Публічний реєстрПомірний
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.5.0 · 2026-07-28 09:16 UTC
miykael / atlasreader
Python interface for generating coordinate tables and region labels from statistical MRI images
miykael/atlasreader має індекс здоров’я 60 зі 100, що відповідає смузі «Помірний». Найвищий показник — Community & Adoption (67/100), найнижчий — AI Readiness (35/100). Останнє оновлення було 8 днів тому. Більшість нещодавньої роботи виконує один учасник.
60
загалом / 100Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).
60
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні 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.
Зважений загальний бал 57 калібровано до 60 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).
Власність
Michael NotterОсобистий обліковий запис
306 підписників50 публічних репозиторіївз лип. 2011 р.
Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| PyPI | atlasreader | 0.3.2 | - | 8 | 893 дні тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
40
Активність розробки
43Слабкий
Як обчислюється оцінка
| 28.8/36 | Свіжість push — останній push 8 дн. тому |
| 2.8/36 | Ритм комітів — 4/52 тижнів із комітами |
| 11.7/18 | Обсяг комітів — 19 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Використані вхідні дані
| commits_last_year | 19 |
| human_commit_share | 0,93 |
| days_since_last_push | 8 |
| active_weeks_last_year | 4 |
Дисципліна релізів
36Слабкий
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 5 релізів |
| 0/36 | Свіжість релізів — останній реліз 998 дн. тому |
| 5.4/27 | Ритм релізів — реліз кожні ~434,5 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 5 |
| latest_release_tag | v0.2 |
| releases_from_tags | ні |
| days_since_latest_release | 998 |
| mean_days_between_releases | 434,5 |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
67
Популярність і впровадження
52Помірний
Як обчислюється оцінка
| 33.9/60 | Зірки — 124 зірок |
| 13.1/25 | Форки — 38 форків |
| 4.7/15 | Спостерігачі — 8 спостерігачів |
Використані вхідні дані
| forks | 38 |
| stars | 124 |
| watchers | 8 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
85Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (BSD-3-Clause) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| readme_badges | — |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| readme_badge_services | — |
| has_pull_request_template | ні |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
62
Стійкість мейнтейнерів (бас-фактор)
40Слабкий
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 9.3/22.5 | Розподіл комітів — головний контриб’ютор — автор 59% комітів |
| 12.2/13.5 | Широта контриб’юторів — 9 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 24 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 9 |
| top_contributor_share | 0,588 |
Реактивність на issue та PR
81Відмінний
Як обчислюється оцінка
| 36.8/42 | Вирішення issue — закрито 88% issue |
| 28.9/30 | Прийняття PR — злито 80/83 вирішених PR |
| 0/13 | Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка |
| 4.5/15 | OpenSSF Scorecard: Code-Review — Found 3/10 approved changesets -- score normalized to 3 |
Використані вхідні дані
| merged_prs | 80 |
| open_issues | 10 |
| closed_issues | 70 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0,875 |
| closed_unmerged_prs | 3 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.
Власність та опіка
65Добрий
Як обчислюється оцінка
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 17.9/25 | Охоплення власника — 306 підписників у miykael |
| 24.4/25 | Послужний список — 50 публічних репозиторіїв, вік облікового запису ~15 р. |
Використані вхідні дані
| followers | 306 |
| owner_type | User |
| is_verified | — |
| owner_login | miykael |
| public_repos | 50 |
| account_age_days | 5 475 |
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Супровід пакетів
69Добрий
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 4/35 | Свіжість публікацій — остання публікація 893 дн. тому |
| 20/20 | Історія версій — 8 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | atlasreader |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 893 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
67
Інженерні практики
78Добрий
Як обчислюється оцінка
| 24/24 | Процеси CI — 4 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — .flake8 |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 4/20 | OpenSSF Scorecard: CI-Tests — 3 out of 11 merged PRs checked by a CI test -- score normalized to 2 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
50Помірний
Як обчислюється оцінка
| 30/30 | README |
| 0/25 | Каталог документації |
| 0/15 | Сайт документації / домашня сторінка |
| 10/10 | Опис репозиторію |
| 0/10 | Теми |
| 10/10 | Wiki |
Використані вхідні дані
| topics | — |
| has_wiki | так |
| homepage | — |
| 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?
54
Стан безпеки
43Слабкий
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 |
| 0.5/2.5 | CI-Tests — 3 out of 11 merged PRs checked by a CI test -- score normalized to 2 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 3/10 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 24 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4,4 |
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Сповіщення про залежності
100Винятковий
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 30 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:atlasreader@0.3.2 — тим, що тягне за собою встановлення опублікованого пакета, — 30 пакетів. Досяжність не аналізується.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.
35
Контекст і настанови для агентів
15Критичний
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 14.9/40 | Читабельна історія комітів — намір зазначено у 26 з 93 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,28 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Як обчислюється оцінка
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — .flake8 |
| 0/11 | Статична перевірка типів |
| 0/10 | Відтворюване середовище |
| 0/10 | Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом |
| 8/8 | Автоматизоване супроводження — 7 з останніх 100 комітів — автоматичні оновлення залежностей |
| 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 | — |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,07 |
Читабельність коду для моделей
55Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Jupyter Notebook без конфігурації перевірки типів |
| 55/55 | Керовані розміри файлів — 0/8 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Jupyter Notebook |
| largest_source_bytes | 30 745 |
| source_files_sampled | 8 |
| oversized_source_files | 0 |
Машиночитні інтерфейси
40Слабкий
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — notebooks |
Використані вхідні дані
| example_dirs | notebooks |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
124зірок GitHub
9контриб'юторів
19комітів за останні 12 місяців
8днів від останнього пушу
5релізів
1бас-фактор
10відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Докладніше
Історія зірок і форків 0 ★ / 38 ⇿
0Зірки
38Форки
5Релізи
Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.
Мажорні 0Мінорні 1Патчі 2
Кожна точка охоплює 7 днів.
OpenSSF Scorecard 4.4 / 10
4.4сукупно
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 |
| 2 | CI-Tests | 3 out of 11 merged PRs checked by a CI test -- score normalized to 2 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 3/10 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 24 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| н/д | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Прямі залежності 7
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | matplotlib | >=3.7 | pyproject.toml |
| PyPI | nibabel | >=5.0 | pyproject.toml |
| PyPI | nilearn | >=0.10 | pyproject.toml |
| PyPI | numpy | >=1.22.0 | pyproject.toml |
| PyPI | pandas | >=2.0 | pyproject.toml |
| PyPI | scikit-image | >=0.21.0 | pyproject.toml |
| PyPI | scipy | >=1.10 | pyproject.toml |
Усі залежності 7
Повний розв'язаний набір залежностей із графа залежностей GitHub: 7 прямих і 0 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | matplotlib | — | пряма |
| PyPI | nibabel | — | пряма |
| PyPI | nilearn | — | пряма |
| PyPI | numpy | — | пряма |
| PyPI | pandas | — | пряма |
| PyPI | scikit-image | — | пряма |
| PyPI | scipy | — | пряма |
Сповіщення про залежності 0
Встановлення pypi:atlasreader@0.3.2 тягне 30 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
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"components": [
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{
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"weight": 0.17,
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{
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"code": "forks",
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}
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{
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"status": "partial",
"details": [
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"code": "watchers",
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"count": 8
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]
},
{
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"note": null,
"notes": [],
"value": 85,
"inputs": {
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"readme_badges": null,
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{
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"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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{
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"points": 13.5,
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{
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{
"key": "pr_template",
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"status": "missed",
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},
{
"key": "governance",
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"weight": 0.23,
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"key": "maintainer_resilience",
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"note": null,
"notes": [],
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"details": [
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"code": "bus_factor",
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}
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{
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"points": 9.3,
"status": "partial",
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"code": "top_contributor_share",
"params": {
"share": 59
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}
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{
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"points": 12.2,
"status": "partial",
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"code": "contributors_sampled",
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"count": 9
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 24 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
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"notes": [
{
"code": "excluded_no_data",
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},
{
"code": "weights_renormalized",
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}
],
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"inputs": {
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"closed_issues": 70,
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"prs_decided_7d": null,
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"components": [
{
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"points": 36.8,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 88
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}
],
"max_points": 42
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{
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"points": 28.9,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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"decided": 83
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}
],
"max_points": 30
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{
"key": "newcomer_pr_acceptance",
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"points": 0,
"status": "excluded",
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{
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}
],
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{
"key": "openssf_scorecard_code_review",
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"points": 4.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
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"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 65,
"inputs": {
"followers": 306,
"owner_type": "User",
"is_verified": null,
"owner_login": "miykael",
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"account_age_days": 5475
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"components": [
{
"key": "ownership_backing",
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"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
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"detail": "306 followers of miykael",
"points": 17.9,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 306,
"login": "miykael"
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}
],
"max_points": 25
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{
"key": "track_record",
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"points": 24.4,
"status": "partial",
"details": [
{
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"params": {
"count": 50
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},
{
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"years": 15
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
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"note": null,
"notes": [],
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"inputs": {
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"ecosystems": "pypi",
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"components": [
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"points": 25,
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"code": "packages_published",
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"ecosystems": "pypi"
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}
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{
"key": "publish_recency",
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"points": 4,
"status": "partial",
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}
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{
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{
"code": "published_versions",
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"count": 8
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}
],
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{
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"points": 20,
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"details": [
{
"code": "package_not_deprecated",
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],
"max_points": 20
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}
],
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},
{
"key": "engineering",
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"name": "Engineering Quality",
"value": 67,
"weight": 0.19,
"metrics": [
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"key": "engineering_practices",
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"note": null,
"notes": [],
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"inputs": {
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"details": [
{
"code": "ci_workflows",
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}
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"max_points": 24
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{
"key": "tests_present",
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{
"key": "linter_config",
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{
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{
"key": "editorconfig",
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{
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]
},
{
"key": "documentation",
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"notes": [],
"value": 50,
"inputs": {
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{
"key": "documentation_directory",
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"points": 0,
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{
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"points": 0,
"status": "missed",
"details": [],
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{
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{
"key": "wiki",
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"points": 10,
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"details": [],
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]
}
],
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{
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"weight": 0.16,
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"notes": [
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"components": [
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{
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],
"value": 43,
"inputs": {
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"scorecard_version": "v5.5.0",
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"components": [
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"points": 7.5,
"status": "met",
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},
{
"key": "branch_protection",
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"points": 0,
"status": "missed",
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{
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"points": 0.5,
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{
"key": "cii_best_practices",
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"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
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{
"key": "code_review",
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"status": "partial",
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 24 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
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"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"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 not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:atlasreader@0.3.2 runtime dependency closure — what installing the published package pulls in — 30 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:atlasreader@0.3.2",
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},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
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"affected_packages": 0,
"assessed_packages": 30,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
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"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
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"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 30,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
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}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"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"
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"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 15
},
"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": "weak",
"name": "AI Readiness",
"value": 35,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
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"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.28,
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},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
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],
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{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "26 of 93 human commits state their intent (structured subject or explanatory body)",
"points": 14.9,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 26,
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}
}
],
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}
]
},
{
"key": "ai_verify_loop",
"band": "weak",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 41,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
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"toolchain_manifests": [],
"dependency_bot_commit_share": 0.07
},
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{
"key": "one_command_bootstrap",
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"detail": null,
"points": 0,
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},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
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"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
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{
"key": "reproducible_environment",
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"status": "missed",
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},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
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"status": "missed",
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{
"code": "no_agent_authored_commits",
"params": {
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}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
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"sampled": 100
}
}
],
"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": [],
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}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Jupyter Notebook",
"largest_source_bytes": 30745,
"source_files_sampled": 8,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Jupyter Notebook without a type-check config",
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"status": "missed",
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{
"code": "no_typecheck_config_language",
"params": {
"language": "Jupyter Notebook"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/8 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 8,
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}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library"
],
"labels": [
"library"
],
"scores": {
"library": 6
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-28T09:16:56.044401Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/miykael/atlasreader.svg",
"full_name": "miykael/atlasreader",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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 v2.5.0, схема v0.27.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.