Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-17 15:01 UTC
swanhubx / swanlab
⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.
swanhubx/swanlab має індекс здоров’я 77 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (92/100), найнижчий — AI Readiness (44/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконують 2 учасники.
77
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.
77
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
SwanLabОрганізація
137 підписників14 публічних репозиторіївз бер. 2023 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 | swanlab | 0.9.0 | 214 937 | 64 | 1 день тому | machine-learningreproducibilityvisualization |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
92
Активність розробки
94Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 1 дн. тому |
| 30.5/36 | Ритм комітів — 44/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 269 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 269 |
| human_commit_share | — |
| days_since_last_push | 1 |
| active_weeks_last_year | 44 |
Дисципліна релізів
90Відмінний
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 ~4,5 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Використані вхідні дані
| releases_count | 100 |
| latest_release_tag | v0.9.0 |
| releases_from_tags | ні |
| days_since_latest_release | 1 |
| mean_days_between_releases | 4,5 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
88
Популярність і впровадження
84Добрий
Як обчислюється оцінка
| 58.5/60 | Зірки — 4 064 зірок |
| 19.4/25 | Форки — 211 форків |
| 5.6/15 | Спостерігачі — 11 спостерігачів |
Використані вхідні дані
| forks | 211 |
| stars | 4 064 |
| 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 (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)
89Відмінний
Як обчислюється оцінка
| 71.1/80 | Щомісячні завантаження — 214 937 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | swanlab |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 214 937 |
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?
76
Стійкість мейнтейнерів (бас-фактор)
60Помірний
Як обчислюється оцінка
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 11.6/22.5 | Розподіл комітів — головний контриб’ютор — автор 48% комітів |
| 13.5/13.5 | Широта контриб’юторів — 41 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 12 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 41 |
| top_contributor_share | 0,485 |
Реактивність на issue та PR
90Відмінний
Як обчислюється оцінка
| 43.3/46.8 | Вирішення issue — закрито 93% issue |
| 36.5/38.3 | Прийняття PR — злито 875/918 вирішених PR |
| 10.5/15 | OpenSSF Scorecard: Code-Review — Found 21/30 approved changesets -- score normalized to 7 |
Використані вхідні дані
| merged_prs | 875 |
| open_issues | 55 |
| closed_issues | 686 |
| issue_closed_ratio | 0,926 |
| closed_unmerged_prs | 43 |
Власність та опіка
61Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 15.4/25 | Охоплення власника — 137 підписників у SwanHubX |
| 15.2/25 | Послужний список — 14 публічних репозиторіїв, вік облікового запису ~3 р. |
Використані вхідні дані
| followers | 137 |
| owner_type | Organization |
| is_verified | — |
| owner_login | SwanHubX |
| public_repos | 14 |
| account_age_days | 1 221 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 1 дн. тому |
| 20/20 | Історія версій — 64 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | swanlab |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 1 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
78
Інженерні практики
86Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 2 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 12/20 | OpenSSF Scorecard: CI-Tests — 20 out of 30 merged PRs checked by a CI test -- score normalized to 6 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
65Помірний
Як обчислюється оцінка
| 30/30 | README |
| 0/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://swanlab.cn |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 16 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | data-science, deep-learning, machine-learning, python, pytorch, tensorflow, transformers, mlops, model-versioning, tracking, visualization, tensorboard, logging, llm, training, ai-infra |
| has_wiki | ні |
| homepage | https://swanlab.cn |
| has_readme | так |
| has_docs_dir | ні |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
46
Стан безпеки
46У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 1.5/2.5 | CI-Tests — 20 out of 30 merged PRs checked by a CI test -- score normalized to 6 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 5.2/7.5 | Code-Review — Found 21/30 approved changesets -- score normalized to 7 |
| 2.5/2.5 | Contributors — project has 12 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 20 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 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 58 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 4,5 |
Виключено з оцінювання (немає даних або не застосовно): packaging. Залишкові ваги перенормовано.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
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 |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — 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 | ні |
| 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
55Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 55/55 | Керовані розміри файлів — 0/414 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 45 666 |
| source_files_sampled | 414 |
| oversized_source_files | 0 |
Машиночитні інтерфейси
40У зоні ризику
Як обчислюється оцінка
| 40/40 | Схема API (OpenAPI/GraphQL/proto) — protos/swanlab/grpc/core/v1/core.proto, protos/swanlab/grpc/core/v1/sync.proto, protos/swanlab/grpc/probe/v1/probe.proto, protos/swanlab/metric/column/v1/column.proto, protos/swanlab/metric/data/v1/data.proto, protos/swanlab/operation/v1/operation.proto, protos/swanlab/probe/v1/metadata.proto, protos/swanlab/record/v1/record.proto, protos/swanlab/run/v1/run.proto, protos/swanlab/save/v1/save.proto, protos/swanlab/settings/core/v1/core.proto, protos/swanlab/settings/probe/v1/probe.proto, protos/swanlab/terminal/v1/log.proto |
| 0/20 | Сервер MCP |
| 0/40 | Придатні до запуску приклади |
Використані вхідні дані
| example_dirs | — |
| has_mcp_signal | ні |
| api_schema_files | protos/swanlab/grpc/core/v1/core.proto, protos/swanlab/grpc/core/v1/sync.proto, protos/swanlab/grpc/probe/v1/probe.proto, protos/swanlab/metric/column/v1/column.proto, protos/swanlab/metric/data/v1/data.proto, protos/swanlab/operation/v1/operation.proto, protos/swanlab/probe/v1/metadata.proto, protos/swanlab/record/v1/record.proto, protos/swanlab/run/v1/run.proto, protos/swanlab/save/v1/save.proto, protos/swanlab/settings/core/v1/core.proto, protos/swanlab/settings/probe/v1/probe.proto, protos/swanlab/terminal/v1/log.proto |
Ключові факти
4 064зірок GitHub
41контриб'юторів
269комітів за останні 12 місяців
1днів від останнього пушу
100релізів
2бас-фактор
55відкритих issue
npm, PyPIпакетних екосистем
Попередження щодо збору даних
- Could not fetch npm package 'swanlab' from its registry
Докладніше
OpenSSF Scorecard 4.5 / 10
4.5сукупно
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 |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 6 | CI-Tests | 20 out of 30 merged PRs checked by a CI test -- score normalized to 6 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 7 | Code-Review | Found 21/30 approved changesets -- score normalized to 7 |
| 10 | Contributors | project has 12 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 20 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 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 58 existing vulnerabilities detected |
Прямі залежності 20
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | urllib3 | >=1.26.0 | pyproject.toml |
| PyPI | requests | >=2.28.0 | pyproject.toml |
| PyPI | setuptools | — | pyproject.toml |
| PyPI | click | — | pyproject.toml |
| PyPI | pyyaml | — | pyproject.toml |
| PyPI | psutil | >=5.0.0 | pyproject.toml |
| PyPI | nvidia-ml-py | — | pyproject.toml |
| PyPI | pydantic | ~=2.0 | pyproject.toml |
| PyPI | pyecharts | >=2.0.0 | pyproject.toml |
| PyPI | wrapt | >=1.17.0 | pyproject.toml |
| PyPI | platformdirs | >=4.2.0 | pyproject.toml |
| PyPI | protobuf | >=6.31.1,!=6.31.0,<7 | pyproject.toml |
| PyPI | protobuf | >=6.31.1,!=6.31.0,<7 | pyproject.toml |
| PyPI | protobuf | >=6.31.1,!=6.31.0,<7 | pyproject.toml |
| PyPI | rich | >=13.6.0 | pyproject.toml |
| PyPI | pydantic-settings | >=2.8.1 | pyproject.toml |
| PyPI | orjson | <=3.11.5 | pyproject.toml |
| PyPI | orjson | — | pyproject.toml |
| PyPI | watchdog | — | pyproject.toml |
| PyPI | pwinput | >=1.0.3 | pyproject.toml |
Усі залежності 210
Повний розв'язаний набір залежностей із графа залежностей GitHub: 22 прямих і 188 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | click | 8.1.8 | пряма |
| PyPI | click | 8.3.1 | пряма |
| PyPI | nvidia-ml-py | 13.590.48 | пряма |
| PyPI | orjson | 3.11.5 | пряма |
| PyPI | orjson | 3.11.8 | пряма |
| PyPI | platformdirs | 4.4.0 | пряма |
| PyPI | platformdirs | 4.9.2 | пряма |
| PyPI | protobuf | 6.33.5 | пряма |
| PyPI | psutil | 7.2.2 | пряма |
| PyPI | pwinput | 1.0.3 | пряма |
| PyPI | pydantic | 2.12.5 | пряма |
| PyPI | pydantic-settings | 2.11.0 | пряма |
| PyPI | pydantic-settings | 2.13.1 | пряма |
| PyPI | pyecharts | 2.1.0 | пряма |
| PyPI | pyyaml | 6.0.3 | пряма |
| PyPI | requests | 2.32.5 | пряма |
| PyPI | rich | 13.9.4 | пряма |
| PyPI | setuptools | 82.0.0 | пряма |
| PyPI | urllib3 | 1.26.20 | пряма |
| PyPI | urllib3 | 2.6.3 | пряма |
| PyPI | watchdog | 6.0.0 | пряма |
| PyPI | wrapt | 2.1.1 | пряма |
| PyPI | addict | 2.4.0 | непряма |
| PyPI | annotated-doc | 0.0.4 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | antlr4-python3-runtime | 4.9.3 | непряма |
| PyPI | anyio | 4.12.1 | непряма |
| PyPI | appnope | 0.1.4 | непряма |
| PyPI | asttokens | 3.0.1 | непряма |
| PyPI | basedpyright | 1.39.5 | непряма |
| PyPI | boto3 | 1.42.64 | непряма |
| PyPI | botocore | 1.42.64 | непряма |
| PyPI | build | 1.4.0 | непряма |
| PyPI | certifi | 2026.2.25 | непряма |
| PyPI | cffi | 2.0.0 | непряма |
| PyPI | cfgv | 3.4.0 | непряма |
| PyPI | cfgv | 3.5.0 | непряма |
| PyPI | charset-normalizer | 3.4.4 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | comm | 0.2.3 | непряма |
| PyPI | contourpy | 1.3.0 | непряма |
| PyPI | contourpy | 1.3.2 | непряма |
| PyPI | contourpy | 1.3.3 | непряма |
| PyPI | cuda-bindings | 12.9.4 | непряма |
| PyPI | cuda-pathfinder | 1.4.0 | непряма |
| PyPI | cycler | 0.12.1 | непряма |
| PyPI | debugpy | 1.8.20 | непряма |
| PyPI | decorator | 5.2.1 | непряма |
| PyPI | distlib | 0.4.0 | непряма |
| PyPI | eval-type-backport | 0.3.1 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | executing | 2.2.1 | непряма |
| PyPI | fastapi | 0.128.8 | непряма |
| PyPI | fastapi | 0.135.1 | непряма |
| PyPI | filelock | 3.19.1 | непряма |
| PyPI | filelock | 3.25.0 | непряма |
| PyPI | fonttools | 4.60.2 | непряма |
| PyPI | fonttools | 4.61.1 | непряма |
| PyPI | freezegun | 1.5.5 | непряма |
| PyPI | fsspec | 2025.10.0 | непряма |
| PyPI | fsspec | 2026.2.0 | непряма |
| PyPI | gitdb | 4.0.12 | непряма |
| PyPI | gitpython | 3.1.46 | непряма |
| PyPI | grpcio | 1.78.0 | непряма |
| PyPI | grpcio-tools | 1.78.0 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | identify | 2.6.15 | непряма |
| PyPI | identify | 2.6.17 | непряма |
| PyPI | idna | 3.11 | непряма |
| PyPI | imageio | 2.37.2 | непряма |
| PyPI | imageio-ffmpeg | 0.6.0 | непряма |
| PyPI | importlib-metadata | 8.7.1 | непряма |
| PyPI | importlib-resources | 6.5.2 | непряма |
| PyPI | iniconfig | 2.1.0 | непряма |
| PyPI | iniconfig | 2.3.0 | непряма |
| PyPI | ipykernel | 6.31.0 | непряма |
| PyPI | ipykernel | 7.2.0 | непряма |
| PyPI | ipython | 8.18.1 | непряма |
| PyPI | ipython | 8.38.0 | непряма |
| PyPI | ipython | 9.10.0 | непряма |
| PyPI | ipython-pygments-lexers | 1.1.1 | 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 | jupyter-client | 8.6.3 | непряма |
| PyPI | jupyter-client | 8.8.0 | непряма |
| PyPI | jupyter-core | 5.8.1 | непряма |
| PyPI | jupyter-core | 5.9.1 | непряма |
| PyPI | kiwisolver | 1.4.7 | непряма |
| PyPI | kiwisolver | 1.4.9 | непряма |
| PyPI | markdown-it-py | 3.0.0 | непряма |
| PyPI | markdown-it-py | 4.0.0 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | matplotlib | 3.10.8 | непряма |
| PyPI | matplotlib | 3.9.4 | непряма |
| PyPI | matplotlib-inline | 0.2.1 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mmengine | 0.10.7 | непряма |
| PyPI | moviepy | 2.2.1 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | nanoid | 2.0.0 | непряма |
| PyPI | nest-asyncio | 1.6.0 | непряма |
| PyPI | networkx | 3.2.1 | непряма |
| PyPI | networkx | 3.4.2 | непряма |
| PyPI | networkx | 3.6.1 | непряма |
| PyPI | nodeenv | 1.10.0 | непряма |
| PyPI | nodejs-wheel-binaries | 24.15.0 | непряма |
| PyPI | numpy | 2.0.2 | непряма |
| PyPI | numpy | 2.2.6 | непряма |
| PyPI | numpy | 2.4.2 | непряма |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | непряма |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | непряма |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | непряма |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | непряма |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | непряма |
| PyPI | nvidia-cufft-cu12 | 11.3.3.83 | непряма |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | непряма |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | непряма |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | непряма |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | непряма |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | непряма |
| PyPI | nvidia-nccl-cu12 | 2.27.3 | непряма |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | непряма |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | непряма |
| PyPI | nvidia-nvshmem-cu12 | 3.4.5 | непряма |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | непряма |
| PyPI | omegaconf | 2.3.0 | непряма |
| PyPI | opencv-python | 4.13.0.92 | непряма |
| PyPI | packaging | 26.0 | непряма |
| PyPI | pandas | 2.3.3 | непряма |
| PyPI | pandas | 3.0.1 | непряма |
| PyPI | parso | 0.8.6 | непряма |
| PyPI | peewee | 3.19.0 | непряма |
| PyPI | pexpect | 4.9.0 | непряма |
| PyPI | pillow | 11.3.0 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | pre-commit | 4.3.0 | непряма |
| PyPI | pre-commit | 4.5.1 | непряма |
| PyPI | prettytable | 3.16.0 | непряма |
| PyPI | prettytable | 3.17.0 | непряма |
| PyPI | proglog | 0.1.12 | непряма |
| PyPI | prompt-toolkit | 3.0.52 | непряма |
| PyPI | ptyprocess | 0.7.0 | непряма |
| PyPI | pure-eval | 0.2.3 | непряма |
| PyPI | py-cpuinfo | 9.0.0 | непряма |
| PyPI | pycparser | 2.23 | непряма |
| PyPI | pycparser | 3.0 | непряма |
| PyPI | pydantic-core | 2.41.5 | непряма |
| PyPI | pygments | 2.19.2 | непряма |
| PyPI | pyparsing | 3.3.2 | непряма |
| PyPI | pyproject-hooks | 1.2.0 | непряма |
| PyPI | pytest | 8.4.2 | непряма |
| PyPI | pytest | 9.0.2 | непряма |
| PyPI | pytest-benchmark | 5.2.3 | непряма |
| PyPI | pytest-mock | 3.15.1 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | python-discovery | 1.1.0 | непряма |
| PyPI | python-dotenv | 1.2.1 | непряма |
| PyPI | python-dotenv | 1.2.2 | непряма |
| PyPI | pytz | 2026.1.post1 | непряма |
| PyPI | pywin32 | 311 | непряма |
| PyPI | pyzmq | 27.1.0 | непряма |
| PyPI | rdkit | 2023.9.6 | непряма |
| PyPI | rdkit | 2025.9.6 | непряма |
| PyPI | regex | 2026.1.15 | непряма |
| PyPI | regex | 2026.2.28 | непряма |
| PyPI | responses | 0.26.0 | непряма |
| PyPI | ruff | 0.15.4 | непряма |
| PyPI | s3transfer | 0.16.0 | непряма |
| PyPI | scikit-learn | 1.6.1 | непряма |
| PyPI | scikit-learn | 1.7.2 | непряма |
| PyPI | scikit-learn | 1.8.0 | непряма |
| PyPI | scipy | 1.13.1 | непряма |
| PyPI | scipy | 1.15.3 | непряма |
| PyPI | scipy | 1.17.1 | непряма |
| PyPI | sentry-sdk | 2.54.0 | непряма |
| PyPI | simplejson | 3.20.2 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | smmap | 5.0.2 | непряма |
| PyPI | soundfile | 0.13.1 | непряма |
| PyPI | stack-data | 0.6.3 | непряма |
| PyPI | starlette | 0.49.3 | непряма |
| PyPI | starlette | 0.52.1 | непряма |
| PyPI | swanboard | 0.1.10b2 | непряма |
| PyPI | sympy | 1.14.0 | непряма |
| PyPI | termcolor | 3.1.0 | непряма |
| PyPI | termcolor | 3.3.0 | непряма |
| PyPI | threadpoolctl | 3.6.0 | непряма |
| PyPI | tomli | 2.4.0 | непряма |
| PyPI | torch | 2.10.0 | непряма |
| PyPI | torch | 2.8.0 | непряма |
| PyPI | torchvision | 0.23.0 | непряма |
| PyPI | torchvision | 0.25.0 | непряма |
| PyPI | tornado | 6.5.4 | непряма |
| PyPI | tqdm | 4.67.3 | непряма |
| PyPI | traitlets | 5.14.3 | непряма |
| PyPI | triton | 3.4.0 | непряма |
| PyPI | triton | 3.6.0 | непряма |
| PyPI | typing-extensions | 4.15.0 | непряма |
| PyPI | typing-inspection | 0.4.2 | непряма |
| PyPI | tzdata | 2025.3 | непряма |
| PyPI | ujson | 5.11.0 | непряма |
| PyPI | uvicorn | 0.39.0 | непряма |
| PyPI | uvicorn | 0.41.0 | непряма |
| PyPI | virtualenv | 21.1.0 | непряма |
| PyPI | wandb | 0.25.0 | непряма |
| PyPI | wcwidth | 0.6.0 | непряма |
| PyPI | yapf | 0.43.0 | непряма |
| PyPI | zipp | 3.23.0 | непряма |
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"data-science",
"deep-learning",
"machine-learning",
"python",
"pytorch",
"tensorflow",
"transformers",
"mlops",
"model-versioning",
"tracking",
"visualization",
"tensorboard",
"logging",
"llm",
"training",
"ai-infra"
],
"is_fork": false,
"size_kb": 50273,
"has_wiki": false,
"homepage": "https://swanlab.cn",
"languages": {
"Shell": 1689,
"Python": 1936469,
"Makefile": 873
},
"pushed_at": "2026-07-16T07:13:47Z",
"created_at": "2023-11-24T08:54:45Z",
"owner_type": "Organization",
"updated_at": "2026-07-16T10:41:12Z",
"description": "⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://swanlab.cn",
"name": "SwanLab",
"type": "Organization",
"login": "SwanHubX",
"company": null,
"location": "China",
"followers": 137,
"avatar_url": "https://avatars.githubusercontent.com/u/127833125?v=4",
"created_at": "2023-03-14T08:03:43Z",
"is_verified": null,
"public_repos": 14,
"account_age_days": 1221
},
"activity": {
"releases_count": 100,
"commits_last_year": 269,
"latest_release_at": "2026-07-16T05:16:52Z",
"latest_release_tag": "v0.9.0",
"releases_from_tags": false,
"days_since_last_push": 1,
"active_weeks_last_year": 44,
"days_since_latest_release": 1,
"mean_days_between_releases": 4.5
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "swanlab",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"machine learning",
"reproducibility",
"visualization",
"Development Status :: 3 - Alpha",
"License :: OSI Approved :: Apache Software License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: Python :: 3.9",
"Topic :: Scientific/Engineering",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Scientific/Engineering :: Visualization"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/swanlab/",
"is_deprecated": false,
"latest_version": "0.9.0",
"repository_url": "https://github.com/SwanHubX/SwanLab",
"versions_count": 64,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 214937,
"first_published_at": "2025-01-21T10:19:03.343830Z",
"latest_published_at": "2026-07-16T05:17:08.225193Z",
"latest_version_yanked": null,
"days_since_latest_publish": 1
}
]
},
"popularity": {
"forks": 211,
"stars": 4064,
"watchers": 11,
"open_issues_and_prs": 56
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [
"protos/swanlab/grpc/core/v1/core.proto",
"protos/swanlab/grpc/core/v1/sync.proto",
"protos/swanlab/grpc/probe/v1/probe.proto",
"protos/swanlab/metric/column/v1/column.proto",
"protos/swanlab/metric/data/v1/data.proto",
"protos/swanlab/operation/v1/operation.proto",
"protos/swanlab/probe/v1/metadata.proto",
"protos/swanlab/record/v1/record.proto",
"protos/swanlab/run/v1/run.proto",
"protos/swanlab/save/v1/save.proto",
"protos/swanlab/settings/core/v1/core.proto",
"protos/swanlab/settings/probe/v1/probe.proto",
"protos/swanlab/terminal/v1/log.proto"
],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 45666,
"source_files_sampled": 414,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml",
"swanlab/package.json"
],
"ecosystems": [
"npm",
"pypi"
],
"dependencies": [
{
"name": "urllib3",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.26.0"
},
{
"name": "requests",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.28.0"
},
{
"name": "setuptools",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "click",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "psutil",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=5.0.0"
},
{
"name": "nvidia-ml-py",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~=2.0"
},
{
"name": "pyecharts",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0"
},
{
"name": "wrapt",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.17.0"
},
{
"name": "platformdirs",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.2.0"
},
{
"name": "protobuf",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.31.1,!=6.31.0,<7"
},
{
"name": "protobuf",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.31.1,!=6.31.0,<7"
},
{
"name": "protobuf",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.31.1,!=6.31.0,<7"
},
{
"name": "rich",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=13.6.0"
},
{
"name": "pydantic-settings",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.8.1"
},
{
"name": "orjson",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "<=3.11.5"
},
{
"name": "orjson",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "watchdog",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pwinput",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.3"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "click",
"direct": true,
"version": "8.1.8",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": true,
"version": "8.3.1",
"ecosystem": "pypi"
},
{
"name": "nvidia-ml-py",
"direct": true,
"version": "13.590.48",
"ecosystem": "pypi"
},
{
"name": "orjson",
"direct": true,
"version": "3.11.5",
"ecosystem": "pypi"
},
{
"name": "orjson",
"direct": true,
"version": "3.11.8",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": true,
"version": "4.4.0",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": true,
"version": "4.9.2",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": true,
"version": "6.33.5",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": true,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "pwinput",
"direct": true,
"version": "1.0.3",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.12.5",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": true,
"version": "2.11.0",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": true,
"version": "2.13.1",
"ecosystem": "pypi"
},
{
"name": "pyecharts",
"direct": true,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": true,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": true,
"version": "2.32.5",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": true,
"version": "13.9.4",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": true,
"version": "82.0.0",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": true,
"version": "1.26.20",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": true,
"version": "2.6.3",
"ecosystem": "pypi"
},
{
"name": "watchdog",
"direct": true,
"version": "6.0.0",
"ecosystem": "pypi"
},
{
"name": "wrapt",
"direct": true,
"version": "2.1.1",
"ecosystem": "pypi"
},
{
"name": "addict",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "annotated-doc",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "antlr4-python3-runtime",
"direct": false,
"version": "4.9.3",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.12.1",
"ecosystem": "pypi"
},
{
"name": "appnope",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "basedpyright",
"direct": false,
"version": "1.39.5",
"ecosystem": "pypi"
},
{
"name": "boto3",
"direct": false,
"version": "1.42.64",
"ecosystem": "pypi"
},
{
"name": "botocore",
"direct": false,
"version": "1.42.64",
"ecosystem": "pypi"
},
{
"name": "build",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.2.25",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "cfgv",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "cfgv",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.4",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "comm",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.2",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "cuda-bindings",
"direct": false,
"version": "12.9.4",
"ecosystem": "pypi"
},
{
"name": "cuda-pathfinder",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "cycler",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "debugpy",
"direct": false,
"version": "1.8.20",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.2.1",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.4.0",
"ecosystem": "pypi"
},
{
"name": "eval-type-backport",
"direct": false,
"version": "0.3.1",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": "0.128.8",
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": "0.135.1",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.19.1",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.25.0",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.60.2",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.61.1",
"ecosystem": "pypi"
},
{
"name": "freezegun",
"direct": false,
"version": "1.5.5",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2025.10.0",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2026.2.0",
"ecosystem": "pypi"
},
{
"name": "gitdb",
"direct": false,
"version": "4.0.12",
"ecosystem": "pypi"
},
{
"name": "gitpython",
"direct": false,
"version": "3.1.46",
"ecosystem": "pypi"
},
{
"name": "grpcio",
"direct": false,
"version": "1.78.0",
"ecosystem": "pypi"
},
{
"name": "grpcio-tools",
"direct": false,
"version": "1.78.0",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "identify",
"direct": false,
"version": "2.6.15",
"ecosystem": "pypi"
},
{
"name": "identify",
"direct": false,
"version": "2.6.17",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.11",
"ecosystem": "pypi"
},
{
"name": "imageio",
"direct": false,
"version": "2.37.2",
"ecosystem": "pypi"
},
{
"name": "imageio-ffmpeg",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": false,
"version": "8.7.1",
"ecosystem": "pypi"
},
{
"name": "importlib-resources",
"direct": false,
"version": "6.5.2",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "6.31.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "7.2.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "8.18.1",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "8.38.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "9.10.0",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.19.2",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "jmespath",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "joblib",
"direct": false,
"version": "1.5.3",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.6.3",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.8.0",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.8.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.9.1",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.4.7",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.4.9",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.0.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": "3.10.8",
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": "3.9.4",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.2.1",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "mmengine",
"direct": false,
"version": "0.10.7",
"ecosystem": "pypi"
},
{
"name": "moviepy",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "mpmath",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "nanoid",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": "3.2.1",
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": "3.4.2",
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": "3.6.1",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.10.0",
"ecosystem": "pypi"
},
{
"name": "nodejs-wheel-binaries",
"direct": false,
"version": "24.15.0",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.0.2",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.2.6",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.4.2",
"ecosystem": "pypi"
},
{
"name": "nvidia-cublas-cu12",
"direct": false,
"version": "12.8.4.1",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-cupti-cu12",
"direct": false,
"version": "12.8.90",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-nvrtc-cu12",
"direct": false,
"version": "12.8.93",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-runtime-cu12",
"direct": false,
"version": "12.8.90",
"ecosystem": "pypi"
},
{
"name": "nvidia-cudnn-cu12",
"direct": false,
"version": "9.10.2.21",
"ecosystem": "pypi"
},
{
"name": "nvidia-cufft-cu12",
"direct": false,
"version": "11.3.3.83",
"ecosystem": "pypi"
},
{
"name": "nvidia-cufile-cu12",
"direct": false,
"version": "1.13.1.3",
"ecosystem": "pypi"
},
{
"name": "nvidia-curand-cu12",
"direct": false,
"version": "10.3.9.90",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusolver-cu12",
"direct": false,
"version": "11.7.3.90",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusparse-cu12",
"direct": false,
"version": "12.5.8.93",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusparselt-cu12",
"direct": false,
"version": "0.7.1",
"ecosystem": "pypi"
},
{
"name": "nvidia-nccl-cu12",
"direct": false,
"version": "2.27.3",
"ecosystem": "pypi"
},
{
"name": "nvidia-nccl-cu12",
"direct": false,
"version": "2.27.5",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvjitlink-cu12",
"direct": false,
"version": "12.8.93",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvshmem-cu12",
"direct": false,
"version": "3.4.5",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvtx-cu12",
"direct": false,
"version": "12.8.90",
"ecosystem": "pypi"
},
{
"name": "omegaconf",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "opencv-python",
"direct": false,
"version": "4.13.0.92",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.0",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "2.3.3",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.6",
"ecosystem": "pypi"
},
{
"name": "peewee",
"direct": false,
"version": "3.19.0",
"ecosystem": "pypi"
},
{
"name": "pexpect",
"direct": false,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "11.3.0",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "pre-commit",
"direct": false,
"version": "4.3.0",
"ecosystem": "pypi"
},
{
"name": "pre-commit",
"direct": false,
"version": "4.5.1",
"ecosystem": "pypi"
},
{
"name": "prettytable",
"direct": false,
"version": "3.16.0",
"ecosystem": "pypi"
},
{
"name": "prettytable",
"direct": false,
"version": "3.17.0",
"ecosystem": "pypi"
},
{
"name": "proglog",
"direct": false,
"version": "0.1.12",
"ecosystem": "pypi"
},
{
"name": "prompt-toolkit",
"direct": false,
"version": "3.0.52",
"ecosystem": "pypi"
},
{
"name": "ptyprocess",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "pure-eval",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "py-cpuinfo",
"direct": false,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "2.23",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.41.5",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.19.2",
"ecosystem": "pypi"
},
{
"name": "pyparsing",
"direct": false,
"version": "3.3.2",
"ecosystem": "pypi"
},
{
"name": "pyproject-hooks",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "8.4.2",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.0.2",
"ecosystem": "pypi"
},
{
"name": "pytest-benchmark",
"direct": false,
"version": "5.2.3",
"ecosystem": "pypi"
},
{
"name": "pytest-mock",
"direct": false,
"version": "3.15.1",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.1",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2026.1.post1",
"ecosystem": "pypi"
},
{
"name": "pywin32",
"direct": false,
"version": "311",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "27.1.0",
"ecosystem": "pypi"
},
{
"name": "rdkit",
"direct": false,
"version": "2023.9.6",
"ecosystem": "pypi"
},
{
"name": "rdkit",
"direct": false,
"version": "2025.9.6",
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": false,
"version": "2026.1.15",
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": false,
"version": "2026.2.28",
"ecosystem": "pypi"
},
{
"name": "responses",
"direct": false,
"version": "0.26.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.4",
"ecosystem": "pypi"
},
{
"name": "s3transfer",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": false,
"version": "1.6.1",
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": false,
"version": "1.7.2",
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": "1.13.1",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": "1.15.3",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": "1.17.1",
"ecosystem": "pypi"
},
{
"name": "sentry-sdk",
"direct": false,
"version": "2.54.0",
"ecosystem": "pypi"
},
{
"name": "simplejson",
"direct": false,
"version": "3.20.2",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "smmap",
"direct": false,
"version": "5.0.2",
"ecosystem": "pypi"
},
{
"name": "soundfile",
"direct": false,
"version": "0.13.1",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "0.49.3",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "0.52.1",
"ecosystem": "pypi"
},
{
"name": "swanboard",
"direct": false,
"version": "0.1.10b2",
"ecosystem": "pypi"
},
{
"name": "sympy",
"direct": false,
"version": "1.14.0",
"ecosystem": "pypi"
},
{
"name": "termcolor",
"direct": false,
"version": "3.1.0",
"ecosystem": "pypi"
},
{
"name": "termcolor",
"direct": false,
"version": "3.3.0",
"ecosystem": "pypi"
},
{
"name": "threadpoolctl",
"direct": false,
"version": "3.6.0",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": false,
"version": "2.10.0",
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": false,
"version": "2.8.0",
"ecosystem": "pypi"
},
{
"name": "torchvision",
"direct": false,
"version": "0.23.0",
"ecosystem": "pypi"
},
{
"name": "torchvision",
"direct": false,
"version": "0.25.0",
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": "6.5.4",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": false,
"version": "4.67.3",
"ecosystem": "pypi"
},
{
"name": "traitlets",
"direct": false,
"version": "5.14.3",
"ecosystem": "pypi"
},
{
"name": "triton",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "triton",
"direct": false,
"version": "3.6.0",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2025.3",
"ecosystem": "pypi"
},
{
"name": "ujson",
"direct": false,
"version": "5.11.0",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.39.0",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.41.0",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "21.1.0",
"ecosystem": "pypi"
},
{
"name": "wandb",
"direct": false,
"version": "0.25.0",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "yapf",
"direct": false,
"version": "0.43.0",
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": "3.23.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 210,
"direct_count": 22,
"indirect_count": 188
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 875,
"open_issues": 55,
"closed_ratio": 0.926,
"closed_issues": 686,
"closed_unmerged_prs": 43
},
"bus_factor": 2,
"top_contributors": [
{
"type": "User",
"login": "SAKURA-CAT",
"commits": 476,
"avatar_url": "https://avatars.githubusercontent.com/u/79990647?u=08051bbae3ab1b8a90045dce4fc40a25bfbce1bd&v=4"
},
{
"type": "User",
"login": "Zeyi-Lin",
"commits": 260,
"avatar_url": "https://avatars.githubusercontent.com/u/58305964?u=5c8903a556eac54a1cacbbc45a0e5b573c70f685&v=4"
},
{
"type": "User",
"login": "Feudalman",
"commits": 83,
"avatar_url": "https://avatars.githubusercontent.com/u/74649535?u=5fe1aefa3776474cebd4f58a5ed82665fb7e0f5a&v=4"
},
{
"type": "User",
"login": "Nexisato",
"commits": 50,
"avatar_url": "https://avatars.githubusercontent.com/u/50736785?u=9352478e14006b2328554e0cc3626ede53715c2c&v=4"
},
{
"type": "User",
"login": "ShaohonChen",
"commits": 21,
"avatar_url": "https://avatars.githubusercontent.com/u/35194781?u=9ddd5ce2fff16b4e20f12bd227888aad2758a9a9&v=4"
},
{
"type": "User",
"login": "kites262",
"commits": 18,
"avatar_url": "https://avatars.githubusercontent.com/u/47177568?u=5c52c39f502db027eec6e8dc579ac1ef3fea4664&v=4"
},
{
"type": "User",
"login": "swpfY",
"commits": 8,
"avatar_url": "https://avatars.githubusercontent.com/u/55043165?u=3a5bb4f4ebadc7396fb9ad09ba1714a47724f14c&v=4"
},
{
"type": "User",
"login": "Kaikaikaifang",
"commits": 7,
"avatar_url": "https://avatars.githubusercontent.com/u/98205900?u=4c78089f86cb10e4d0d1aca666a81dbd5691bb10&v=4"
},
{
"type": "User",
"login": "KashiwaByte",
"commits": 6,
"avatar_url": "https://avatars.githubusercontent.com/u/106975133?u=3c787892ae07ff42e053b87193c41d9daaaa0e47&v=4"
},
{
"type": "User",
"login": "neyuki778",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/138378892?u=5fa8c5c5fee8d393c83057f23ec8504efe618f31&v=4"
}
],
"contributors_sampled": 41,
"top_contributor_share": 0.485
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"publish-to-pypi.yml",
"test-python-pr.yml"
],
"has_docs_dir": false,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 5,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 6,
"reason": "20 out of 30 merged PRs checked by a CI test -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 7,
"reason": "Found 21/30 approved changesets -- score normalized to 7",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 12 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": 0,
"reason": "Project has not signed or included provenance with any releases.",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "58 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "4b2acec38ef699f470d061c0211455452ea6b502",
"ran_at": "2026-07-17T15:01:02Z",
"aggregate_score": 4.5,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": false
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/swanhubx/swanlab",
"host": "github.com",
"name": "swanlab",
"owner": "swanhubx"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"security": 46,
"vitality": 92,
"community": 88,
"governance": 76,
"engineering": 78
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 92,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"commits_last_year": 269,
"human_commit_share": null,
"days_since_last_push": 1,
"active_weeks_last_year": 44
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "44/52 weeks with commits",
"points": 30.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 44
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "269 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 269
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"releases_count": 100,
"latest_release_tag": "v0.9.0",
"releases_from_tags": false,
"days_since_latest_release": 1,
"mean_days_between_releases": 4.5
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "100 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 100
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~4.5 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 4.5
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"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": "excellent",
"name": "Community & Adoption",
"value": 88,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"forks": 211,
"stars": 4064,
"watchers": 11,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "4,064 stars",
"points": 58.5,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 4064
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "211 forks",
"points": 19.4,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 211
}
}
],
"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 (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"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
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 89,
"inputs": {
"packages": [
"swanlab"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 214937
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "214,937 downloads/month across pypi",
"points": 71.1,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 214937,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 76,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 41,
"top_contributor_share": 0.485
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 48% of commits",
"points": 11.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 48
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "41 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 41
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 12 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"merged_prs": 875,
"open_issues": 55,
"closed_issues": 686,
"issue_closed_ratio": 0.926,
"closed_unmerged_prs": 43
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "93% of issues closed",
"points": 43.3,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 93
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "875/918 decided PRs merged",
"points": 36.5,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 875,
"decided": 918
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 21/30 approved changesets -- score normalized to 7",
"points": 10.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"followers": 137,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "SwanHubX",
"public_repos": 14,
"account_age_days": 1221
},
"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": "137 followers of SwanHubX",
"points": 15.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 137,
"login": "SwanHubX"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "14 public repos, account ~3 yr old",
"points": 15.2,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 14
}
},
{
"code": "account_age_years",
"params": {
"years": 3
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"swanlab"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 1
},
"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 1 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 1
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "64 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 64
}
}
],
"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": "good",
"name": "Engineering Quality",
"value": 78,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 86,
"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": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"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": "20 out of 30 merged PRs checked by a CI test -- score normalized to 6",
"points": 12,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [
"data-science",
"deep-learning",
"machine-learning",
"python",
"pytorch",
"tensorflow",
"transformers",
"mlops",
"model-versioning",
"tracking",
"visualization",
"tensorboard",
"logging",
"llm",
"training",
"ai-infra"
],
"has_wiki": false,
"homepage": "https://swanlab.cn",
"has_readme": true,
"has_docs_dir": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://swanlab.cn",
"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": "16 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 16
}
}
],
"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": "at_risk",
"name": "Security",
"value": 46,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 46,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 4.5
},
"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": "branch protection is not maximal on development and all release branches",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "20 out of 30 merged PRs checked by a CI test -- score normalized to 6",
"points": 1.5,
"status": "partial",
"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 21/30 approved changesets -- score normalized to 7",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 12 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": "no update tool detected",
"points": 0,
"status": "missed",
"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 20 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "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 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 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": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "58 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": 8
},
"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": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "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": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"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": [
{
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"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": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 45666,
"source_files_sampled": 414,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/414 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 414,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [],
"has_mcp_signal": false,
"api_schema_files": [
"protos/swanlab/grpc/core/v1/core.proto",
"protos/swanlab/grpc/core/v1/sync.proto",
"protos/swanlab/grpc/probe/v1/probe.proto",
"protos/swanlab/metric/column/v1/column.proto",
"protos/swanlab/metric/data/v1/data.proto",
"protos/swanlab/operation/v1/operation.proto",
"protos/swanlab/probe/v1/metadata.proto",
"protos/swanlab/record/v1/record.proto",
"protos/swanlab/run/v1/run.proto",
"protos/swanlab/save/v1/save.proto",
"protos/swanlab/settings/core/v1/core.proto",
"protos/swanlab/settings/probe/v1/probe.proto",
"protos/swanlab/terminal/v1/log.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "protos/swanlab/grpc/core/v1/core.proto, protos/swanlab/grpc/core/v1/sync.proto, protos/swanlab/grpc/probe/v1/probe.proto, protos/swanlab/metric/column/v1/column.proto, protos/swanlab/metric/data/v1/data.proto, protos/swanlab/operation/v1/operation.proto, protos/swanlab/probe/v1/metadata.proto, protos/swanlab/record/v1/record.proto, protos/swanlab/run/v1/run.proto, protos/swanlab/save/v1/save.proto, protos/swanlab/settings/core/v1/core.proto, protos/swanlab/settings/probe/v1/probe.proto, protos/swanlab/terminal/v1/log.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "protos/swanlab/grpc/core/v1/core.proto, protos/swanlab/grpc/core/v1/sync.proto, protos/swanlab/grpc/probe/v1/probe.proto, protos/swanlab/metric/column/v1/column.proto, protos/swanlab/metric/data/v1/data.proto, protos/swanlab/operation/v1/operation.proto, protos/swanlab/probe/v1/metadata.proto, protos/swanlab/record/v1/record.proto, protos/swanlab/run/v1/run.proto, protos/swanlab/save/v1/save.proto, protos/swanlab/settings/core/v1/core.proto, protos/swanlab/settings/probe/v1/probe.proto, protos/swanlab/terminal/v1/log.proto"
}
}
],
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Could not fetch npm package 'swanlab' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-17T15:01:33.005636Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/swanhubx/swanlab.svg",
"full_name": "swanhubx/swanlab",
"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 v0.11.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.