Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.14.0 · 2026-07-30 13:42 UTC

SneaksAndData / adapta

Logging, data connectors, monitoring, secret handling and general lifehacks to make data people lives easier.

PythonApache-2.0★ 11 зірок⑂ 2 форкиз лют. 2022 р.Переглянути на GitHub ↗

SneaksAndData/adapta має індекс здоров’я 66 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (89/100), найнижчий — Community & Adoption (35/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

66
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

66
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
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.

Власність

Ecco Sneaks & DataОрганізація
20 підписників57 публічних репозиторіївз січ. 2022 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIadapta4.0.6-2410 днів тому

Метрики за категоріями

Життєздатність

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

89Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
20.1/36Ритм комітів — 29/52 тижнів із комітами
15.6/18Обсяг комітів — 53 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year53
human_commit_share1
days_since_last_push0
active_weeks_last_year29
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~11,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count100
latest_release_tagv4.0.6
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases11,6
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?

35У зоні ризику · 18% загального індексу
Як обчислюється оцінка
16.2/60Зірки — 11 зірок
0/25Форки — 2 форків
0/15Спостерігачі — 1 спостерігачів
Використані вхідні дані
forks2
stars11
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateтак

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

69Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
10.9/22.5Розподіл комітів — головний контриб’ютор — автор 51% комітів
13.5/13.5Широта контриб’юторів — 21 контриб’юторів
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Використані вхідні дані
bus_factor1
contributors_sampled21
top_contributor_share0,514
Як обчислюється оцінка
39.7/46.8Вирішення issue — закрито 85% issue
33.1/38.3Прийняття PR — злито 371/429 вирішених PR
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Використані вхідні дані
merged_prs371
open_issues24
closed_issues135
issue_closed_ratio0,849
closed_unmerged_prs58
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
9.5/25Охоплення власника — 20 підписників у SneaksAndData
21.9/25Послужний список — 57 публічних репозиторіїв, вік облікового запису ~4 р.
Використані вхідні дані
followers20
owner_typeOrganization
is_verified
owner_loginSneaksAndData
public_repos57
account_age_days1 652

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 241 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesadapta
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

70Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 5 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .pylintrc
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 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

50Помірний
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
0/10Теми
10/10Wiki
Використані вхідні дані
topics
has_wikiтак
homepage
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

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

57Помірний · 16% загального індексу

Стан безпеки

55Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2.5/2.5CI-Tests — 30 out of 30 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
7.5/7.5Code-Review — all changesets reviewed
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
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 13 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
0/7.5Vulnerabilities — 17 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5,5
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
14/35Прямі залежності без відомих сповіщень — уражено 1: cryptography 36.0.2 (high 7.5)
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
33.7/40Немає задавнених сповіщень — 1 пакет(ів) зі сповіщеннями без реакції понад 90 дн.; найдавніше опубліковано 1 268 дн. тому
Використані вхідні дані
sourceosv
advisories29
affected_packages4
assessed_packages150
unassessed_packages0
affected_by_severitycritical 2, high 1, moderate 1
direct_affected_packages1
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 150 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? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

47У зоні ризику · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 89 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,89
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .pylintrc
0/11Статична перевірка типів
10/10Відтворюване середовище — Dockerfile, lockfile
2/10Підтверджена практика роботи з агентами — 1 з останніх 100 комітів створено агентом або з його зазначенням
5/8Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно
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_configs
agent_commit_share0,01
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
55/55Керовані розміри файлів — 0/196 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes28 342
source_files_sampled196
oversized_source_files0

Ключові факти

11зірок GitHub
21контриб'юторів
53комітів за останні 12 місяців
0днів від останнього пушу
100релізів
1бас-фактор
24відкритих 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:adapta@4.0.6; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 0 ★ / 2 ⇿
0Зірки
2Форки
89Релізи

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.

111222212024-062025-062026-06
Мажорні 2Мінорні 6Патчі 81

Кожна точка охоплює 2 днів.

OpenSSF Scorecard 5.5 / 10
5.5сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-30 13:42 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
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
10Licenselicense file detected
10Maintained13 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
0Vulnerabilities17 existing vulnerabilities detected
Прямі залежності 34
РеєстрПакетОбмеження версіїМаніфест
PyPIrequests^2.26pyproject.toml
PyPIbackoff^2.2pyproject.toml
PyPIcryptography>=36pyproject.toml
PyPIpandas>=2.0.0,<3.0pyproject.toml
PyPIpyarrow>=7.0pyproject.toml
PyPIdataclasses-json~0.6pyproject.toml
PyPIlimits^5.8pyproject.toml
PyPIpolars>=1.18pyproject.toml
PyPIpandera>=0.20.3 <1.0pyproject.toml
PyPIxlsxwriter^3.0pyproject.toml
PyPIfastexcel^0.14.0pyproject.toml
PyPIopenpyxl^3.0pyproject.toml
PyPIcassandra-driver~3.30.0pyproject.toml
PyPIdeltalake^0.18.1pyproject.toml
PyPIpyiceberg^0.11.1pyproject.toml
PyPIs3fs^2025.10.0pyproject.toml
PyPIazure-identity^1.7pyproject.toml
PyPIazure-storage-blob>=12.17.0,<=13pyproject.toml
PyPIazure-mgmt-storage~19.1.0pyproject.toml
PyPIazure-keyvault-secrets^4.3pyproject.toml
PyPIazure-servicebus~7.6pyproject.toml
PyPIadlfs~2025pyproject.toml
PyPIboto3^1.28.0pyproject.toml
PyPIbotocore^1.31pyproject.toml
PyPIdatadog~0.49.1pyproject.toml
PyPIdatadog-api-client~2.18.0pyproject.toml
PyPISQLAlchemy~2.0pyproject.toml
PyPIpyodbc~4.0pyproject.toml
PyPImlflow-skinny~2.17.0pyproject.toml
PyPIredis~4.4.0pyproject.toml
PyPIhvac~0.11.2pyproject.toml
PyPIfsspec^2025pyproject.toml
PyPItrino^0.337pyproject.toml
PyPIsnowflake-connector-python^3.4.0pyproject.toml
Усі залежності 150

Повний розв'язаний набір залежностей із графа залежностей GitHub: 34 прямих і 116 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIadlfs2025.8.0пряма
PyPIazure-identity1.25.3пряма
PyPIazure-keyvault-secrets4.11.0пряма
PyPIazure-mgmt-storage19.1.0пряма
PyPIazure-servicebus7.6.1пряма
PyPIazure-storage-blob12.30.0пряма
PyPIbackoff2.2.1пряма
PyPIboto31.41.5пряма
PyPIbotocore1.41.5пряма
PyPIcassandra-driver3.30.1пряма
PyPIcryptography36.0.2пряма
PyPIdataclasses-json0.6.7пряма
PyPIdatadog0.49.1пряма
PyPIdatadog-api-client2.18.0пряма
PyPIdeltalake0.18.2пряма
PyPIfastexcel0.14.0пряма
PyPIfsspec2025.12.0пряма
PyPIhvac0.11.2пряма
PyPIlimits5.8.0пряма
PyPImlflow-skinny2.17.2пряма
PyPIopenpyxl3.1.5пряма
PyPIpandas2.3.3пряма
PyPIpandera0.32.1пряма
PyPIpolars1.43.1пряма
PyPIpyarrow25.0.0пряма
PyPIpyiceberg0.11.1пряма
PyPIpyodbc4.0.39пряма
PyPIredis4.4.4пряма
PyPIrequests2.34.2пряма
PyPIs3fs2025.12.0пряма
PyPIsnowflake-connector-python3.18.1пряма
PyPIsqlalchemy2.0.51пряма
PyPItrino0.337.0пряма
PyPIxlsxwriter3.2.9пряма
PyPIaiobotocore2.26.0непряма
PyPIaiohappyeyeballs2.7.1непряма
PyPIaiohttp3.14.3непряма
PyPIaioitertools0.13.0непряма
PyPIaiosignal1.4.0непряма
PyPIannotated-types0.8.0непряма
PyPIasn1crypto1.5.1непряма
PyPIastroid4.0.4непряма
PyPIasync-timeout5.0.1непряма
PyPIattrs26.1.0непряма
PyPIazure-common1.1.28непряма
PyPIazure-core1.41.0непряма
PyPIazure-datalake-store0.0.53непряма
PyPIazure-mgmt-core1.6.0непряма
PyPIblack23.12.1непряма
PyPIbottleneck1.6.0непряма
PyPIcachetools5.5.2непряма
PyPIcertifi2026.7.22непряма
PyPIcffi1.17.1непряма
PyPIcharset-normalizer3.4.9непряма
PyPIclick8.4.2непряма
PyPIcloudpickle3.1.2непряма
PyPIcolorama0.4.6непряма
PyPIcoverage7.15.2непряма
PyPIdatabricks-sdk0.122.0непряма
PyPIdeprecated1.3.1непряма
PyPIdill0.4.1непряма
PyPIet-xmlfile2.0.0непряма
PyPIexecnet2.1.2непряма
PyPIfilelock3.32.2непряма
PyPIfrozenlist1.8.0непряма
PyPIgeomet1.1.0непряма
PyPIgitdb4.0.12непряма
PyPIgitpython3.1.57непряма
PyPIgoogle-auth2.47.0непряма
PyPIgreenlet3.5.4непряма
PyPIhiredis3.4.0непряма
PyPIidna3.18непряма
PyPIimportlib-metadata8.9.0непряма
PyPIiniconfig2.3.0непряма
PyPIisodate0.7.2непряма
PyPIisort8.0.1непряма
PyPIjmespath1.1.0непряма
PyPIllvmlite0.48.0непряма
PyPIlz44.4.5непряма
PyPImarkdown-it-py4.2.0непряма
PyPImarshmallow3.26.2непряма
PyPImccabe0.7.0непряма
PyPImdurl0.1.2непряма
PyPImmh35.2.1непряма
PyPImsal1.37.0непряма
PyPImsal-extensions1.3.1непряма
PyPImsrest0.7.1непряма
PyPImultidict6.7.1непряма
PyPImypy-extensions1.1.0непряма
PyPInumba0.66.0непряма
PyPInumexpr2.14.2непряма
PyPInumpy2.4.6непряма
PyPIoauthlib3.3.1непряма
PyPIopentelemetry-api1.44.0непряма
PyPIopentelemetry-sdk1.44.0непряма
PyPIopentelemetry-semantic-conventions0.65b0непряма
PyPIorjson3.11.9непряма
PyPIpackaging24.2непряма
PyPIpathspec1.1.1непряма
PyPIplatformdirs4.11.0непряма
PyPIpluggy1.6.0непряма
PyPIpolars-runtime-321.43.1непряма
PyPIpropcache0.5.2непряма
PyPIprotobuf5.29.6непряма
PyPIpyarrow-hotfix0.7непряма
PyPIpyarrow-stubs20.0.0.20260625непряма
PyPIpyasn10.6.4непряма
PyPIpyasn1-modules0.4.2непряма
PyPIpycparser3.0непряма
PyPIpydantic2.13.4непряма
PyPIpydantic-core2.46.4непряма
PyPIpygments2.20.0непряма
PyPIpyjwt2.13.0непряма
PyPIpylint4.0.6непряма
PyPIpyopenssl22.0.0непряма
PyPIpyparsing3.3.2непряма
PyPIpyroaring1.1.0непряма
PyPIpytest8.4.2непряма
PyPIpytest-asyncio1.4.0непряма
PyPIpytest-cov6.3.0непряма
PyPIpytest-mock3.15.1непряма
PyPIpytest-xdist3.8.0непряма
PyPIpython-dateutil2.9.0.post0непряма
PyPIpytz2026.3.post1непряма
PyPIpyupgrade3.21.2непряма
PyPIpyyaml6.0.3непряма
PyPIrequests-oauthlib2.0.0непряма
PyPIrich14.3.4непряма
PyPIrsa4.9.1непряма
PyPIs3transfer0.15.0непряма
PyPIsix1.17.0непряма
PyPIsmmap5.0.3непряма
PyPIsortedcontainers2.4.0непряма
PyPIsqlparse0.5.5непряма
PyPIstrictyaml1.7.3непряма
PyPItenacity9.1.4непряма
PyPItokenize-rt6.2.0непряма
PyPItomlkit0.15.1непряма
PyPItypeguard4.6.0непряма
PyPItyping-extensions4.16.0непряма
PyPItyping-inspect0.9.0непряма
PyPItyping-inspection0.4.2непряма
PyPItzdata2026.3непряма
PyPItzlocal5.4.4непряма
PyPIuamqp1.6.11непряма
PyPIurllib32.7.0непряма
PyPIwrapt1.17.3непряма
PyPIyarl1.24.5непряма
PyPIzipp4.1.0непряма
PyPIzstandard0.25.0непряма
Сповіщення про залежності 4

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 150 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 4 мають відомі сповіщення, з них 1 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
black23.12.1непрямакритична526.3.1
pyopenssl22.0.0непрямакритична426.0.0
cryptography36.0.2прямависока18300.0.12
pytest8.4.2непрямапомірна29.0.3

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
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 2255,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 715508
      },
      "pushed_at": "2026-07-30T13:34:49Z",
      "created_at": "2022-02-03T12:25:16Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-30T13:37:20Z",
      "description": "Logging, data connectors, monitoring, secret handling and general lifehacks to make data people lives easier.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Ecco Sneaks & Data",
      "type": "Organization",
      "login": "SneaksAndData",
      "company": null,
      "location": "Denmark",
      "followers": 20,
      "avatar_url": "https://avatars.githubusercontent.com/u/98098569?v=4",
      "created_at": "2022-01-20T12:52:43Z",
      "is_verified": null,
      "public_repos": 57,
      "account_age_days": 1652
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v4.0.6",
          "kind": "patch",
          "published_at": "2026-07-30T13:34:49Z"
        },
        {
          "tag": "v4.0.5",
          "kind": "patch",
          "published_at": "2026-07-28T13:54:06Z"
        },
        {
          "tag": "v4.0.4",
          "kind": "patch",
          "published_at": "2026-07-13T14:05:11Z"
        },
        {
          "tag": "v4.0.3",
          "kind": "patch",
          "published_at": "2026-06-11T09:34:08Z"
        },
        {
          "tag": "v4.0.2",
          "kind": "patch",
          "published_at": "2026-06-10T12:32:13Z"
        },
        {
          "tag": "v4.0.1",
          "kind": "patch",
          "published_at": "2026-06-03T12:49:29Z"
        },
        {
          "tag": "v4.0.0",
          "kind": "major",
          "published_at": "2026-06-02T09:02:33Z"
        },
        {
          "tag": "v3.6.3",
          "kind": "patch",
          "published_at": "2026-05-15T13:45:30Z"
        },
        {
          "tag": "v3.6.2",
          "kind": "patch",
          "published_at": "2026-04-17T12:08:25Z"
        },
        {
          "tag": "v3.6.1",
          "kind": "patch",
          "published_at": "2026-04-17T10:01:33Z"
        },
        {
          "tag": "v3.6.0",
          "kind": "minor",
          "published_at": "2026-04-16T09:59:49Z"
        },
        {
          "tag": "v3.5.27",
          "kind": "patch",
          "published_at": "2026-03-23T08:26:40Z"
        },
        {
          "tag": "v3.5.26",
          "kind": "patch",
          "published_at": "2026-03-18T12:41:14Z"
        },
        {
          "tag": "v3.5.25",
          "kind": "patch",
          "published_at": "2026-03-10T10:20:08Z"
        },
        {
          "tag": "v3.5.24",
          "kind": "patch",
          "published_at": "2026-03-03T08:51:24Z"
        },
        {
          "tag": "v3.5.23",
          "kind": "patch",
          "published_at": "2026-02-23T15:20:19Z"
        },
        {
          "tag": "v3.5.22",
          "kind": "patch",
          "published_at": "2026-02-23T13:35:05Z"
        },
        {
          "tag": "v3.5.21",
          "kind": "patch",
          "published_at": "2026-02-23T10:31:39Z"
        },
        {
          "tag": "v3.5.20",
          "kind": "patch",
          "published_at": "2026-02-23T07:51:23Z"
        },
        {
          "tag": "v3.5.19",
          "kind": "patch",
          "published_at": "2026-02-20T15:57:57Z"
        },
        {
          "tag": "v3.5.18",
          "kind": "patch",
          "published_at": "2026-02-13T13:26:58Z"
        },
        {
          "tag": "v3.5.17",
          "kind": "patch",
          "published_at": "2026-02-12T07:53:16Z"
        },
        {
          "tag": "v3.5.16",
          "kind": "patch",
          "published_at": "2026-02-06T14:52:58Z"
        },
        {
          "tag": "v3.5.15",
          "kind": "patch",
          "published_at": "2026-01-30T09:04:19Z"
        },
        {
          "tag": "v3.5.14",
          "kind": "patch",
          "published_at": "2025-12-16T09:30:19Z"
        },
        {
          "tag": "v3.5.13",
          "kind": "patch",
          "published_at": "2025-12-02T14:35:07Z"
        },
        {
          "tag": "v3.5.12",
          "kind": "patch",
          "published_at": "2025-11-20T12:26:04Z"
        },
        {
          "tag": "v3.5.11",
          "kind": "patch",
          "published_at": "2025-10-29T12:26:11Z"
        },
        {
          "tag": "v3.5.10",
          "kind": "patch",
          "published_at": "2025-10-28T14:27:55Z"
        },
        {
          "tag": "v3.5.9",
          "kind": "patch",
          "published_at": "2025-10-20T08:35:07Z"
        },
        {
          "tag": "v3.5.8",
          "kind": "patch",
          "published_at": "2025-10-13T15:25:50Z"
        },
        {
          "tag": "v3.5.7",
          "kind": "patch",
          "published_at": "2025-10-07T05:02:30Z"
        },
        {
          "tag": "v3.5.6",
          "kind": "patch",
          "published_at": "2025-10-03T08:50:32Z"
        },
        {
          "tag": "v3.5.5",
          "kind": "patch",
          "published_at": "2025-09-25T12:35:58Z"
        },
        {
          "tag": "v3.5.4",
          "kind": "patch",
          "published_at": "2025-09-16T13:00:07Z"
        },
        {
          "tag": "v3.5.3",
          "kind": "patch",
          "published_at": "2025-09-15T12:01:21Z"
        },
        {
          "tag": "v3.5.2",
          "kind": "patch",
          "published_at": "2025-09-05T09:29:32Z"
        },
        {
          "tag": "v3.5.1",
          "kind": "patch",
          "published_at": "2025-08-08T08:43:47Z"
        },
        {
          "tag": "v3.5.0",
          "kind": "minor",
          "published_at": "2025-07-31T12:33:28Z"
        },
        {
          "tag": "v3.4.3",
          "kind": "patch",
          "published_at": "2025-07-31T07:21:07Z"
        },
        {
          "tag": "v3.4.2",
          "kind": "patch",
          "published_at": "2025-07-25T12:40:49Z"
        },
        {
          "tag": "v3.4.1",
          "kind": "patch",
          "published_at": "2025-05-23T10:05:24Z"
        },
        {
          "tag": "v3.4.0",
          "kind": "minor",
          "published_at": "2025-05-23T07:41:13Z"
        },
        {
          "tag": "v3.3.21",
          "kind": "patch",
          "published_at": "2025-05-08T11:39:24Z"
        },
        {
          "tag": "v3.3.20",
          "kind": "patch",
          "published_at": "2025-05-08T10:56:58Z"
        },
        {
          "tag": "v3.3.19",
          "kind": "patch",
          "published_at": "2025-05-01T11:42:41Z"
        },
        {
          "tag": "v3.3.18",
          "kind": "patch",
          "published_at": "2025-05-01T11:05:43Z"
        },
        {
          "tag": "v3.3.17",
          "kind": "patch",
          "published_at": "2025-05-01T09:48:39Z"
        },
        {
          "tag": "v3.3.16",
          "kind": "patch",
          "published_at": "2025-04-30T13:15:55Z"
        },
        {
          "tag": "v3.3.15",
          "kind": "patch",
          "published_at": "2025-04-30T12:12:46Z"
        },
        {
          "tag": "v3.3.14",
          "kind": "patch",
          "published_at": "2025-04-10T07:12:58Z"
        },
        {
          "tag": "v3.3.13",
          "kind": "patch",
          "published_at": "2025-04-08T11:45:14Z"
        },
        {
          "tag": "v3.3.12",
          "kind": "patch",
          "published_at": "2025-03-11T10:39:32Z"
        },
        {
          "tag": "v3.3.11",
          "kind": "patch",
          "published_at": "2025-03-07T13:58:57Z"
        },
        {
          "tag": "v3.3.10",
          "kind": "patch",
          "published_at": "2025-02-18T13:59:30Z"
        },
        {
          "tag": "v3.3.9",
          "kind": "patch",
          "published_at": "2025-02-12T09:44:35Z"
        },
        {
          "tag": "v3.3.8",
          "kind": "patch",
          "published_at": "2025-02-11T12:19:39Z"
        },
        {
          "tag": "v3.3.7",
          "kind": "patch",
          "published_at": "2025-01-30T13:49:24Z"
        },
        {
          "tag": "v3.3.6",
          "kind": "patch",
          "published_at": "2025-01-30T12:09:03Z"
        },
        {
          "tag": "v3.3.5",
          "kind": "patch",
          "published_at": "2025-01-24T07:34:15Z"
        },
        {
          "tag": "v3.3.4",
          "kind": "patch",
          "published_at": "2025-01-23T08:34:12Z"
        },
        {
          "tag": "v3.3.3",
          "kind": "patch",
          "published_at": "2025-01-21T12:42:43Z"
        },
        {
          "tag": "v3.3.2",
          "kind": "patch",
          "published_at": "2025-01-17T10:24:40Z"
        },
        {
          "tag": "v3.3.1",
          "kind": "patch",
          "published_at": "2025-01-15T10:29:23Z"
        },
        {
          "tag": "v3.3.0",
          "kind": "minor",
          "published_at": "2024-12-10T10:48:19Z"
        },
        {
          "tag": "v3.2.8",
          "kind": "patch",
          "published_at": "2024-10-23T13:17:57Z"
        },
        {
          "tag": "v3.2.7",
          "kind": "patch",
          "published_at": "2024-10-14T16:07:39Z"
        },
        {
          "tag": "v3.2.6",
          "kind": "patch",
          "published_at": "2024-10-14T15:58:59Z"
        },
        {
          "tag": "v3.2.5",
          "kind": "patch",
          "published_at": "2024-09-24T12:50:23Z"
        },
        {
          "tag": "v3.2.4",
          "kind": "patch",
          "published_at": "2024-09-05T08:19:00Z"
        },
        {
          "tag": "v3.2.3",
          "kind": "patch",
          "published_at": "2024-08-28T16:00:36Z"
        },
        {
          "tag": "v3.2.2",
          "kind": "patch",
          "published_at": "2024-08-26T10:54:26Z"
        },
        {
          "tag": "v3.2.1",
          "kind": "patch",
          "published_at": "2024-08-22T11:37:13Z"
        },
        {
          "tag": "v3.2.0",
          "kind": "minor",
          "published_at": "2024-08-21T16:43:50Z"
        },
        {
          "tag": "v3.1.5",
          "kind": "patch",
          "published_at": "2024-08-05T12:29:14Z"
        },
        {
          "tag": "v3.1.4",
          "kind": "patch",
          "published_at": "2024-08-01T13:55:31Z"
        },
        {
          "tag": "v3.1.3",
          "kind": "patch",
          "published_at": "2024-07-31T14:59:24Z"
        },
        {
          "tag": "v3.1.2",
          "kind": "patch",
          "published_at": "2024-07-30T12:29:19Z"
        },
        {
          "tag": "v3.1.1",
          "kind": "patch",
          "published_at": "2024-07-30T08:35:15Z"
        },
        {
          "tag": "v3.1.0",
          "kind": "minor",
          "published_at": "2024-07-26T07:46:33Z"
        },
        {
          "tag": "v3.0.1",
          "kind": "patch",
          "published_at": "2024-07-24T06:45:12Z"
        },
        {
          "tag": "v3.0.0",
          "kind": "major",
          "published_at": "2024-07-22T06:46:12Z"
        },
        {
          "tag": "v2.11.10",
          "kind": "patch",
          "published_at": "2024-07-18T14:59:56Z"
        },
        {
          "tag": "v2.11.9",
          "kind": "patch",
          "published_at": "2024-07-18T07:18:49Z"
        },
        {
          "tag": "v2.11.8",
          "kind": "patch",
          "published_at": "2024-07-16T15:37:15Z"
        },
        {
          "tag": "v2.11.7",
          "kind": "patch",
          "published_at": "2024-07-13T18:38:13Z"
        },
        {
          "tag": "v2.11.6",
          "kind": "patch",
          "published_at": "2024-07-12T11:41:49Z"
        },
        {
          "tag": "v2.11.5",
          "kind": "patch",
          "published_at": "2024-07-08T15:22:30Z"
        },
        {
          "tag": "v2.11.4",
          "kind": "patch",
          "published_at": "2024-07-04T08:21:09Z"
        },
        {
          "tag": "v2.11.3",
          "kind": "patch",
          "published_at": "2024-07-03T13:04:46Z"
        },
        {
          "tag": "v2.11.2",
          "kind": "patch",
          "published_at": "2024-07-02T18:07:42Z"
        },
        {
          "tag": "v2.11.1",
          "kind": "patch",
          "published_at": "2024-07-02T15:02:27Z"
        },
        {
          "tag": "v2.11.0",
          "kind": "minor",
          "published_at": "2024-06-28T10:59:59Z"
        },
        {
          "tag": "v2.10.12",
          "kind": "patch",
          "published_at": "2024-06-12T16:36:39Z"
        },
        {
          "tag": "v2.10.11",
          "kind": "patch",
          "published_at": "2024-06-10T16:48:43Z"
        },
        {
          "tag": "v2.10.10",
          "kind": "patch",
          "published_at": "2024-05-30T09:16:42Z"
        },
        {
          "tag": "v2.10.9",
          "kind": "patch",
          "published_at": "2024-05-29T09:43:59Z"
        },
        {
          "tag": "v2.10.8",
          "kind": "patch",
          "published_at": "2024-05-28T13:12:09Z"
        },
        {
          "tag": "v2.10.7",
          "kind": "patch",
          "published_at": "2024-05-27T13:56:39Z"
        },
        {
          "tag": "v2.10.6",
          "kind": "patch",
          "published_at": "2024-05-27T11:08:02Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "86a8ff369917007ee1b1c45b31cdd29872aad8af",
          "body": null,
          "is_bot": false,
          "headline": "[Iceberg] Support writing a dataframe into an Iceberg table (#603)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-07-30T13:34:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf191c8657341b765809d79b59c6b17393bb162b",
          "body": null,
          "is_bot": false,
          "headline": "Add functionality of adding non required fields when validating (#602)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2026-07-28T13:53:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9705073b3888de5fa7e8082781de4d4785523533",
          "body": null,
          "is_bot": false,
          "headline": "Remove upper bound on polars version (#601)",
          "author_name": "FrederikVK",
          "author_login": "FrederikVK",
          "committed_at": "2026-07-13T14:04:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92af803197f434acaeaf51fffc409b30082f9eb0",
          "body": null,
          "is_bot": false,
          "headline": "Fixes bugs introduced in delta limit PR (#524)",
          "author_name": "Matthias Als",
          "author_login": "matt035343",
          "committed_at": "2026-06-24T12:03:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9e2f2b40bd600b6986a4ae99e0edb011ca921ded",
          "body": null,
          "is_bot": false,
          "headline": "fix: remove -x from set -euxo pipefail to prevent secret leakage (#598)",
          "author_name": "Fabian AJ Thiele",
          "author_login": "f-thiele",
          "committed_at": "2026-06-24T11:50:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95e25622990692b1a5a82ae2793925aac1766beb",
          "body": "…e_scan (#597)",
          "is_bot": false,
          "headline": "[Iceberg] Allow (real) s3 endpoint override also for load_using_nativ…",
          "author_name": "FrederikVK",
          "author_login": "FrederikVK",
          "committed_at": "2026-06-11T09:33:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37771ffc91bd1ab0cfa9ee540d17ee76cb85a257",
          "body": null,
          "is_bot": false,
          "headline": "Add support for dtype dict for Dataclass validation framework (#596)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2026-06-10T12:31:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "244c9ff0cdb2e01b392b0fcc56976c7791bbfa47",
          "body": null,
          "is_bot": false,
          "headline": "[Iceberg] Allow (real) s3 endpoint override (#595)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-06-03T12:49:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e53e54cca2dedc9af5a516db96070cf79cb7e5a",
          "body": "Co-authored-by: FrederikVK <34678108+FrederikVK@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[V4] Test Coverage (#594)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-06-02T09:01:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3bf3e71ea14d6a6aa9e72abbff2c9996427436d4",
          "body": null,
          "is_bot": false,
          "headline": "[V4] Add Iceberg QES implementation (#593)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-06-01T10:00:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e63190353f81d19ae96c05143414400486130cf5",
          "body": null,
          "is_bot": false,
          "headline": "[V4] Add PyIceberg support and remove V2 code (#558)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-06-01T08:48:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20e50f32314488c05749d3f15fdeda434679a1f1",
          "body": null,
          "is_bot": false,
          "headline": "Add support for specifying enum values for fields (#591)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2026-05-15T13:41:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3467c85331fb5982739d4c10c58ebaaf4aa917fe",
          "body": null,
          "is_bot": false,
          "headline": "Add check for list values (int, float) (#590)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2026-05-15T10:11:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1a8b4362ba9844699844e34d21990db60e93d72",
          "body": null,
          "is_bot": false,
          "headline": "Update the limits package (#589)",
          "author_name": "Vitalii Savitskii",
          "author_login": "s-vitaliy",
          "committed_at": "2026-04-17T12:07:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64f1b7e40a0f55aff59f621bb6e3aa5545a4c699",
          "body": "…ed (#588)",
          "is_bot": false,
          "headline": "[MLFflow] Keep credentials file until cached credentials are introduc…",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-04-17T10:01:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d1127b41c379524aee6f8337b3f13141e11ec8c",
          "body": null,
          "is_bot": false,
          "headline": "Support static credentials for MLFlowBasicClient (#586)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-04-16T09:59:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de840066f0184e7c73edd56e23a3a052ab5b91dd",
          "body": null,
          "is_bot": false,
          "headline": "Add NE operator for filter expressions (#581)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2026-03-23T08:26:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40371b470bc67adf93f61e311578f0e2a5a53452",
          "body": null,
          "is_bot": false,
          "headline": "Display min/max failing values when le/ge checks fail (#580)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2026-03-20T08:35:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ad1118ff5feb0012513cbf6c41497a7902deade",
          "body": "…ework (#579)",
          "is_bot": false,
          "headline": "Add tolerance support for ge & le checks in dataclass validation fram…",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2026-03-18T12:40:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e275074dd73dd542edc402d2b1093b796a504d2c",
          "body": null,
          "is_bot": false,
          "headline": "add missing fields (#578)",
          "author_name": "ewabehr",
          "author_login": "ewabehr",
          "committed_at": "2026-03-10T10:18:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "856e6a13c2894ba9a9c7959d85c0da7c3281a5f7",
          "body": null,
          "is_bot": false,
          "headline": "add distribution metric type (#577)",
          "author_name": "Lukas Mikelionis",
          "author_login": "lukas-mi",
          "committed_at": "2026-03-03T08:47:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "556a5b753c1c353212c48cc40c3d626a3b7ce870",
          "body": null,
          "is_bot": false,
          "headline": "Bug fix dataclass validation (#576)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2026-02-26T15:26:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "902f8ac6937233dc3302fc3443ae38e254f7fc27",
          "body": null,
          "is_bot": false,
          "headline": "Update metrics provider docs (#575)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-02-24T12:38:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bbd68596d96a021e8c60c43436aa726500c2189b",
          "body": null,
          "is_bot": false,
          "headline": "Fix BATCH_SIZE bug in Trino QES (#574)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2026-02-23T15:18:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "645c49f824aa9aba065bf2e26b8803bfbc2378bb",
          "body": null,
          "is_bot": false,
          "headline": "Allow lazy Trino init in QES (#573)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2026-02-23T13:33:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49ed5cf6da74903008644f04bc81ae94b015bbb6",
          "body": null,
          "is_bot": false,
          "headline": "Add serialization kwargs to `save_data_as_blob` (#572)",
          "author_name": "Jeppe Johan Waarkjær Olsen",
          "author_login": "jeppe742",
          "committed_at": "2026-02-23T10:28:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f1b10fe33142bb97153aa71bf2f46a15124bcb0",
          "body": null,
          "is_bot": false,
          "headline": "Add schema bound polars serializer (#571)",
          "author_name": "Jeppe Johan Waarkjær Olsen",
          "author_login": "jeppe742",
          "committed_at": "2026-02-23T07:50:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0232d4a8cad8fd1db3b79f656a33f4190067006e",
          "body": null,
          "is_bot": false,
          "headline": "Move OR validation framework to Adapta (#570)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2026-02-20T14:29:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31081b3f7c8faefada7191d8bfcd6650fbb49830",
          "body": null,
          "is_bot": false,
          "headline": "Make DD signal handler attachment optional (#568)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2026-02-13T13:26:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0da45054746fc8ab69846faef2d08936fa00b74",
          "body": null,
          "is_bot": false,
          "headline": "Add support for setting model descriptions in mlFlow (#567)",
          "author_name": "Jukka Pajunen",
          "author_login": "Jupetus",
          "committed_at": "2026-02-12T07:52:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee945f1adde42b3025242ab6e45a28425860a250",
          "body": null,
          "is_bot": false,
          "headline": "Adds support to transition model stages in MLFlow (#566)",
          "author_name": "Jukka Pajunen",
          "author_login": "Jupetus",
          "committed_at": "2026-02-06T14:52:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10683d01638458dcd2abe2cfa17cbf3e68e5832b",
          "body": null,
          "is_bot": false,
          "headline": "Support global log tags in Semantic logger (#564)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2026-01-30T09:03:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fdd7cc456addf9bdddacf652d1556b49668ee6f",
          "body": null,
          "is_bot": false,
          "headline": "Update workflow actions versions (#562)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-12-18T08:37:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb8ddb53e04d5e7bc7437aafeb18d057189f42cd",
          "body": "…(#561)",
          "is_bot": false,
          "headline": "Add an option to wait for DSD file to be available on the filesystem …",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-12-16T09:29:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c36c22850b5f99200c4575bf4511edb25362a46b",
          "body": null,
          "is_bot": false,
          "headline": "Implement DataDog metric \"count\" (#560)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2025-12-02T14:34:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e68d796b195d2e9f85f589ff00a21602813cc75d",
          "body": null,
          "is_bot": false,
          "headline": "Fix bug in delete entity (#559)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2025-11-04T10:07:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec7b4a8531280cd21ff9928d65249fef895f5124",
          "body": "…cting (#557)",
          "is_bot": false,
          "headline": "Remove newlines characters to avoid double newline prints when redire…",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-10-29T10:08:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "56d0e594994aa12551ba5e7b2ee86245c16c03f0",
          "body": null,
          "is_bot": false,
          "headline": "Ignore empty and void lines when redirecting from C code (#556)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-10-28T14:27:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b94139be3eb7d906d252c36036ea192ec6021fa0",
          "body": null,
          "is_bot": false,
          "headline": "Add init to VoidMetricsProvider (#555)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2025-10-20T08:34:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d6075706077d056c30b71c8331e51a18d53d9a0",
          "body": null,
          "is_bot": false,
          "headline": "Add VoidMetricsProvider (#554)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-10-13T15:25:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "681912c2d935287fd93c8cf2a6eb1b76e5783ce3",
          "body": "…e (#553)",
          "is_bot": false,
          "headline": "Add hard check for DictJsonSerializationFormat deserialize output typ…",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2025-10-07T05:01:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6291d8181cfced01cf2deb6cb11fb2ef6c870a9d",
          "body": null,
          "is_bot": false,
          "headline": "Gracefully handle duplicate keys in the template (#552)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-10-03T08:49:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e72761af44208b2d0ddacad046b24edc452a9060",
          "body": "Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Allow having empty lists in concat method (#551)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2025-09-25T12:35:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "219f3d51fb45b6480d6be974634491195061642f",
          "body": null,
          "is_bot": false,
          "headline": "Replace queue implementation for async logger (#550)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-09-16T12:59:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8125c41f79ed78762f59ba112a45e93b3cd77b1",
          "body": null,
          "is_bot": false,
          "headline": "Handle optional import and improve Cassandra cluster shutdown (#549)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-09-15T12:00:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96ad8e70e00d0a2c5f6bb05c290c160a1bcbae3f",
          "body": null,
          "is_bot": false,
          "headline": "Adding Trino option to QES (#548)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2025-09-05T09:23:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76b6a5fdb2aaca714afc88bb93f127825aa34bac",
          "body": null,
          "is_bot": false,
          "headline": "Update copyright notice (#544)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-08-08T08:43:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "772751ea212ce96e022111cf7aae0c4415bbb8cf",
          "body": null,
          "is_bot": false,
          "headline": "Upgrade to 3.11-plus syntax (#543)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-08-08T08:39:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcd44df41957a3582cd5fa82e8cd4251e6d0142b",
          "body": "Co-authored-by: George Zubrienko <gzu@ecco.com>",
          "is_bot": false,
          "headline": "Fix minor typing issue (#536)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2025-08-08T08:21:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f504557004339c34fe6e653faba881925c7fddc",
          "body": null,
          "is_bot": false,
          "headline": "Support adding DataPaths (#542)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-08-08T08:01:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "922e8a7cead300feb7d3d6df817e9d1b1620483f",
          "body": null,
          "is_bot": false,
          "headline": "Update license name for PyPi (#541)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-08-05T12:21:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1290f080dfdb85066b9ada66bddc3d4674d48cd3",
          "body": "Co-authored-by: TobSkipper <vSCWKTY@W3jaMZ8>",
          "is_bot": false,
          "headline": "Rename model_tag to run_tag, to reflect the actual usage. (#540)",
          "author_name": "TobSkipper",
          "author_login": "TobSkipper",
          "committed_at": "2025-07-31T12:33:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3541329b926b63bf6957eb00e04ffb643c4b5f91",
          "body": "…sion. (#539)\n\nCo-authored-by: TobSkipper <vSCWKTY@W3jaMZ8>",
          "is_bot": false,
          "headline": "removing model_tags in log_model, not supported in current mlflow ver…",
          "author_name": "TobSkipper",
          "author_login": "TobSkipper",
          "committed_at": "2025-07-31T12:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a54734131cb7cb35de59df0e790bf493ab5dc07",
          "body": "Co-authored-by: TobSkipper <vSCWKTY@W3jaMZ8>",
          "is_bot": false,
          "headline": "Add model version tagging functionality (#538)",
          "author_name": "TobSkipper",
          "author_login": "TobSkipper",
          "committed_at": "2025-07-31T07:19:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8d670d2065d7d5f89dda9565d2d37fe0ca4760c",
          "body": null,
          "is_bot": false,
          "headline": "add model tags to register_mlflow_model function (#537)",
          "author_name": "Lucas Leite",
          "author_login": null,
          "committed_at": "2025-07-25T12:40:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c32f09c03e3d5e293dcfe280e9ecf91e7aa78b23",
          "body": null,
          "is_bot": false,
          "headline": "Fix for serializers property name (#533)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2025-05-23T10:04:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3cf19c672a3b9b0031c98e26ec4dfcbc45c44dcf",
          "body": null,
          "is_bot": false,
          "headline": "Extension + smaller refactor for SerializationFormat (#532)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2025-05-23T07:40:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb88be79c2150fc06fc3285c3c1022d0ef359dc6",
          "body": null,
          "is_bot": false,
          "headline": "Correct typo (#531)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-05-08T11:39:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94ddbde06f039f86a754fe3a3a0ba678f24f4b7f",
          "body": null,
          "is_bot": false,
          "headline": "Add support for timeout for prefix listing (#530)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-05-08T10:56:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75a268090944ef6ed7c1bd115a9f6a72b8559e63",
          "body": null,
          "is_bot": false,
          "headline": "Check for blob lease before deleting (#529)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-05-01T11:41:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2896087986f357afe9f3e1cc7b3c498a412a9ab4",
          "body": null,
          "is_bot": false,
          "headline": "Fix extra semicolons (#528)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-05-01T11:05:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e09c1c42a5819b67a14865c024a5eb928a1a5db5",
          "body": null,
          "is_bot": false,
          "headline": "Support custom blob endpoints (#527)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-05-01T09:48:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "565597b67f771072555bd771c9f322b4b0184adc",
          "body": null,
          "is_bot": false,
          "headline": "Support deleting leased blobs (#526)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-04-30T13:15:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d48f4b0a087cdb1cf50393fa0c2cfdba9a68f822",
          "body": null,
          "is_bot": false,
          "headline": "Add support for hierarchial listing for AzureStorageClient (#525)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-04-30T12:12:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d1195f80b4285b990bd0ad3c545697bdfb721c8",
          "body": null,
          "is_bot": false,
          "headline": "Add timout option to delta reader (#521)",
          "author_name": "Matthias Als",
          "author_login": "matt035343",
          "committed_at": "2025-04-10T07:12:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bf53d1257ae3e974ec9d99715ad852992faf938",
          "body": null,
          "is_bot": false,
          "headline": "Fix delta limit parameter bug in Delta QES (#522)",
          "author_name": "Matthias Als",
          "author_login": "matt035343",
          "committed_at": "2025-04-10T06:43:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dab3f54cc315ba362fc34dc88bbcf5bd7dfe8cd",
          "body": null,
          "is_bot": false,
          "headline": "Fix bug in AstraClient related to concatenation options (#520)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2025-04-08T13:25:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2650f141d2981849cf233ec328a1601eccfa9774",
          "body": null,
          "is_bot": false,
          "headline": "Add support for reading local files with HTTP adapter (#519)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2025-04-08T11:31:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08dc0c6db4d17533c53088f3896e0ea04aab4258",
          "body": "…517)",
          "is_bot": false,
          "headline": "Allow specification of Astra protocol version and add limit option (#…",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2025-04-07T09:32:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4433effadac9f46fb70070bbafeabb992e6790dc",
          "body": null,
          "is_bot": false,
          "headline": "Allow adapta to log mlflow tags (#516)",
          "author_name": "Lucas Leite",
          "author_login": null,
          "committed_at": "2025-03-11T10:39:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d9f071a469810d4dfc1577d6acb134915d3b7c7",
          "body": null,
          "is_bot": false,
          "headline": "Allow providing tags that will be applied to all messages (#515)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-03-07T13:58:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4cd3c0c51a5fede1daaa5a7c55043c1f46c40ec",
          "body": null,
          "is_bot": false,
          "headline": "Adding MetaFrameOptions as concat options to QueryEnabledStore (#513)",
          "author_name": "Marcus Førby Petersen",
          "author_login": "marcusforby",
          "committed_at": "2025-02-18T13:57:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdfabd58595fcdae0abd5f657d66c765b73d3e8a",
          "body": null,
          "is_bot": false,
          "headline": "Allow to fetching all columns in delta reader (#511)",
          "author_name": "Matthias Als",
          "author_login": "matt035343",
          "committed_at": "2025-02-12T09:44:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36f147daf3782503e017b18aefd0e62b49763f76",
          "body": null,
          "is_bot": false,
          "headline": "Fix Basic auth for Trino client (#510)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2025-02-11T12:19:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60be8cafff8c25699001f2badbcd4a87b4b160e3",
          "body": null,
          "is_bot": false,
          "headline": "Relax cryptography dependency (#507)",
          "author_name": "Matthias Als",
          "author_login": "matt035343",
          "committed_at": "2025-01-30T13:48:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19bd654e7691d97d7a41fc2bccaf05e457fcfb7f",
          "body": null,
          "is_bot": false,
          "headline": "Add support for mlflow entities while creating a new run (#506)",
          "author_name": "Jukka Pajunen",
          "author_login": "Jupetus",
          "committed_at": "2025-01-30T12:07:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb33e90f41333e6dd64402eb9dcd239c4e208fb8",
          "body": null,
          "is_bot": false,
          "headline": "Fix to query store columns when fetching empty result again (#505)",
          "author_name": "Mette Gudik Schjørring",
          "author_login": "MetteGudik",
          "committed_at": "2025-01-23T12:50:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be49de94ea846cf7f9c9ef406ae10631ae274b94",
          "body": null,
          "is_bot": false,
          "headline": "Fix to query store columns when fetching empty result (#503)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2025-01-23T08:31:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a23ec95575c8638ac336c59b33d432bcaa3456be",
          "body": "…ot exist (#502)",
          "is_bot": false,
          "headline": "When MlFlow create_run() is used will create experiment if one does n…",
          "author_name": "Jukka Pajunen",
          "author_login": "Jupetus",
          "committed_at": "2025-01-21T12:41:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c7eb847fa4831c7042d4569a0c1c1bd28d485d2",
          "body": null,
          "is_bot": false,
          "headline": "Port more functions from MLFlow and other minor improvements (#501)",
          "author_name": "Matthias Als",
          "author_login": "matt035343",
          "committed_at": "2025-01-17T10:24:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90a4a0ea1b1b59ec8773d8a0a26de7c5a9ff1eaa",
          "body": null,
          "is_bot": false,
          "headline": "Add option to specify Time To Live (TTL) for Astra writes (#500)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2025-01-14T19:13:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ee53ffe0762e0ed379942826e6db6e45b741696",
          "body": null,
          "is_bot": false,
          "headline": "Add support for set types in Cassandra Model Mappers (#499)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2025-01-09T13:23:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38e8bccf9aecea5b3db744234289d654abde2298",
          "body": "… specified (#498)",
          "is_bot": false,
          "headline": "Change LocalQES default behaviour to return all cols if selection not…",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2024-12-19T12:13:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8dd8d543eb9f833d9aea2ea58bfe41e6f23d531c",
          "body": null,
          "is_bot": false,
          "headline": "Implement Local QES (#497)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2024-12-18T19:18:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74811a6785362fd897cec6e5d1f8a5e2da058eae",
          "body": null,
          "is_bot": false,
          "headline": "Use Python3.11 for publishing as well (#496)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2024-12-10T10:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f91023ca2b9a13c5e8dcef461312da8ad517d5a",
          "body": null,
          "is_bot": false,
          "headline": "Improve Trino connection authentication (#495)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2024-12-10T10:37:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "050e55b6d426840762a61912ae1cd4376f42cc3d",
          "body": null,
          "is_bot": false,
          "headline": "Bump Trino and remove support for Python 3.9 (#494)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2024-12-09T16:18:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a770a88fa32e55f83f037d9c398748d544747c1b",
          "body": null,
          "is_bot": false,
          "headline": "Support for list of dicts in astra client (#489)",
          "author_name": "henrikfoss",
          "author_login": "henrikfoss",
          "committed_at": "2024-10-23T12:48:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a1e3a370781523545302e559d16f2ddd6bed4c0",
          "body": null,
          "is_bot": false,
          "headline": "updating mlflow client to 2.17.0 (#488)",
          "author_name": "Lucas Leite",
          "author_login": null,
          "committed_at": "2024-10-18T06:54:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31299d3ab4a65e8c4d46cbeb57ce5682411b7a1f",
          "body": null,
          "is_bot": false,
          "headline": "Relax cryptography to >=36 (#487)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2024-10-14T16:07:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c97283a7eddf08528ac1bf678e9551a9eeff50c",
          "body": null,
          "is_bot": false,
          "headline": "Allow Python 3.12 (#486)",
          "author_name": "George Zubrienko",
          "author_login": "george-zubrienko",
          "committed_at": "2024-10-14T15:58:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b6b2344c1e1e768512e47bf9293be8ab8e6095e",
          "body": null,
          "is_bot": false,
          "headline": "Introduce Polars LazyFrame serialization formats (#483)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2024-10-07T19:41:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e6110cdd785b30f4b82ae0b6809a84e8fafd749",
          "body": null,
          "is_bot": false,
          "headline": "Fix missing to_dict method (#479)",
          "author_name": "Jeppe Johan Waarkjær Olsen",
          "author_login": "jeppe742",
          "committed_at": "2024-09-24T12:49:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9e1f7bb7df2e8bc9d5977346a96edf52a42de95e",
          "body": null,
          "is_bot": false,
          "headline": "Allow primary key filtering in Astra vector search (#477)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2024-09-05T08:18:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e47df7601178e61336e0bdb31a638a3f30d2a51",
          "body": null,
          "is_bot": false,
          "headline": "Introduce support for reading single files in LocalStorageClient (#476)",
          "author_name": "Lucas Leite",
          "author_login": null,
          "committed_at": "2024-08-28T15:59:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "250b57c376c31b0e8cfe86edcd3025611facde33",
          "body": null,
          "is_bot": false,
          "headline": "Add PanderaPolars to Cassandra data model mapper (#472)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2024-08-26T10:53:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5f5d6facfd287eea702aee8c00651e9b2521856",
          "body": null,
          "is_bot": false,
          "headline": "Fix bug in validation of Astra credentials (#473)",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2024-08-23T11:26:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "855a7ab0cd9f6dcc2109802369c26fe026ed991c",
          "body": null,
          "is_bot": false,
          "headline": "Remove kwargs arg on AwsClient constructor (#471)",
          "author_name": "Jakob Roar Bentzon",
          "author_login": "jrbentzon",
          "committed_at": "2024-08-22T11:35:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6eba85e530343cf97d480dafd8a8f4a9cb8789ea",
          "body": "…(#469)",
          "is_bot": false,
          "headline": "Implement Cassandra Model Mappers for Diverse Data Model Integration …",
          "author_name": "JanusAsmussen",
          "author_login": "JanusAsmussen",
          "committed_at": "2024-08-22T10:55:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb01aca11011126e044ba051c57abd77b13b1e60",
          "body": null,
          "is_bot": false,
          "headline": "Credentials logic for QES S3  (#468)",
          "author_name": "Jakob Roar Bentzon",
          "author_login": "jrbentzon",
          "committed_at": "2024-08-21T16:43:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 100,
      "commits_last_year": 53,
      "latest_release_at": "2026-07-30T13:34:49Z",
      "latest_release_tag": "v4.0.6",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 29,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 11.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 50,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "adapta",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/adapta/",
          "is_deprecated": false,
          "latest_version": "4.0.6",
          "repository_url": "https://github.com/SneaksAndData/adapta",
          "versions_count": 241,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2023-03-10T13:41:24.817885Z",
          "latest_published_at": "2026-07-30T13:36:06.980318Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 2,
      "stars": 11,
      "watchers": 1,
      "fork_history": {
        "days": [
          {
            "date": "2024-06-30",
            "count": 1
          },
          {
            "date": "2026-06-26",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 2,
        "total_forks": 2
      },
      "star_history": null,
      "open_issues_and_prs": 38
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 28342,
      "source_files_sampled": 196,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "black",
            "direct": false,
            "version": "23.12.1",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.8,
            "advisory_ids": [
              "GHSA-3936-cmfr-pm3m",
              "GHSA-fj7x-q9j7-g6q6",
              "PYSEC-2024-48",
              "PYSEC-2026-2120",
              "PYSEC-2026-2121"
            ],
            "fixed_version": "26.3.1",
            "advisory_count": 5,
            "oldest_advisory_days": 863
          },
          {
            "name": "pyopenssl",
            "direct": false,
            "version": "22.0.0",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.8,
            "advisory_ids": [
              "GHSA-5pwr-322w-8jr4",
              "GHSA-vp96-hxj8-p424",
              "PYSEC-2026-2268",
              "PYSEC-2026-2269"
            ],
            "fixed_version": "26.0.0",
            "advisory_count": 4,
            "oldest_advisory_days": 135
          },
          {
            "name": "cryptography",
            "direct": true,
            "version": "36.0.2",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-3ww4-gg4f-jr7f",
              "GHSA-537c-gmf6-5ccf",
              "GHSA-5cpq-8wj7-hf2v",
              "GHSA-9v9h-cgj8-h64p",
              "GHSA-jfhm-5ghh-2f97",
              "GHSA-jm77-qphf-c4w8",
              "GHSA-m959-cc7f-wv43",
              "GHSA-r6ph-v2qm-q3c2",
              "GHSA-v8gr-m533-ghj9",
              "GHSA-w7pp-m8wf-vj6r"
            ],
            "fixed_version": "300.0.12",
            "advisory_count": 18,
            "oldest_advisory_days": 1268
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "8.4.2",
            "severity": "moderate",
            "ecosystem": "pypi",
            "cvss_score": 6.8,
            "advisory_ids": [
              "GHSA-6w46-j5rx-g56g",
              "PYSEC-2026-1845"
            ],
            "fixed_version": "9.0.3",
            "advisory_count": 2,
            "oldest_advisory_days": 189
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "high": 1,
          "critical": 2,
          "moderate": 1
        },
        "advisory_count": 29,
        "affected_count": 4,
        "assessed_count": 150,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 1
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.26"
        },
        {
          "name": "backoff",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.2"
        },
        {
          "name": "cryptography",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=36"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0,<3.0"
        },
        {
          "name": "pyarrow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=7.0"
        },
        {
          "name": "dataclasses-json",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~0.6"
        },
        {
          "name": "limits",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^5.8"
        },
        {
          "name": "polars",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.18"
        },
        {
          "name": "pandera",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.20.3 <1.0"
        },
        {
          "name": "xlsxwriter",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.0"
        },
        {
          "name": "fastexcel",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.14.0"
        },
        {
          "name": "openpyxl",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.0"
        },
        {
          "name": "cassandra-driver",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~3.30.0"
        },
        {
          "name": "deltalake",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.18.1"
        },
        {
          "name": "pyiceberg",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.11.1"
        },
        {
          "name": "s3fs",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2025.10.0"
        },
        {
          "name": "azure-identity",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.7"
        },
        {
          "name": "azure-storage-blob",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=12.17.0,<=13"
        },
        {
          "name": "azure-mgmt-storage",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~19.1.0"
        },
        {
          "name": "azure-keyvault-secrets",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^4.3"
        },
        {
          "name": "azure-servicebus",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~7.6"
        },
        {
          "name": "adlfs",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~2025"
        },
        {
          "name": "boto3",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.28.0"
        },
        {
          "name": "botocore",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.31"
        },
        {
          "name": "datadog",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~0.49.1"
        },
        {
          "name": "datadog-api-client",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~2.18.0"
        },
        {
          "name": "SQLAlchemy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~2.0"
        },
        {
          "name": "pyodbc",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~4.0"
        },
        {
          "name": "mlflow-skinny",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~2.17.0"
        },
        {
          "name": "redis",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~4.4.0"
        },
        {
          "name": "hvac",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~0.11.2"
        },
        {
          "name": "fsspec",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2025"
        },
        {
          "name": "trino",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.337"
        },
        {
          "name": "snowflake-connector-python",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.4.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "adlfs",
            "direct": true,
            "version": "2025.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-identity",
            "direct": true,
            "version": "1.25.3",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-keyvault-secrets",
            "direct": true,
            "version": "4.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-mgmt-storage",
            "direct": true,
            "version": "19.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-servicebus",
            "direct": true,
            "version": "7.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-storage-blob",
            "direct": true,
            "version": "12.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backoff",
            "direct": true,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": true,
            "version": "1.41.5",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore",
            "direct": true,
            "version": "1.41.5",
            "ecosystem": "pypi"
          },
          {
            "name": "cassandra-driver",
            "direct": true,
            "version": "3.30.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": true,
            "version": "36.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "dataclasses-json",
            "direct": true,
            "version": "0.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "datadog",
            "direct": true,
            "version": "0.49.1",
            "ecosystem": "pypi"
          },
          {
            "name": "datadog-api-client",
            "direct": true,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "deltalake",
            "direct": true,
            "version": "0.18.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastexcel",
            "direct": true,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": true,
            "version": "2025.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hvac",
            "direct": true,
            "version": "0.11.2",
            "ecosystem": "pypi"
          },
          {
            "name": "limits",
            "direct": true,
            "version": "5.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mlflow-skinny",
            "direct": true,
            "version": "2.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": true,
            "version": "3.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandera",
            "direct": true,
            "version": "0.32.1",
            "ecosystem": "pypi"
          },
          {
            "name": "polars",
            "direct": true,
            "version": "1.43.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "25.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyiceberg",
            "direct": true,
            "version": "0.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyodbc",
            "direct": true,
            "version": "4.0.39",
            "ecosystem": "pypi"
          },
          {
            "name": "redis",
            "direct": true,
            "version": "4.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "s3fs",
            "direct": true,
            "version": "2025.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "snowflake-connector-python",
            "direct": true,
            "version": "3.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": true,
            "version": "2.0.51",
            "ecosystem": "pypi"
          },
          {
            "name": "trino",
            "direct": true,
            "version": "0.337.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xlsxwriter",
            "direct": true,
            "version": "3.2.9",
            "ecosystem": "pypi"
          },
          {
            "name": "aiobotocore",
            "direct": false,
            "version": "2.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "aioitertools",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asn1crypto",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "astroid",
            "direct": false,
            "version": "4.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-common",
            "direct": false,
            "version": "1.1.28",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-core",
            "direct": false,
            "version": "1.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-datalake-store",
            "direct": false,
            "version": "0.0.53",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-mgmt-core",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": "23.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "bottleneck",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "5.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.7.22",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.15.2",
            "ecosystem": "pypi"
          },
          {
            "name": "databricks-sdk",
            "direct": false,
            "version": "0.122.0",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecated",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "et-xmlfile",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.32.2",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "geomet",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.57",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.47.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "hiredis",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "isodate",
            "direct": false,
            "version": "0.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "isort",
            "direct": false,
            "version": "8.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lz4",
            "direct": false,
            "version": "4.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": "3.26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mccabe",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mmh3",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "msal",
            "direct": false,
            "version": "1.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msal-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "msrest",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.66.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numexpr",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.65b0",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "polars-runtime-32",
            "direct": false,
            "version": "1.43.1",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "5.29.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow-hotfix",
            "direct": false,
            "version": "0.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow-stubs",
            "direct": false,
            "version": "20.0.0.20260625",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pylint",
            "direct": false,
            "version": "4.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pyopenssl",
            "direct": false,
            "version": "22.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyroaring",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "6.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.3.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyupgrade",
            "direct": false,
            "version": "3.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "14.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rsa",
            "direct": false,
            "version": "4.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "s3transfer",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sortedcontainers",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlparse",
            "direct": false,
            "version": "0.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "strictyaml",
            "direct": false,
            "version": "1.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenize-rt",
            "direct": false,
            "version": "6.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typeguard",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspect",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tzlocal",
            "direct": false,
            "version": "5.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "uamqp",
            "direct": false,
            "version": "1.6.11",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.5",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 150,
        "direct_count": 34,
        "indirect_count": 116
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 14,
        "merged_prs": 371,
        "open_issues": 24,
        "closed_ratio": 0.849,
        "closed_issues": 135,
        "closed_unmerged_prs": 58
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "george-zubrienko",
          "commits": 184,
          "avatar_url": "https://avatars.githubusercontent.com/u/14901777?v=4"
        },
        {
          "type": "User",
          "login": "matt035343",
          "commits": 33,
          "avatar_url": "https://avatars.githubusercontent.com/u/3768287?v=4"
        },
        {
          "type": "User",
          "login": "JanusAsmussen",
          "commits": 29,
          "avatar_url": "https://avatars.githubusercontent.com/u/46710143?v=4"
        },
        {
          "type": "User",
          "login": "s-vitaliy",
          "commits": 29,
          "avatar_url": "https://avatars.githubusercontent.com/u/5614941?v=4"
        },
        {
          "type": "User",
          "login": "henrikfoss",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/64534376?v=4"
        },
        {
          "type": "User",
          "login": "marcusforby",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/106426383?v=4"
        },
        {
          "type": "User",
          "login": "jeppe742",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/12828495?v=4"
        },
        {
          "type": "User",
          "login": "yu-tracy",
          "commits": 9,
          "avatar_url": "https://avatars.githubusercontent.com/u/100492995?v=4"
        },
        {
          "type": "User",
          "login": "adelinag08",
          "commits": 7,
          "avatar_url": "https://avatars.githubusercontent.com/u/33446703?v=4"
        },
        {
          "type": "User",
          "login": "Jupetus",
          "commits": 7,
          "avatar_url": "https://avatars.githubusercontent.com/u/27233672?v=4"
        }
      ],
      "contributors_sampled": 21,
      "top_contributor_share": 0.514
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "black.yaml",
        "build.yaml",
        "dev-release.yaml",
        "publish.yaml",
        "release.yaml"
      ],
      "has_docs_dir": false,
      "linter_configs": [
        ".pylintrc"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 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",
            "score": 10,
            "reason": "all changesets reviewed",
            "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": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "13 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": 0,
            "reason": "17 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "86a8ff369917007ee1b1c45b31cdd29872aad8af",
        "ran_at": "2026-07-30T13:42:32Z",
        "aggregate_score": 5.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-30T13:36:11Z",
      "oldest_open_prs": [
        {
          "number": 297,
          "created_at": "2023-07-25T22:43:58Z",
          "last_comment_at": "2023-07-25T22:45:13Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 319,
          "created_at": "2023-09-04T19:50:00Z",
          "last_comment_at": "2023-09-04T19:51:20Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 326,
          "created_at": "2023-09-11T19:20:02Z",
          "last_comment_at": "2023-09-11T19:21:17Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 333,
          "created_at": "2023-09-21T18:52:07Z",
          "last_comment_at": "2023-09-21T18:53:24Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 346,
          "created_at": "2023-10-17T21:18:46Z",
          "last_comment_at": "2023-10-17T21:20:08Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 378,
          "created_at": "2023-12-14T15:00:45Z",
          "last_comment_at": "2023-12-14T15:02:15Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 480,
          "created_at": "2024-09-26T11:00:21Z",
          "last_comment_at": "2024-09-26T11:02:13Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 481,
          "created_at": "2024-09-26T14:56:51Z",
          "last_comment_at": "2024-09-26T14:58:40Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 482,
          "created_at": "2024-09-26T15:15:12Z",
          "last_comment_at": "2024-12-20T12:48:09Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 485,
          "created_at": "2024-10-08T07:05:02Z",
          "last_comment_at": "2024-10-08T09:53:48Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 518,
          "created_at": "2025-04-07T06:48:13Z",
          "last_comment_at": "2025-04-07T06:50:00Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 569,
          "created_at": "2026-02-20T11:33:53Z",
          "last_comment_at": "2026-02-20T14:38:51Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 584,
          "created_at": "2026-04-08T06:48:51Z",
          "last_comment_at": "2026-04-08T06:50:51Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 585,
          "created_at": "2026-04-14T15:05:33Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-30T13:34:15Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 49,
          "created_at": "2022-04-26T11:26:00Z",
          "last_comment_at": "2023-04-17T21:39:21Z",
          "last_comment_author": "george-zubrienko"
        },
        {
          "number": 202,
          "created_at": "2022-12-08T08:46:28Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 342,
          "created_at": "2023-10-06T11:35:47Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 393,
          "created_at": "2024-02-26T09:23:09Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 394,
          "created_at": "2024-02-26T09:25:13Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 395,
          "created_at": "2024-02-26T09:27:38Z",
          "last_comment_at": "2024-02-27T18:27:13Z",
          "last_comment_author": "george-zubrienko"
        },
        {
          "number": 398,
          "created_at": "2024-03-07T16:54:46Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 402,
          "created_at": "2024-03-18T14:26:09Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 403,
          "created_at": "2024-03-18T14:26:51Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 413,
          "created_at": "2024-05-07T09:53:46Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 415,
          "created_at": "2024-05-10T07:16:45Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 416,
          "created_at": "2024-05-10T14:02:10Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 417,
          "created_at": "2024-05-14T10:00:36Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 425,
          "created_at": "2024-05-27T08:56:13Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 433,
          "created_at": "2024-05-30T12:10:18Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 439,
          "created_at": "2024-06-17T07:30:59Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 455,
          "created_at": "2024-07-19T09:34:56Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 456,
          "created_at": "2024-07-22T07:03:18Z",
          "last_comment_at": "2026-01-15T09:55:30Z",
          "last_comment_author": "f-thiele"
        },
        {
          "number": 490,
          "created_at": "2024-12-06T10:54:35Z",
          "last_comment_at": "2024-12-06T11:04:58Z",
          "last_comment_author": "s-vitaliy"
        },
        {
          "number": 504,
          "created_at": "2025-01-22T15:03:20Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/SneaksAndData/adapta",
    "host": "github.com",
    "name": "adapta",
    "owner": "SneaksAndData"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 66,
      "inputs": {
        "security": 57,
        "vitality": 89,
        "community": 35,
        "governance": 69,
        "engineering": 70
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 89,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "commits_last_year": 53,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 29
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "29/52 weeks with commits",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 29
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "53 commits in the last year",
                "points": 15.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 53
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v4.0.6",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 11.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~11.6 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 11.6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 3,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 3 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 3
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 35,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 16,
            "inputs": {
              "forks": 2,
              "stars": 11,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "11 stars",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 39,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 21,
              "top_contributor_share": 0.514
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 51% of commits",
                "points": 10.9,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 51
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "21 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "merged_prs": 371,
              "open_issues": 24,
              "closed_issues": 135,
              "issue_closed_ratio": 0.849,
              "closed_unmerged_prs": 58
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "85% of issues closed",
                "points": 39.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 85
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "371/429 decided PRs merged",
                "points": 33.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 371,
                      "decided": 429
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "followers": 20,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "SneaksAndData",
              "public_repos": 57,
              "account_age_days": 1652
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "20 followers of SneaksAndData",
                "points": 9.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 20,
                      "login": "SneaksAndData"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "57 public repos, account ~4 yr old",
                "points": 21.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 57
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "adapta"
              ],
              "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": "241 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 241
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "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": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": ".pylintrc",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".pylintrc"
                    }
                  }
                ],
                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 57,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 5.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "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 detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "13 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": "17 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 150 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 150
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "source": "osv",
              "advisories": 29,
              "affected_packages": 4,
              "assessed_packages": 150,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 1, moderate 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: cryptography 36.0.2 (high 7.5)",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "cryptography 36.0.2 (high 7.5)"
                    }
                  }
                ],
                "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": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 1268 days ago",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 1268
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "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": 150,
              "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": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 7
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 47,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.89,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "89 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 89,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.01,
              "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": ".pylintrc",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".pylintrc"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "1 of the last 100 commits agent-authored or agent-credited",
                "points": 2,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 28342,
              "source_files_sampled": 196,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/196 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 196,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.14.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:adapta@4.0.6; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T13:42:58.558514Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SneaksAndData/adapta.svg",
  "full_name": "SneaksAndData/adapta",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.14.0, схема v0.27.0 — повна методологія · вікі метрик.

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