Публічний реєстрПомірний
Звіт про здоров'я програмного забезпеченнясхема 0.14.0 · метрики 1.13.0 · 2026-07-19 07:19 UTC
mbari-org / aidata
(ETL) Extract, transform, load/download and augment images and annotations for detection, clustering or classification workflows
mbari-org/aidata має індекс здоров’я 62 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (86/100), найнижчий — Community & Adoption (29/100). Останнє оновлення було 4 дні тому. Більшість нещодавньої роботи виконує один учасник.
62
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.
62
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
Monterey Bay Aquarium Research InstituteОрганізація
63 підписники135 публічних репозиторіївз квіт. 2018 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 | mbari-aidata | 1.79.0 | 2 042 | 69 | 4 дні тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
86
Активність розробки
84Добрий
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 4 дн. тому |
| 20.1/36 | Ритм комітів — 29/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 138 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 138 |
| human_commit_share | — |
| days_since_last_push | 4 |
| active_weeks_last_year | 29 |
Дисципліна релізів
90Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 100 релізів |
| 36/36 | Свіжість релізів — останній реліз 4 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~2,7 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 | v1.79.0 |
| releases_from_tags | ні |
| days_since_latest_release | 4 |
| mean_days_between_releases | 2,7 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
29
Популярність і впровадження
17Критичний
Як обчислюється оцінка
| 12.6/60 | Зірки — 7 зірок |
| 0/25 | Форки — 2 форків |
| 4.3/15 | Спостерігачі — 7 спостерігачів |
Використані вхідні дані
| forks | 2 |
| stars | 7 |
| watchers | 7 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
25Критичний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 0/22.5 | Ліцензія — файлу ліцензії не виявлено |
| 0/18 | 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 | ні |
| has_contributing | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Впровадження в екосистемі (завантаження)
55Помірний
Як обчислюється оцінка
| 44.1/80 | Щомісячні завантаження — 2 042 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | mbari-aidata |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2 042 |
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?
63
Стійкість мейнтейнерів (бас-фактор)
22Критичний
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 0.7/22.5 | Розподіл комітів — головний контриб’ютор — автор 97% комітів |
| 6.8/13.5 | Широта контриб’юторів — 5 контриб’юторів |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 5 |
| top_contributor_share | 0,968 |
Реактивність на issue та PR
78Добрий
Як обчислюється оцінка
| 42.6/46.8 | Вирішення issue — закрито 91% issue |
| 35.2/38.3 | Прийняття PR — злито 35/38 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/26 approved changesets -- score normalized to 0 |
Використані вхідні дані
| merged_prs | 35 |
| open_issues | 3 |
| closed_issues | 31 |
| issue_closed_ratio | 0,912 |
| closed_unmerged_prs | 3 |
Власність та опіка
68Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 13/25 | Охоплення власника — 63 підписників у mbari-org |
| 25/25 | Послужний список — 135 публічних репозиторіїв, вік облікового запису ~8 р. |
Використані вхідні дані
| followers | 63 |
| owner_type | Organization |
| is_verified | — |
| owner_login | mbari-org |
| public_repos | 135 |
| account_age_days | 3 007 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 4 дн. тому |
| 20/20 | Історія версій — 69 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | mbari-aidata |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 4 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
81
Інженерні практики
68Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 2 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 8 out of 8 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 | ні |
| has_precommit_config | ні |
Документація
100Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://docs.mbari.org/internal/ai/data |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 4 тем |
| 10/10 | Wiki |
Використані вхідні дані
| topics | ai, database, machine-learning, etl |
| has_wiki | так |
| homepage | https://docs.mbari.org/internal/ai/data |
| 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?
40
Стан безпеки
40У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 8 out of 8 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 |
| 0/7.5 | Code-Review — Found 0/26 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 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 |
| 0/2.5 | Ліцензія — license file not detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 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 — 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 — 42 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4 |
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.
65
Контекст і настанови для агентів
75Добрий
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — AGENTS.md |
| 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 | AGENTS.md |
| agent_instruction_max_bytes | 3 044 |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — justfile |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 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 | poetry.lock |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | justfile |
| has_devcontainer | ні |
| has_linter_config | ні |
| 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 — 0/49 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 37 125 |
| source_files_sampled | 49 |
| oversized_source_files | 0 |
Ключові факти
7зірок GitHub
5контриб'юторів
138комітів за останні 12 місяців
4днів від останнього пушу
100релізів
1бас-фактор
3відкритих issue
PyPIпакетних екосистем
Докладніше
OpenSSF Scorecard 4.0 / 10
4.0сукупно
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 8 out of 8 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 |
| 0 | Code-Review | Found 0/26 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 0 | License | license file not detected |
| 10 | Maintained | 30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not 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 | 42 existing vulnerabilities detected |
Прямі залежності 20
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | redis | 5.0.7 | pyproject.toml |
| PyPI | tator | 1.2.3 | pyproject.toml |
| PyPI | ephem | >=4.1.6 | pyproject.toml |
| PyPI | moviepy | >=2.1.1 | pyproject.toml |
| PyPI | opencv-contrib-python | 4.11.0.86 | pyproject.toml |
| PyPI | pytz | >=2024.1 | pyproject.toml |
| PyPI | piexif | >=1.1.3 | pyproject.toml |
| PyPI | click | >=8.1.7 | pyproject.toml |
| PyPI | tqdm | 4.67.1 | pyproject.toml |
| PyPI | requests | >=2.32.3 | pyproject.toml |
| PyPI | pascal-voc-writer | >=0.1.4 | pyproject.toml |
| PyPI | albumentations | >=1.4.15 | pyproject.toml |
| PyPI | albucore | >=0.0.16 | pyproject.toml |
| PyPI | pandas | ^2.0 | pyproject.toml |
| PyPI | pyarrow | ^15.0 | pyproject.toml |
| PyPI | numpy | >=1.24,<2 | pyproject.toml |
| PyPI | torch | 2.2.0 | pyproject.toml |
| PyPI | torchvision | 0.17.0 | pyproject.toml |
| PyPI | transformers | >=4.42.4,<6.0.0 | pyproject.toml |
| PyPI | pytest | ^9.1.1 | pyproject.toml |
Усі залежності 90
Повний розв'язаний набір залежностей із графа залежностей GitHub: 20 прямих і 70 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | albucore | 0.0.24 | пряма |
| PyPI | albumentations | 2.0.8 | пряма |
| PyPI | click | 8.3.1 | пряма |
| PyPI | ephem | 4.2 | пряма |
| PyPI | moviepy | 2.2.1 | пряма |
| PyPI | numpy | 1.26.4 | пряма |
| PyPI | opencv-contrib-python | 4.11.0.86 | пряма |
| PyPI | pandas | 2.3.3 | пряма |
| PyPI | pascal-voc-writer | 0.1.4 | пряма |
| PyPI | piexif | 1.1.3 | пряма |
| PyPI | pyarrow | 15.0.2 | пряма |
| PyPI | pytest | 9.1.1 | пряма |
| PyPI | pytz | 2025.2 | пряма |
| PyPI | redis | 5.0.7 | пряма |
| PyPI | requests | 2.33.0 | пряма |
| PyPI | tator | 1.2.3 | пряма |
| PyPI | torch | 2.2.0 | пряма |
| PyPI | torchvision | 0.17.0 | пряма |
| PyPI | tqdm | 4.67.1 | пряма |
| PyPI | transformers | 5.0.0rc3 | пряма |
| PyPI | annotated-doc | 0.0.4 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anyio | 4.13.0 | непряма |
| PyPI | async-timeout | 5.0.1 | непряма |
| PyPI | certifi | 2025.11.12 | непряма |
| PyPI | charset-normalizer | 3.4.4 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | decorator | 5.2.1 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | filelock | 3.20.3 | непряма |
| PyPI | fsspec | 2025.10.0 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | hf-xet | 1.4.3 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx | 0.28.1 | непряма |
| PyPI | huggingface-hub | 1.11.0 | непряма |
| PyPI | idna | 3.11 | непряма |
| PyPI | imageio | 2.37.2 | непряма |
| PyPI | imageio-ffmpeg | 0.6.0 | непряма |
| PyPI | iniconfig | 2.3.0 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | markdown-it-py | 4.0.0 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | networkx | 3.4.2 | непряма |
| PyPI | nvidia-cublas-cu12 | 12.1.3.1 | непряма |
| PyPI | nvidia-cuda-cupti-cu12 | 12.1.105 | непряма |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.1.105 | непряма |
| PyPI | nvidia-cuda-runtime-cu12 | 12.1.105 | непряма |
| PyPI | nvidia-cudnn-cu12 | 8.9.2.26 | непряма |
| PyPI | nvidia-cufft-cu12 | 11.0.2.54 | непряма |
| PyPI | nvidia-curand-cu12 | 10.3.2.106 | непряма |
| PyPI | nvidia-cusolver-cu12 | 11.4.5.107 | непряма |
| PyPI | nvidia-cusparse-cu12 | 12.1.0.106 | непряма |
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Звіт у форматі JSON машиночитний
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"detail": "https://docs.mbari.org/internal/ai/data",
"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": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
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}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 40,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
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},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/26 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is 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",
"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": "42 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": 1
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 65,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"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": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 3044
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 61,
"inputs": {
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"has_tests": true,
"lockfiles": [
"poetry.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"justfile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "justfile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "justfile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"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": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, 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": 37125,
"source_files_sampled": 49,
"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": "0/49 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 49,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-19T07:19:05.222988Z",
"schema_version": "0.14.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mbari-org/aidata.svg",
"full_name": "mbari-org/aidata",
"license_state": "absent",
"license_spdx": null
}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 v0.14.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.