 14/305 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 251 372 |
| source_files_sampled | 305 |
| oversized_source_files | 14 |
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, notebooks |
Використані вхідні дані
| example_dirs | examples, notebooks |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
1 401зірок GitHub
100контриб'юторів
296комітів за останні 12 місяців
1днів від останнього пушу
100релізів
4бас-фактор
359відкритих issue
PyPIпакетних екосистем
Докладніше
OpenSSF Scorecard 5.6 / 10
5.6сукупно
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 | 30 out of 30 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 |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 7 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 2 issue activity found in the last 90 days -- score normalized to 10 |
| н/д | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 47 existing vulnerabilities detected |
Прямі залежності 9
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | grpcio | >=1.66.2,!=1.68.0,!=1.68.1,!=1.69.0,!=1.70.0,!=1.70.1,!=1.71.0,!=1.72.1,!=1.73.0 | pyproject.toml |
| PyPI | grpcio | >=1.75.1 | pyproject.toml |
| PyPI | orjson | >=3.10.15 | pyproject.toml |
| PyPI | protobuf | >=5.27.2 | pyproject.toml |
| PyPI | python-dotenv | >=1.0.1, <2.0.0 | pyproject.toml |
| PyPI | pandas | >=1.2.4 | pyproject.toml |
| PyPI | numpy | <1.25.0 | pyproject.toml |
| PyPI | cachetools | >=5.0.0 | pyproject.toml |
| PyPI | requests | >=2.20.0 | pyproject.toml |
Усі залежності 207
Повний розв'язаний набір залежностей із графа залежностей GitHub: 22 прямих і 185 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | cachetools | 5.5.2 | пряма |
| PyPI | cachetools | 6.2.6 | пряма |
| PyPI | cachetools | 7.1.4 | пряма |
| PyPI | grpcio | 1.66.2 | пряма |
| PyPI | grpcio | 1.80.0 | пряма |
| PyPI | numpy | 1.24.4 | пряма |
| PyPI | numpy | 2.0.2 | пряма |
| PyPI | numpy | 2.2.6 | пряма |
| PyPI | numpy | 2.4.6 | пряма |
| PyPI | orjson | 3.10.15 | пряма |
| PyPI | orjson | 3.11.5 | пряма |
| PyPI | orjson | 3.11.9 | пряма |
| PyPI | pandas | 2.0.3 | пряма |
| PyPI | pandas | 2.3.3 | пряма |
| PyPI | pandas | 3.0.3 | пряма |
| PyPI | protobuf | 5.29.6 | пряма |
| PyPI | python-dotenv | 1.0.1 | пряма |
| PyPI | python-dotenv | 1.2.1 | пряма |
| PyPI | python-dotenv | 1.2.2 | пряма |
| PyPI | requests | 2.32.4 | пряма |
| PyPI | requests | 2.32.5 | пряма |
| PyPI | requests | 2.34.2 | пряма |
| PyPI | annotated-doc | 0.0.4 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anyio | 4.13.0 | непряма |
| PyPI | argon2-cffi | 25.1.0 | непряма |
| PyPI | argon2-cffi-bindings | 21.2.0 | непряма |
| PyPI | argon2-cffi-bindings | 25.1.0 | непряма |
| PyPI | attrs | 26.1.0 | непряма |
| PyPI | azure-core | 1.33.0 | непряма |
| PyPI | azure-core | 1.39.0 | непряма |
| PyPI | azure-core | 1.41.0 | непряма |
| PyPI | azure-storage-blob | 12.26.0 | непряма |
| PyPI | azure-storage-blob | 12.29.0 | непряма |
| PyPI | backports-asyncio-runner | 1.2.0 | непряма |
| PyPI | backports-tarfile | 1.2.0 | непряма |
| PyPI | black | 24.8.0 | непряма |
| PyPI | black | 25.11.0 | непряма |
| PyPI | black | 26.5.1 | непряма |
| PyPI | certifi | 2026.5.20 | непряма |
| PyPI | cffi | 1.17.1 | непряма |
| PyPI | cffi | 2.0.0 | непряма |
| PyPI | charset-normalizer | 3.4.7 | непряма |
| PyPI | check-wheel-contents | 0.6.1 | непряма |
| PyPI | check-wheel-contents | 0.6.3 | непряма |
| PyPI | click | 8.1.8 | непряма |
| PyPI | click | 8.4.1 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | coloredlogs | 15.0.1 | непряма |
| PyPI | coverage | 7.10.7 | непряма |
| PyPI | coverage | 7.14.0 | непряма |
| PyPI | coverage | 7.6.1 | непряма |
| PyPI | cryptography | 47.0.0 | непряма |
| PyPI | cryptography | 48.0.0 | непряма |
| PyPI | cython | 3.2.4 | непряма |
| PyPI | docutils | 0.22.4 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | faiss-cpu | 1.13.2 | непряма |
| PyPI | filelock | 3.16.1 | непряма |
| PyPI | filelock | 3.19.1 | непряма |
| PyPI | filelock | 3.29.0 | непряма |
| PyPI | flatbuffers | 25.12.19 | непряма |
| PyPI | fsspec | 2025.10.0 | непряма |
| PyPI | fsspec | 2025.3.0 | непряма |
| PyPI | fsspec | 2026.4.0 | непряма |
| PyPI | grpcio-tools | 1.66.2 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | hf-xet | 1.5.0 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx | 0.28.1 | непряма |
| PyPI | huggingface-hub | 0.36.2 | непряма |
| PyPI | huggingface-hub | 1.16.1 | непряма |
| PyPI | humanfriendly | 10.0 | непряма |
| PyPI | id | 1.6.1 | непряма |
| PyPI | idna | 3.15 | непряма |
| PyPI | idna | 3.16 | непряма |
| PyPI | importlib-metadata | 8.5.0 | непряма |
| PyPI | importlib-metadata | 8.7.1 | непряма |
| PyPI | importlib-metadata | 9.0.0 | непряма |
| PyPI | iniconfig | 2.1.0 | непряма |
| PyPI | iniconfig | 2.3.0 | непряма |
| PyPI | isodate | 0.7.2 | непряма |
| PyPI | jaraco-classes | 3.4.0 | непряма |
| PyPI | jaraco-context | 6.1.1 | непряма |
| PyPI | jaraco-context | 6.1.2 | непряма |
| PyPI | jaraco-functools | 4.4.0 | непряма |
| PyPI | jaraco-functools | 4.5.0 | непряма |
| PyPI | jeepney | 0.9.0 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | keyring | 25.7.0 | непряма |
| PyPI | linkify-it-py | 2.0.3 | непряма |
| PyPI | linkify-it-py | 2.1.0 | непряма |
| PyPI | markdown-it-py | 3.0.0 | непряма |
| PyPI | markdown-it-py | 4.2.0 | непряма |
| PyPI | markupsafe | 2.1.5 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | mdit-py-plugins | 0.4.2 | непряма |
| PyPI | mdit-py-plugins | 0.6.1 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | memray | 1.19.3 | непряма |
| PyPI | milvus-lite | 2.5.1 | непряма |
| PyPI | milvus-lite | 3.0 | непряма |
| PyPI | minio | 7.2.10 | непряма |
| PyPI | minio | 7.2.20 | непряма |
| PyPI | minio | 7.2.7 | непряма |
| PyPI | ml-dtypes | 0.2.0 | непряма |
| PyPI | ml-dtypes | 0.5.4 | непряма |
| PyPI | more-itertools | 10.8.0 | непряма |
| PyPI | more-itertools | 11.1.0 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | mypy-extensions | 1.1.0 | непряма |
| PyPI | nh3 | 0.3.5 | непряма |
| PyPI | onnxruntime | 1.20.1 | непряма |
| PyPI | onnxruntime | 1.24.3 | непряма |
| PyPI | onnxruntime | 1.26.0 | непряма |
| PyPI | packaging | 26.2 | непряма |
| PyPI | pathspec | 0.12.1 | непряма |
| PyPI | pathspec | 1.1.1 | непряма |
| PyPI | platformdirs | 4.3.6 | непряма |
| PyPI | platformdirs | 4.4.0 | непряма |
| PyPI | platformdirs | 4.9.6 | непряма |
| PyPI | pluggy | 1.5.0 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | py-cpuinfo | 9.0.0 | непряма |
| PyPI | py-spy | 0.4.2 | непряма |
| PyPI | pyarrow | 17.0.0 | непряма |
| PyPI | pyarrow | 21.0.0 | непряма |
| PyPI | pyarrow | 24.0.0 | непряма |
| PyPI | pycparser | 2.23 | непряма |
| PyPI | pycparser | 3.0 | непряма |
| PyPI | pycryptodome | 3.23.0 | непряма |
| PyPI | pydantic | 2.13.4 | непряма |
| PyPI | pydantic-core | 2.46.4 | непряма |
| PyPI | pygal | 3.1.0 | непряма |
| PyPI | pygaljs | 1.0.2 | непряма |
| PyPI | pygments | 2.19.2 | непряма |
| PyPI | pygments | 2.20.0 | непряма |
| PyPI | pymilvus-model | 0.3.2 | непряма |
| PyPI | pyreadline3 | 3.5.6 | непряма |
| PyPI | pytest | 8.3.5 | непряма |
| PyPI | pytest | 8.4.2 | непряма |
| PyPI | pytest | 9.0.3 | непряма |
| PyPI | pytest-asyncio | 0.24.0 | непряма |
| PyPI | pytest-asyncio | 1.2.0 | непряма |
| PyPI | pytest-asyncio | 1.3.0 | непряма |
| PyPI | pytest-benchmark | 4.0.0 | непряма |
| PyPI | pytest-benchmark | 5.2.3 | непряма |
| PyPI | pytest-cov | 5.0.0 | непряма |
| PyPI | pytest-cov | 7.1.0 | непряма |
| PyPI | pytest-timeout | 2.4.0 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | pytokens | 0.4.1 | непряма |
| PyPI | pytz | 2026.2 | непряма |
| PyPI | pywin32-ctypes | 0.2.3 | непряма |
| PyPI | pyyaml | 6.0.3 | непряма |
| PyPI | readme-renderer | 44.0 | непряма |
| PyPI | regex | 2024.11.6 | непряма |
| PyPI | regex | 2026.1.15 | непряма |
| PyPI | regex | 2026.5.9 | непряма |
| PyPI | requests-toolbelt | 1.0.0 | непряма |
| PyPI | rfc3986 | 2.0.0 | непряма |
| PyPI | rich | 14.3.4 | непряма |
| PyPI | rich | 15.0.0 | непряма |
| PyPI | ruff | 0.15.14 | непряма |
| PyPI | safetensors | 0.5.3 | непряма |
| PyPI | safetensors | 0.7.0 | непряма |
| PyPI | scipy | 1.10.1 | непряма |
| PyPI | scipy | 1.13.1 | непряма |
| PyPI | scipy | 1.15.3 | непряма |
| PyPI | scipy | 1.17.1 | непряма |
| PyPI | secretstorage | 3.3.3 | непряма |
| PyPI | secretstorage | 3.5.0 | непряма |
| PyPI | setuptools | 75.3.2 | непряма |
| PyPI | setuptools | 82.0.1 | непряма |
| PyPI | setuptools-scm | 10.0.5 | непряма |
| PyPI | setuptools-scm | 9.2.2 | непряма |
| PyPI | shellingham | 1.5.4 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | sympy | 1.13.3 | непряма |
| PyPI | sympy | 1.14.0 | непряма |
| PyPI | textual | 0.73.0 | непряма |
| PyPI | textual | 6.2.1 | непряма |
| PyPI | textual | 8.2.7 | непряма |
| PyPI | tokenizers | 0.20.3 | непряма |
| PyPI | tokenizers | 0.22.2 | непряма |
| PyPI | tomli | 2.4.1 | непряма |
| PyPI | tqdm | 4.67.3 | непряма |
| PyPI | transformers | 4.46.3 | непряма |
| PyPI | transformers | 4.57.6 | непряма |
| PyPI | transformers | 5.9.0 | непряма |
| PyPI | twine | 6.2.0 | непряма |
| PyPI | typer | 0.25.1 | непряма |
| PyPI | typing-extensions | 4.13.2 | непряма |
| PyPI | typing-extensions | 4.15.0 | непряма |
| PyPI | typing-inspection | 0.4.2 | непряма |
| PyPI | tzdata | 2026.2 | непряма |
| PyPI | uc-micro-py | 1.0.3 | непряма |
| PyPI | uc-micro-py | 2.0.0 | непряма |
| PyPI | urllib3 | 2.2.3 | непряма |
| PyPI | urllib3 | 2.6.3 | непряма |
| PyPI | urllib3 | 2.7.0 | непряма |
| PyPI | vcs-versioning | 0.0.1 | непряма |
| PyPI | vcs-versioning | 1.1.1 | непряма |
| PyPI | wheel-filename | 1.4.2 | непряма |
| PyPI | zipp | 3.20.2 | непряма |
| PyPI | zipp | 3.23.1 | непряма |
| PyPI | zipp | 4.1.0 | непряма |
Звіт у форматі JSON машиночитний
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},
{
"name": "Branch-Protection",
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{
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{
"name": "CII-Best-Practices",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
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{
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},
{
"name": "Dangerous-Workflow",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
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"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
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"reason": "project is not fuzzed",
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},
{
"name": "License",
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{
"name": "Maintained",
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{
"name": "Packaging",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
"name": "Pinned-Dependencies",
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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{
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{
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"governance": 85,
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{
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}
],
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]
},
{
"key": "community_health",
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"notes": [],
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"inputs": {
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"key": "readme",
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"code": "license_spdx",
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}
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{
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"key": "openssf_scorecard_contributors",
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]
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"has_wiki": false,
"homepage": null,
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"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",
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"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "9 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
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}
}
],
"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": 56,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 56,
"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 5.6
},
"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",
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"code": "no_data",
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],
"max_points": 7.5
},
{
"key": "ci_tests",
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"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",
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"points": 7.5,
"status": "met",
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},
{
"key": "contributors",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
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"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 5
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{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "47 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": 6
},
"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": [
{
"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": false,
"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": "Makefile",
"points": 18,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 18
},
{
"key": "automated_tests",
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"points": 22,
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"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"points": 11,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 11
},
{
"key": "static_type_checking",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
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"points": 10,
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"details": [
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"code": "file_list",
"params": {
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}
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},
{
"key": "demonstrated_agent_practice",
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"code": "no_data",
"params": {}
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},
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"code": "no_data",
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],
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},
{
"key": "openssf_scorecard_pinned_dependencies",
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"status": "missed",
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}
]
},
{
"key": "ai_code_legibility",
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"name": "Code legibility for models",
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"notes": [],
"value": 52,
"inputs": {
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"largest_source_bytes": 251372,
"source_files_sampled": 305,
"oversized_source_files": 14
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"components": [
{
"key": "type_checkable_code",
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],
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},
{
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"points": 52.5,
"status": "partial",
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],
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}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"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": [],
"report_type": "repository",
"generated_at": "2026-07-18T13:17:18.225656Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/milvus-io/pymilvus.svg",
"full_name": "milvus-io/pymilvus",
"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 v0.12.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.