Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.3.1 · 2026-07-31 10:05 UTC

state-alchemists / zrb

Your Automation Powerhouse

PythonЛіцензію не виявлено★ 17 зірок⑂ 1 форкз січ. 2023 р.Переглянути на GitHub ↗
ТипМережевий сервісMCP-серверБібліотекаяк це визначено

state-alchemists/zrb має індекс здоров’я 80 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (95/100), найнижчий — Community & Adoption (38/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

80
загалом / 100
Відмінний

Індекс 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»).

80
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)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

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 68 калібровано до 80 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

state-alchemistsОрганізація
20 підписників14 публічних репозиторіївз бер. 2019 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIzrb2.51.06 7366470 днів томуautomationtask-runnercode-generatormonorepolow-code

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

95Винятковий · 21% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
36/36Ритм комітів — 52/52 тижнів із комітами
18/18Обсяг комітів — 1 558 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year1 558
human_commit_share1
days_since_last_push0
active_weeks_last_year52
Як обчислюється оцінка
16.2/27Випускає релізи — 90 тегів версій (без релізів GitHub)
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~2,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count90
latest_release_tag2.51.0
releases_from_tagsтак
days_since_latest_release0
mean_days_between_releases2,3
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?

38Слабкий · 17% загального індексу
Як обчислюється оцінка
19.5/60Зірки — 17 зірок
0/25Форки — 1 форків
0/15Спостерігачі — 2 спостерігачів
Використані вхідні дані
forks1
stars17
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
0/22.5Ліцензія — файлу ліцензії не виявлено
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
7.2/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseні
readme_badges
has_contributingні
has_issue_templateтак
has_code_of_conductні
readme_badge_services
has_pull_request_templateтак
Як обчислюється оцінка
51/80Щомісячні завантаження — 6 736 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packageszrb
dependents
ecosystemspypi
total_downloads
monthly_downloads6 736
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?

59Помірний · 23% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
4.1/13.5Широта контриб’юторів — 3 контриб’юторів
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Використані вхідні дані
bus_factor1
contributors_sampled3
top_contributor_share0,999
Як обчислюється оцінка
36.8/42Вирішення issue — закрито 88% issue
27.4/30Прийняття PR — злито 390/427 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
0/15OpenSSF Scorecard: Code-Review — Found 0/11 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs390
open_issues1
closed_issues7
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,875
closed_unmerged_prs37
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.
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
9.5/25Охоплення власника — 20 підписників у state-alchemists
20.6/25Послужний список — 14 публічних репозиторіїв, вік облікового запису ~7 р.
Використані вхідні дані
followers20
owner_typeOrganization
is_verified
owner_loginstate-alchemists
public_repos14
account_age_days2 679

Супровід пакетів

100Винятковий
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 647 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packageszrb
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

86Відмінний · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 3 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .flake8
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configні

Документація

90Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://pypi.org/project/zrb/
10/10Опис репозиторію
10/10Теми — 4 тем
0/10Wiki
Використані вхідні дані
topicscode-generator, task-runner, automation, llm
has_wikiні
homepagehttps://pypi.org/project/zrb/
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

58Помірний · 16% загального індексу

Стан безпеки

47Слабкий
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/11 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5Ліцензія — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,7
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories2
affected_packages1
assessed_packages207
unassessed_packages0
affected_by_severitycritical 1
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 207 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. 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.

62Помірний · 4% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — AGENTS.md, CLAUDE.md
0/15Машиночитана документація (llms.txt)
17.6/40Читабельна історія комітів — намір зазначено у 33 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,33
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes15 979
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .flake8
11/11Статична перевірка типів — pyrightconfig.json
10/10Відтворюване середовище — Dockerfile, lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilespoetry.lock
has_dockerfileтак
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configspyrightconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (pyrightconfig.json)
54.9/55Керовані розміри файлів — 1/716 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes3 164 970
source_files_sampled716
oversized_source_files1
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalтак
api_schema_files

Ключові факти

17зірок GitHub
3контриб'юторів
1 558комітів за останні 12 місяців
0днів від останнього пушу
90релізів
1бас-фактор
1відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:zrb@2.51.0; advisories assessed against the repository dependency graph instead

Докладніше

OpenSSF Scorecard 4.7 / 10
4.7сукупно

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).Scorecard v5.5.0 · 2026-07-31 10:05 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/11 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Прямі залежності 26
РеєстрПакетОбмеження версіїМаніфест
PyPIpython-dotenv>=1.1.1,<2.0.0pyproject.toml
PyPIbeautifulsoup4>=4.14.2,<5.0.0pyproject.toml
PyPIpdfplumber>=0.11.7,<0.12.0pyproject.toml
PyPIfastapi>=0.136.3,<0.137.0pyproject.toml
PyPIjinja2>=3.1.0,<4.0.0pyproject.toml
PyPIPyJWT>=2.13.0,<3.0.0pyproject.toml
PyPIulid-py>=1.1.0,<2.0.0pyproject.toml
PyPIpsutil>=7.0.0,<8.0.0pyproject.toml
PyPIpydantic-settings>=2.14.2pyproject.toml
PyPIpydantic-ai-slim>=2.8.0,<2.9.0pyproject.toml
PyPIopenai>=2.29.0pyproject.toml
PyPIprompt-toolkit>=3pyproject.toml
PyPIrich>=13pyproject.toml
PyPImcp>=1.28.1,<2.0pyproject.toml
PyPIrequests>=2.33.0,<3.0.0pyproject.toml
PyPItiktoken>=0.12.0,<0.13.0pyproject.toml
PyPImarkdownify>=1.2.2,<2.0.0pyproject.toml
PyPIpyyaml>=6.0.3,<7.0.0pyproject.toml
PyPIpyperclip>=1.11.0,<2.0.0pyproject.toml
PyPIPillow>=12.3.0pyproject.toml
PyPIpygments>=2.20.0pyproject.toml
PyPIcryptography>=48.0.1pyproject.toml
PyPIpython-multipart>=0.0.30pyproject.toml
PyPIstarlette>=1.3.1pyproject.toml
PyPIurllib3>=2.7.0pyproject.toml
PyPIidna>=3.15pyproject.toml
Усі залежності 207

Повний розв'язаний набір залежностей із графа залежностей GitHub: 26 прямих і 181 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIbeautifulsoup44.15.0пряма
PyPIcryptography49.0.0пряма
PyPIfastapi0.136.3пряма
PyPIidna3.18пряма
PyPIjinja23.1.6пряма
PyPImarkdownify1.2.2пряма
PyPImcp1.28.1пряма
PyPIopenai2.43.0пряма
PyPIpdfplumber0.11.10пряма
PyPIpillow12.3.0пряма
PyPIprompt-toolkit3.0.52пряма
PyPIpsutil7.2.2пряма
PyPIpydantic-ai-slim2.8.0пряма
PyPIpydantic-settings2.14.2пряма
PyPIpygments2.20.0пряма
PyPIpyjwt2.13.0пряма
PyPIpyperclip1.11.0пряма
PyPIpython-dotenv1.2.2пряма
PyPIpython-multipart0.0.32пряма
PyPIpyyaml6.0.3пряма
PyPIrequests2.34.2пряма
PyPIrich15.0.0пряма
PyPIstarlette1.3.1пряма
PyPItiktoken0.12.0пряма
PyPIulid-py1.1.0пряма
PyPIurllib32.7.0пряма
PyPIaiofile3.11.1непряма
PyPIaiohappyeyeballs2.6.2непряма
PyPIaiohttp3.14.1непряма
PyPIaiolimiter1.2.1непряма
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Сповіщення про залежності 1

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 207 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 1 мають відомі сповіщення, з них 0 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
chromadb1.5.9непрямакритична2

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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      "created_at": "2023-01-26T02:45:47Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-31T10:00:36Z",
      "description": "Your Automation Powerhouse",
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          "is_bot": false,
          "headline": "Add usage",
          "author_name": "gofrendi",
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          "headline": "Update docs",
          "author_name": "Go Frendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-09T14:50:38Z",
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          "is_bot": false,
          "headline": "update test",
          "author_name": "Go Frendi",
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          "committed_at": "2026-07-09T02:47:11Z",
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        },
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          "oid": "0d96e06e8e831d36646eb6748d7492e70aded21d",
          "body": "Add themes",
          "is_bot": false,
          "headline": "Merge pull request #426 from state-alchemists/feat/introduce-theme",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T22:44:41Z",
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          "oid": "7aa41d4739e306be242d7a928dd9cc99e0f1a83d",
          "body": null,
          "is_bot": false,
          "headline": "Increase test coverage + fix test warning on github action",
          "author_name": "gofrendi",
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          "committed_at": "2026-07-08T22:39:55Z",
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        },
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          "oid": "244bb3696e38123688f09aebc0027dd4f4e90858",
          "body": null,
          "is_bot": false,
          "headline": "Add chat image",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T21:54:47Z",
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          "oid": "44b2d4dfe532807e26517c224610b0ce48a1e3a2",
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          "is_bot": false,
          "headline": "Add monokai",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T21:40:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d444617edce1a83cdf1e17bade34ef0d6dd8a64a",
          "body": null,
          "is_bot": false,
          "headline": "Update changelog",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T21:07:55Z",
          "body_truncated": false,
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        },
        {
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          "is_bot": false,
          "headline": "Merge branch 'main' into feat/introduce-theme",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T21:05:58Z",
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        },
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          "oid": "5f6b1fe8023c92465f711e16f31b14b5aea31698",
          "body": "…andling\n\nSoften local venv handling",
          "is_bot": false,
          "headline": "Merge pull request #427 from state-alchemists/fix/soften-local-venv-h…",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T21:05:26Z",
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          "is_coding_agent": false
        },
        {
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          "is_bot": false,
          "headline": "Update docs",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T21:04:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eec475c01ae9a214203c645c2beb9a04bb237dbe",
          "body": null,
          "is_bot": false,
          "headline": "Update installation script",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T20:39:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Soften local venv hsndling",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T14:28:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59f4ccbf180b48b241d50bd9f8cecce2cee2e1ab",
          "body": null,
          "is_bot": false,
          "headline": "Add themes",
          "author_name": "Go Frendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T13:20:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1078afa196e6245cdf600e4a4bf4ef5915274271",
          "body": "Update pipx",
          "is_bot": false,
          "headline": "Merge pull request #425 from state-alchemists/feat/update-pipx",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T05:18:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6de2e96e357fc2fb506bb43a367d1a5077d50247",
          "body": null,
          "is_bot": false,
          "headline": "Update changelog",
          "author_name": "Go Frendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T05:16:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e88fca43c434a1e2b936df0c18450f2ac38387c",
          "body": null,
          "is_bot": false,
          "headline": "Update pipx",
          "author_name": "Go Frendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T04:33:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "623b58eef32d9f0cc3091556745a9fe5fd65eeae",
          "body": "Re-add mistral",
          "is_bot": false,
          "headline": "Merge pull request #424 from state-alchemists/feat/re-add-mistral",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T01:07:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Re-add mistral",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T00:59:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Update installation script",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T23:57:38Z",
          "body_truncated": false,
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        },
        {
          "oid": "742a35d566e1227559a80d39ac2df157e451efa1",
          "body": null,
          "is_bot": false,
          "headline": "Fix installation script",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T23:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e53b54177690fb41cda709c9c2ebe7b4fce14ad1",
          "body": "Update installation script to use pipx",
          "is_bot": false,
          "headline": "Merge pull request #423 from state-alchemists/feat/use-pipx",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:52:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c41c3a182c00da826103269b03520da5e66dce9a",
          "body": null,
          "is_bot": false,
          "headline": "Update poetry lock",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:48:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe6035e74befe3e0d3f2c6e4823f5582bdc06368",
          "body": null,
          "is_bot": false,
          "headline": "Bump new version",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:46:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cfeeefa805d802d4b043c34db563123b1b50672",
          "body": null,
          "is_bot": false,
          "headline": "Update error message",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:45:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5afa8c85e1bbf58ea0c3089629a734aaccd60d3",
          "body": null,
          "is_bot": false,
          "headline": "Make black and isort optional",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:40:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32e81d111b2eba5cde853319c298ef149714a695",
          "body": "Convert format-code task from CmdTask to make_task with a Python\nfunction that checks if black and isort are on PATH before running\nthem. If either is missing, prints a [SYSTEM SUGGESTION] telling the\nuser how to install zrb[format] via pipx inject",
          "is_bot": false,
          "headline": "feat: check for black/isort before formatting, show install hint",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:21:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "273a897f3f0a008793d90263dc50954b05a7d97b",
          "body": "Neither black nor isort are imported as Python libraries in zrb's\ncodebase — they are only invoked as CLI subprocesses in the builtin\nformat task. Moving them to an optional [format] dependency group\nreduces the core install footprint by ~30MB.\n\nzrb task format users: pip install \"zrb[format]\" or\npipx install \"zrb[format]\" / pipx inject zrb \"zrb[format]\"",
          "is_bot": false,
          "headline": "refactor: move black and isort to optional [format] extra",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:13:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f903086cec0f1460ca5f540e4336bb6dcd6f0e2b",
          "body": "- Quick Start: pipx install zrb (with pipx install instructions)\n- Standard install: pipx as default, installation scripts already use pipx\n- Upgrade: pipx upgrade zrb\n- Uninstall: pipx uninstall zrb\n- Troubleshooting: pipx-focused solutions\n- llm-config: extras table updated to pipx install/inject commands\n- Android/Termux: adds pipx to apt install, uses pipx for zrb\n- Windows: manual section uses pipx instead of local-venv\n- macOS: brew install pipx + pipx ensurepath",
          "is_bot": false,
          "headline": "docs: switch primary recommendation from pip to pipx",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:05:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "403ada4014a35a856056ecf1b938f5a6e8041ba9",
          "body": "pipx warns that --python is ignored when --force is passed. Since we\nalready ran pipx uninstall, the venv is gone, so a plain pipx install\nwith --python creates a fresh venv with the correct interpreter.",
          "is_bot": false,
          "headline": "fix(install): remove --force flag on pipx install, uninstall already ran",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:48:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "992e44cde3c65a9348ac49d448059a3ea91908a2",
          "body": "- Change one-liner from WebClient.DownloadString to\n  DownloadData+UTF8.GetString to properly decode UTF-8 on\n  Windows PowerShell 5.1 (which otherwise decodes as Win-1252)\n- Restore emoji icons: > -> 🤖, [OK] -> ✅, [!] -> ⚠️\n- Restore box-drawing banner: +--+ -> ╔═╗ with em-dash\n- Update installation.md one-liner to match",
          "is_bot": false,
          "headline": "feat(install): make PS1 installer icons match SH installer",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:44:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "094eb4a4ba478e31aebd3784c7d0e67bd0d77d79",
          "body": "…xpression\n\n& zrb shell autocomplete powershell returns System.Object[] (array of\nstrings), but Invoke-Expression expects a single string. Wrap with\n-join \"`n\" to concatenate into one string before passing it.\n\nAlso auto-fixes existing profiles by replacing the broken line with the\ncorrect one on re-run.",
          "is_bot": false,
          "headline": "fix(install): join array output from zrb autocomplete before Invoke-E…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2dbb01c4fe96fc2448c5cc37ee8feddced464aa",
          "body": "…e template\n\ncommand_exists is a helper defined inside the install script and not\navailable in the user's shell rc context. Use portable command -v\ninstead so the autocomplete block works in any shell without requiring\na pre-defined function.",
          "is_bot": false,
          "headline": "fix(install): use command -v instead of command_exists in autocomplet…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:29:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c4f432a3ca0d917384ab749e8df07e445450825",
          "body": "…m PATH\n\nWhen pipx lives inside .local-venv/Scripts (common on Windows), the\nCleanup-LocalVenv step deletes both the directory and its PATH entry,\nmaking pipx unavailable for the subsequent LSP inject step.\n\nExtract Find-PipxPath helper that locates pipx.exe in the Python user\nScripts folder and add\n[…]\nt to the session PATH. Call it:\n- In Ensure-Pipx (after pip install --user pipx)\n- In Ensure-PipxPath (fallback when pipx is not on PATH)\n- After Cleanup-LocalVenv so pipx is available for pipx inject",
          "is_bot": false,
          "headline": "fix(install): re-discover pipx after Cleanup-LocalVenv removes it fro…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:16:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d986e68dd5e995adce3d4fbd528253fce60c2736",
          "body": "pipx --force reuses the existing venv (--python is silently ignored).\npipx environment command may not exist on older pipx versions or output\nunexpected format, making the manual rm -rf unreliable.\n\nUse pipx uninstall zrb which cleanly removes the stale venv regardless\nof where pipx stores it, then pipx install creates a fresh venv with\n--python .",
          "is_bot": false,
          "headline": "fix(install): use pipx uninstall instead of manual rm -rf for stale venv",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:55:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5531c3ec5bad58cf449939631794104264bbcbaf",
          "body": "… effect\n\npipx --force reuses the existing venv (does not recreate it), so passing\n--python has no effect on an already-existing venv. The stale venv from\nPython 3.10 persists and zrb 1.x (the last version supporting 3.10) gets\ninstalled instead of 2.x.\n\nDelete /venvs/zrb before calling pipx install so a fresh venv\nis created with the correct Python version from --python.",
          "is_bot": false,
          "headline": "fix(install): delete stale pipx venv before install so --python takes…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:51:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b38eff09bbe624bd34872168149ccfa1da8a9f6",
          "body": "…python\n\nOn Windows, /home/gofrendi/zrbY_CMD may be 'py' (the Python launcher), which is\nnot a real Python interpreter and cannot be passed to pipx --python.\nResolve it via 'import sys; print(sys.executable)' at the end of\nEnsure-Python so the path is available for Pipx-Install-Zrb.",
          "is_bot": false,
          "headline": "fix(install): resolve 'py' launcher to actual Python path for pipx --…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:47:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdd43107ef0095dfe6e85c6af814202a57f2e152",
          "body": "…thon version\n\npipx uses its own default Python to create package venvs, which may be\nPython 3.10 even when the script detected Python 3.14. zrb 2.x requires\nPython 3.11+ — installing with Python 3.10 pulls the old 1.x series.\n\nExtract pipx_install_zrb() helper that passes --python \"$PY_CMD\" to\npipx install, ensuring the venv is created with the verified Python.\nUpgrade path falls back to this helper on failure.",
          "is_bot": false,
          "headline": "fix(install): pass --python to pipx to avoid installing with wrong Py…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:46:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17860c0d000c96dc19e9bdc11de12789d406de7d",
          "body": "PowerShell 5.1's 2> does not suppress native-command stderr when the\noutput is captured in a variable — the ErrorRecord bleeds through as an ugly\nerror message and (when =Stop was set) terminated the\nscript. The same issue persists with default Continue because the error is\nstill displayed to the us\n[…]\n Test-ZrbInPipx() helper that uses pipx list --json (which\noutputs nothing on stderr when no packages are installed) and parses the\nJSON for a 'zrb' venv entry. No stderr, no messages, no termination.",
          "is_bot": false,
          "headline": "fix(install): replace pipx list --short with pipx list --json in PS5.1",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:39:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "760db21f4643b825b1ad04dfa10f4394c2340f68",
          "body": "In PowerShell 5.1, =Stop treats native command stderr\nas a terminating error. pipx writes progress and warnings ('nothing has been\ninstalled with pipx') to stderr, so the script would terminate at the first\npipx command (pipx list --short) before installing anything.\n\nRemoving it restores default Co\n[…]\nedirects\nproperly suppress expected stderr, and no cmdlet in the script critically\ndepends on Stop to catch failures (Set-Content/New-Item/Remove-Item all\nuse -Force or -ErrorAction SilentlyContinue).",
          "is_bot": false,
          "headline": "fix(install): remove =Stop from install.ps1",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:36:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bf73c65419dfe802b628c0d5e86ad915accdd19a",
          "body": "Three issues found by testing the real install.sh:\n\n1. Stale pipx venv dir blocks reinstall: a previous failed pipx install\n   leaves ~/.local/pipx/venvs/zrb/ with no metadata. pipx list skips it,\n   but pipx install refuses ('already seems to be installed'). Fix:\n   always use --force on pipx insta\n[…]\n --user\n   when set. Also skip adding ~/.local/bin to PATH (already in venv PATH).\n\n4. pipx inject abort: LSP server install is optional but had no error\n   guard. Fix: || warn on failure (non-fatal).",
          "is_bot": false,
          "headline": "fix(install): handle stale pipx venv and virtualenv edge cases",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:31:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "303df1d89fc39000b3326f1e6af68aacdcc46e51",
          "body": "PowerShell -match defaults to single-line mode where ^ matches only\nstart-of-string. pipx list --short outputs one package per line, so\nzrb may not be on the first line. (?m) enables multiline mode so ^\nmatches after each newline, matching the bash grep behavior.",
          "is_bot": false,
          "headline": "fix(install): use multiline regex for pipx list check in install.ps1",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:27:01Z",
          "body_truncated": false,
          "is_coding_agent": false
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            "reason": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
            "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",
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            "reason": "Found 0/11 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "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": 10,
            "reason": "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": 0,
            "reason": "license file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
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            "reason": "30 commit(s) and 0 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": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "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": 9,
            "reason": "1 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_security_policy": false,
      "has_dependabot_config": false
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          "last_comment_author": null
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      "last_merged_pr_at": "2026-07-31T10:00:17Z",
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          "created_at": "2026-07-15T08:22:06Z",
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          "last_comment_author": null
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  "config": {
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    "disabled_components": {}
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    "url": "https://github.com/state-alchemists/zrb",
    "host": "github.com",
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  "metrics": {
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      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": "The weighted overall 68 is calibrated to 80 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
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            "raw": 68,
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            "calibration": "2026-08-02"
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      "inputs": {
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        "vitality": 95,
        "community": 38,
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        "calibration": "2026-08-02",
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        "key": "vitality",
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        "name": "Vitality",
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            "key": "development_activity",
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
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                "key": "commit_cadence",
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                "key": "openssf_scorecard_maintained",
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                "key": "openssf_scorecard_signed_releases",
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                "points": 100,
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        "weight": 0.17,
        "metrics": [
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            "key": "popularity",
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            "components": [
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                "key": "stars",
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                "points": 19.5,
                "status": "partial",
                "details": [
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              {
                "key": "forks",
                "name": "Forks",
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                      "count": 1
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                ],
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              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "watchers",
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                      "count": 2
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            ]
          },
          {
            "key": "community_health",
            "band": "weak",
            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_readme": true,
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              "readme_badges": null,
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              "has_issue_template": true,
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              "readme_badge_services": [],
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "license",
                "name": "License",
                "detail": "no license file detected",
                "points": 0,
                "status": "missed",
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                "status": "missed",
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                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
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              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 7.2,
                "status": "met",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
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          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 64,
            "inputs": {
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              "monthly_downloads": 6736
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            "components": [
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                "key": "monthly_downloads",
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                "status": "partial",
                "details": [
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                "key": "registry_dependents",
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                "status": "excluded",
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        "key": "governance",
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        "weight": 0.23,
        "metrics": [
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            "inputs": {
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            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
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                "key": "pr_acceptance",
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            "inputs": {
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "647 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 647
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 86,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": ".flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "code-generator",
                "task-runner",
                "automation",
                "llm"
              ],
              "has_wiki": false,
              "homepage": "https://pypi.org/project/zrb/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://pypi.org/project/zrb/",
                "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": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 58,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.7
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "6 out of 6 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 0/11 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 0 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 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": "1 existing vulnerabilities detected",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 207 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 207
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 1,
              "assessed_packages": 207,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1",
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 207,
              "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",
                    "params": {}
                  }
                ],
                "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 3
            },
            "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": 62,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.33,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
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              "agent_instruction_max_bytes": 15979
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
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                  }
                ],
                "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": "33 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 33,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pyrightconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pyrightconfig.json"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 3164970,
              "source_files_sampled": 716,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pyrightconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pyrightconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/716 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 716,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": {
      "labels": [
        "network-service",
        "mcp-server",
        "library"
      ],
      "scores": {
        "library": 6,
        "mcp-server": 7,
        "network-service": 8
      },
      "primary": "network-service",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "mcp-server",
          "source": "dep:mcp",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "network-service",
          "source": "dep:fastapi",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "network-service",
          "source": "dep:starlette",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:zrb@2.51.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T10:05:49.728696Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/state-alchemists/zrb.svg",
  "full_name": "state-alchemists/zrb",
  "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 v2.3.1, схема v0.27.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаPyPI.