Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-29 04:13 UTC

mdefrance / AutoCarver

Automatic optimal discretization pipeline

PythonMIT★ 11 зірок⑂ 0 форківз січ. 2023 р.Переглянути на GitHub ↗

mdefrance/AutoCarver має індекс здоров’я 65 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (96/100), найнижчий — Community & Adoption (32/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

65
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.

65
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

Mario DefranceОсобистий обліковий запис
10 підписників4 публічні репозиторіїз лист. 2020 р.Coface

Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.

Пакетні екосистеми

Метрики за категоріями

Життєздатність

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

81Добрий · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
6.2/36Ритм комітів — 9/52 тижнів із комітами
16.4/18Обсяг комітів — 66 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year66
human_commit_share1
days_since_last_push0
active_weeks_last_year9
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 83 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~3,4 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count83
latest_release_tag7.6.0
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases3,4
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?

32У зоні ризику · 18% загального індексу
Як обчислюється оцінка
16.2/60Зірки — 11 зірок
0/25Форки — 0 форків
0/15Спостерігачі — 2 спостерігачів
Використані вхідні дані
forks0
stars11
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

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

55Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
1.4/13.5Широта контриб’юторів — 1 контриб’юторів
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Використані вхідні дані
bus_factor1
contributors_sampled1
top_contributor_share1
Як обчислюється оцінка
46.8/46.8Вирішення issue — закрито 100% issue
36.5/38.3Прийняття PR — злито 125/131 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs125
open_issues0
closed_issues12
issue_closed_ratio1
closed_unmerged_prs6

Власність та опіка

42У зоні ризику
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
7.5/25Охоплення власника — 10 підписників у mdefrance
16.5/25Послужний список — 4 публічних репозиторіїв, вік облікового запису ~5 р.
Використані вхідні дані
followers10
owner_typeUser
is_verified
owner_loginmdefrance
public_repos4
account_age_days2 081
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

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 — 132 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesAutoCarver
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

96Відмінний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 2 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-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_configтак

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://autocarver.readthedocs.io
10/10Опис репозиторію
10/10Теми — 15 тем
10/10Wiki
Використані вхідні дані
topicsbinning, categorical-encoding, cramer, credit-risk, discretization, feature-engineering, fraud-detection, information-value, risk-modeling, scorecard, scorecards, woe, bucketization, tschuprow, kurskal-wallis
has_wikiтак
homepagehttps://autocarver.readthedocs.io
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

58Помірний · 16% загального індексу

Стан безпеки

47У зоні ризику
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
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,7
Виключено з оцінювання (немає даних або не застосовно): branch_protection, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories2
affected_packages1
assessed_packages195
unassessed_packages0
affected_by_severitymoderate 1
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 195 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.

48У зоні ризику · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
31.5/40Читабельна історія комітів — намір зазначено у 59 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,59
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — docs/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
10/10Відтворюване середовище — lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileні
typed_languageні
bootstrap_filesdocs/Makefile
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
54.7/55Керовані розміри файлів — 1/206 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes63 423
source_files_sampled206
oversized_source_files1
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples, notebooks
Використані вхідні дані
example_dirsexamples, notebooks
has_mcp_signalні
api_schema_files

Ключові факти

11зірок GitHub
1контриб'юторів
66комітів за останні 12 місяців
0днів від останнього пушу
83релізів
1бас-фактор
0відкритих 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:AutoCarver@7.6.0; advisories assessed against the repository dependency graph instead

Докладніше

OpenSSF Scorecard 4.7 / 10
4.7сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-29 04:13 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
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Прямі залежності 6
РеєстрПакетОбмеження версіїМаніфест
PyPInumpy>=2.1,<2.5pyproject.toml
PyPIscipy>=1.15,<1.18pyproject.toml
PyPIpandas>=2.3,<3.1,!=3.0.4pyproject.toml
PyPIscikit-learn>=1.6,<1.9pyproject.toml
PyPIstatsmodels>=0.14.1,<1pyproject.toml
PyPItqdm>=4.66,<5pyproject.toml
Усі залежності 195

Повний розв'язаний набір залежностей із графа залежностей GitHub: 6 прямих і 189 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPInumpy2.4.6пряма
PyPIpandas3.0.3пряма
PyPIscikit-learn1.8.0пряма
PyPIscipy1.17.1пряма
PyPIstatsmodels0.14.6пряма
PyPItqdm4.68.4пряма
PyPIabsl-py2.5.0непряма
PyPIaiofile3.11.1непряма
PyPIalabaster0.7.16непряма
PyPIannotated-types0.7.0непряма
PyPIanyio4.14.1непряма
PyPIappnope0.1.4непряма
PyPIasttokens3.0.1непряма
PyPIattrs26.1.0непряма
PyPIauthlib1.7.2непряма
PyPIautocarver7.6.0непряма
PyPIbabel2.18.0непряма
PyPIbackports-tarfile1.2.0непряма
PyPIbeartype0.22.9непряма
PyPIbeautifulsoup44.15.0непряма
PyPIbleach6.4.0непряма
PyPIcachetools7.1.4непряма
PyPIcaio0.9.25непряма
PyPIcertifi2026.6.17непряма
PyPIcffi2.1.0непряма
PyPIcharset-normalizer3.4.9непряма
PyPIclarabel0.11.1непряма
PyPIclick8.4.2непряма
PyPIcolorama0.4.6непряма
PyPIcomm0.2.3непряма
PyPIcontourpy1.3.3непряма
PyPIcoverage7.15.0непряма
PyPIcryptography49.0.0непряма
PyPIcvxpy1.9.2непряма
PyPIcycler0.12.1непряма
PyPIcyclopts4.21.0непряма
PyPIdebugpy1.8.21непряма
PyPIdecorator5.3.1непряма
PyPIdefusedxml0.7.1непряма
PyPIdnspython2.8.0непряма
PyPIdocstring-parser0.18.0непряма
PyPIdocutils0.20.1непряма
PyPIemail-validator2.3.0непряма
PyPIexceptiongroup1.3.1непряма
PyPIexecnet2.1.2непряма
PyPIexecuting2.2.1непряма
PyPIfastjsonschema2.21.2непряма
PyPIfastmcp3.4.4непряма
PyPIfastmcp-slim3.4.4непряма
PyPIfonttools4.63.0непряма
PyPIgriffelib2.1.0непряма
PyPIh110.16.0непряма
PyPIhighspy1.15.1непряма
PyPIhttpcore1.0.9непряма
PyPIhttpx0.28.1непряма
PyPIhttpx-sse0.4.3непряма
PyPIhypothesis6.156.6непряма
PyPIicecream2.2.0непряма
PyPIidna3.18непряма
PyPIimagesize2.0.0непряма
PyPIimmutabledict4.3.1непряма
PyPIimportlib-metadata9.0.0непряма
PyPIiniconfig2.3.0непряма
PyPIipykernel6.31.0непряма
PyPIipython9.10.1непряма
PyPIipython-pygments-lexers1.1.1непряма
PyPIipywidgets8.1.8непряма
PyPIjaraco-classes3.4.0непряма
PyPIjaraco-context6.1.2непряма
PyPIjaraco-functools4.5.0непряма
PyPIjedi0.20.0непряма
PyPIjeepney0.9.0непряма
PyPIjinja23.1.6непряма
PyPIjoblib1.5.3непряма
PyPIjoserfc1.7.3непряма
PyPIjsonref1.1.0непряма
PyPIjsonschema4.26.0непряма
PyPIjsonschema-path0.5.0непряма
PyPIjsonschema-specifications2025.9.1непряма
PyPIjupyter-client8.9.1непряма
PyPIjupyter-core5.9.1непряма
PyPIjupyterlab-pygments0.3.0непряма
PyPIjupyterlab-widgets3.0.16непряма
PyPIjupytext1.19.4непряма
PyPIkaggle2.2.3непряма
PyPIkagglesdk0.1.34непряма
PyPIkeyring25.7.0непряма
PyPIkiwisolver1.5.0непряма
PyPImarkdown-it-py4.2.0непряма
PyPImarkupsafe3.0.3непряма
PyPImatplotlib3.10.9непряма
PyPImatplotlib-inline0.2.2непряма
PyPImcp1.28.1непряма
PyPImdit-py-plugins0.6.1непряма
PyPImdurl0.1.2непряма
PyPImistune3.3.3непряма
PyPImore-itertools11.1.0непряма
PyPInbclient0.11.0непряма
PyPInbconvert7.17.1непряма
PyPInbformat5.10.4непряма
PyPInbsphinx0.9.6непряма
PyPInest-asyncio1.6.0непряма
PyPInvidia-nccl-cu122.30.7непряма
PyPIopenapi-pydantic0.5.1непряма
PyPIopentelemetry-api1.43.0непряма
PyPIoptbinning0.21.0непряма
PyPIortools9.10.4067непряма
PyPIosqp1.1.3непряма
PyPIpackaging26.2непряма
PyPIpandocfilters1.5.1непряма
PyPIparso0.8.7непряма
PyPIpathable0.6.0непряма
PyPIpatsy1.0.2непряма
PyPIpexpect4.9.0непряма
PyPIpillow12.3.0непряма
PyPIplatformdirs4.10.0непряма
PyPIpluggy1.6.0непряма
PyPIprompt-toolkit3.0.52непряма
PyPIprotobuf7.35.1непряма
PyPIpsutil7.2.2непряма
PyPIptyprocess0.7.0непряма
PyPIpure-eval0.2.3непряма
PyPIpy-key-value-aio0.4.5непряма
PyPIpyarrow25.0.0непряма
PyPIpycparser3.0непряма
PyPIpydantic2.13.4непряма
PyPIpydantic-core2.46.4непряма
PyPIpydantic-settings2.14.2непряма
PyPIpygments2.20.0непряма
PyPIpyjwt2.13.0непряма
PyPIpypandoc1.17непряма
PyPIpyparsing3.3.2непряма
PyPIpyperclip1.11.0непряма
PyPIpytest7.4.4непряма
PyPIpytest-cov4.1.0непряма
PyPIpytest-xdist3.8.0непряма
PyPIpython-dateutil2.9.0.post0непряма
PyPIpython-dotenv1.2.2непряма
PyPIpython-multipart0.0.32непряма
PyPIpython-slugify8.0.4непряма
PyPIpywin32312непряма
PyPIpywin32-ctypes0.2.3непряма
PyPIpyyaml6.0.3непряма
PyPIpyzmq27.1.0непряма
PyPIqdldl0.1.9.post1непряма
PyPIreferencing0.37.0непряма
PyPIrequests2.34.2непряма
PyPIrich15.0.0непряма
PyPIrich-rst2.1.0непряма
PyPIropwr1.2.0непряма
PyPIrpds-py2026.6.3непряма
PyPIruff0.15.21непряма
PyPIscs3.2.11непряма
PyPIsecretstorage3.5.0непряма
PyPIsetuptools83.0.0непряма
PyPIsix1.17.0непряма
PyPIsnowballstemmer3.1.1непряма
PyPIsortedcontainers2.4.0непряма
PyPIsoupsieve2.8.4непряма
PyPIsparsediffpy0.3.0непряма
PyPIsphinx7.4.7непряма
PyPIsphinx-design0.6.1непряма
PyPIsphinx-rtd-theme2.0.0непряма
PyPIsphinxcontrib-applehelp2.0.0непряма
PyPIsphinxcontrib-devhelp2.0.0непряма
PyPIsphinxcontrib-htmlhelp2.1.0непряма
PyPIsphinxcontrib-jquery4.1непряма
PyPIsphinxcontrib-jsmath1.0.1непряма
PyPIsphinxcontrib-qthelp2.0.0непряма
PyPIsphinxcontrib-serializinghtml2.0.0непряма
PyPIsse-starlette3.4.5непряма
PyPIstack-data0.6.3непряма
PyPIstarlette1.3.1непряма
PyPItext-unidecode1.3непряма
PyPIthreadpoolctl3.6.0непряма
PyPItinycss21.5.1непряма
PyPItoml0.10.2непряма
PyPItomli2.4.1непряма
PyPItornado6.5.7непряма
PyPItraitlets5.15.1непряма
PyPIty0.0.58непряма
PyPItyping-extensions4.16.0непряма
PyPItyping-inspection0.4.2непряма
PyPItzdata2026.3непряма
PyPIuncalled-for0.3.2непряма
PyPIurllib32.7.0непряма
PyPIuvicorn0.51.0непряма
PyPIwatchfiles1.2.0непряма
PyPIwcwidth0.8.2непряма
PyPIwebencodings0.5.1непряма
PyPIwebsockets16.1непряма
PyPIwidgetsnbextension4.0.15непряма
PyPIxgboost3.2.0непряма
PyPIxgboost3.3.0непряма
PyPIzipp4.1.0непряма
Сповіщення про залежності 1

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 195 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 1 мають відомі сповіщення, з них 0 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
pytest7.4.4непрямапомірна29.0.3

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": [
        "binning",
        "categorical-encoding",
        "cramer",
        "credit-risk",
        "discretization",
        "feature-engineering",
        "fraud-detection",
        "information-value",
        "risk-modeling",
        "scorecard",
        "scorecards",
        "woe",
        "bucketization",
        "tschuprow",
        "kurskal-wallis"
      ],
      "is_fork": false,
      "size_kb": 27431,
      "has_wiki": true,
      "homepage": "https://autocarver.readthedocs.io",
      "languages": {
        "Python": 1543310
      },
      "pushed_at": "2026-07-29T04:11:28Z",
      "created_at": "2023-01-05T13:10:31Z",
      "owner_type": "User",
      "updated_at": "2026-07-29T04:11:41Z",
      "description": "Automatic optimal discretization pipeline",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Mario Defrance",
      "type": "User",
      "login": "mdefrance",
      "company": "Coface",
      "location": "Paris, France",
      "followers": 10,
      "avatar_url": "https://avatars.githubusercontent.com/u/74489838?v=4",
      "created_at": "2020-11-15T09:56:14Z",
      "is_verified": null,
      "public_repos": 4,
      "account_age_days": 2081
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "7.6.0",
          "kind": "minor",
          "published_at": "2026-07-29T04:11:28Z"
        },
        {
          "tag": "7.5.5",
          "kind": "patch",
          "published_at": "2026-07-13T05:53:19Z"
        },
        {
          "tag": "7.5.4",
          "kind": "patch",
          "published_at": "2026-07-13T05:44:26Z"
        },
        {
          "tag": "7.5.3",
          "kind": "patch",
          "published_at": "2026-07-12T17:43:40Z"
        },
        {
          "tag": "7.5.2",
          "kind": "patch",
          "published_at": "2026-07-11T07:08:59Z"
        },
        {
          "tag": "7.5.1",
          "kind": "patch",
          "published_at": "2026-07-09T06:47:18Z"
        },
        {
          "tag": "7.5.0",
          "kind": "minor",
          "published_at": "2026-07-08T07:59:33Z"
        },
        {
          "tag": "7.4.0",
          "kind": "minor",
          "published_at": "2026-06-30T05:34:12Z"
        },
        {
          "tag": "7.3.9",
          "kind": "patch",
          "published_at": "2026-06-29T18:49:45Z"
        },
        {
          "tag": "7.3.8",
          "kind": "patch",
          "published_at": "2026-06-28T21:06:57Z"
        },
        {
          "tag": "7.3.7",
          "kind": "patch",
          "published_at": "2026-06-28T16:48:17Z"
        },
        {
          "tag": "7.3.6",
          "kind": "patch",
          "published_at": "2026-06-27T13:19:57Z"
        },
        {
          "tag": "7.3.5",
          "kind": "patch",
          "published_at": "2026-06-27T11:56:12Z"
        },
        {
          "tag": "7.3.4",
          "kind": "patch",
          "published_at": "2026-06-20T15:54:43Z"
        },
        {
          "tag": "7.3.3",
          "kind": "patch",
          "published_at": "2026-06-20T07:35:52Z"
        },
        {
          "tag": "7.3.2",
          "kind": "patch",
          "published_at": "2026-06-16T16:57:23Z"
        },
        {
          "tag": "7.3.1",
          "kind": "patch",
          "published_at": "2026-06-16T11:22:32Z"
        },
        {
          "tag": "7.3.0",
          "kind": "minor",
          "published_at": "2026-06-14T21:24:24Z"
        },
        {
          "tag": "7.2.9",
          "kind": "patch",
          "published_at": "2026-06-13T13:19:29Z"
        },
        {
          "tag": "7.2.8",
          "kind": "patch",
          "published_at": "2026-06-12T16:55:04Z"
        },
        {
          "tag": "7.2.7",
          "kind": "patch",
          "published_at": "2026-06-10T07:08:16Z"
        },
        {
          "tag": "7.2.6",
          "kind": "patch",
          "published_at": "2026-05-26T18:37:47Z"
        },
        {
          "tag": "7.2.5",
          "kind": "patch",
          "published_at": "2026-05-25T08:36:00Z"
        },
        {
          "tag": "7.2.2",
          "kind": "patch",
          "published_at": "2026-05-22T15:53:31Z"
        },
        {
          "tag": "7.2.1",
          "kind": "patch",
          "published_at": "2026-05-21T21:28:37Z"
        },
        {
          "tag": "7.2.0",
          "kind": "minor",
          "published_at": "2026-05-21T19:04:23Z"
        },
        {
          "tag": "7.1.11",
          "kind": "patch",
          "published_at": "2026-05-19T06:39:02Z"
        },
        {
          "tag": "7.1.10",
          "kind": "patch",
          "published_at": "2026-05-18T20:27:25Z"
        },
        {
          "tag": "7.1.9",
          "kind": "patch",
          "published_at": "2026-05-17T21:40:06Z"
        },
        {
          "tag": "7.1.8",
          "kind": "patch",
          "published_at": "2026-05-17T13:52:51Z"
        },
        {
          "tag": "7.1.7",
          "kind": "patch",
          "published_at": "2026-05-17T10:34:42Z"
        },
        {
          "tag": "7.1.6",
          "kind": "patch",
          "published_at": "2026-05-16T08:33:51Z"
        },
        {
          "tag": "7.1.5",
          "kind": "patch",
          "published_at": "2026-05-15T13:13:25Z"
        },
        {
          "tag": "7.1.4",
          "kind": "patch",
          "published_at": "2026-05-14T16:27:43Z"
        },
        {
          "tag": "7.1.3",
          "kind": "patch",
          "published_at": "2026-05-14T13:04:29Z"
        },
        {
          "tag": "7.1.2",
          "kind": "patch",
          "published_at": "2026-05-14T12:30:39Z"
        },
        {
          "tag": "7.1.1",
          "kind": "patch",
          "published_at": "2026-05-14T09:59:27Z"
        },
        {
          "tag": "7.1.0",
          "kind": "minor",
          "published_at": "2026-05-10T20:17:52Z"
        },
        {
          "tag": "7.0.14",
          "kind": "patch",
          "published_at": "2026-05-10T17:37:25Z"
        },
        {
          "tag": "7.0.13",
          "kind": "patch",
          "published_at": "2026-05-10T13:29:35Z"
        },
        {
          "tag": "7.0.12",
          "kind": "patch",
          "published_at": "2026-05-10T12:43:32Z"
        },
        {
          "tag": "7.0.11",
          "kind": "patch",
          "published_at": "2026-05-10T11:41:13Z"
        },
        {
          "tag": "7.0.10",
          "kind": "patch",
          "published_at": "2025-03-22T07:59:51Z"
        },
        {
          "tag": "7.0.9",
          "kind": "patch",
          "published_at": "2025-03-15T07:42:19Z"
        },
        {
          "tag": "7.0.8",
          "kind": "patch",
          "published_at": "2025-03-14T11:38:17Z"
        },
        {
          "tag": "7.0.7",
          "kind": "patch",
          "published_at": "2025-02-21T06:17:14Z"
        },
        {
          "tag": "7.0.6",
          "kind": "patch",
          "published_at": "2025-02-20T08:44:38Z"
        },
        {
          "tag": "7.0.5",
          "kind": "patch",
          "published_at": "2025-02-10T07:50:51Z"
        },
        {
          "tag": "7.0.4",
          "kind": "patch",
          "published_at": "2025-02-06T07:31:27Z"
        },
        {
          "tag": "7.0.3",
          "kind": "patch",
          "published_at": "2025-02-06T06:31:06Z"
        },
        {
          "tag": "7.0.2",
          "kind": "patch",
          "published_at": "2025-02-05T19:53:36Z"
        },
        {
          "tag": "7.0.1",
          "kind": "patch",
          "published_at": "2025-02-05T19:46:17Z"
        },
        {
          "tag": "7.0.0",
          "kind": "major",
          "published_at": "2025-02-05T19:07:37Z"
        },
        {
          "tag": "6.0.5",
          "kind": "patch",
          "published_at": "2024-01-19T19:58:25Z"
        },
        {
          "tag": "6.0.4",
          "kind": "patch",
          "published_at": "2024-01-16T08:35:33Z"
        },
        {
          "tag": "6.0.3",
          "kind": "patch",
          "published_at": "2024-01-09T09:26:35Z"
        },
        {
          "tag": "6.0.2",
          "kind": "patch",
          "published_at": "2023-12-22T08:33:50Z"
        },
        {
          "tag": "6.0.1",
          "kind": "patch",
          "published_at": "2023-12-22T05:53:10Z"
        },
        {
          "tag": "6.0.0",
          "kind": "major",
          "published_at": "2023-12-22T05:44:03Z"
        },
        {
          "tag": "5.4.9",
          "kind": "patch",
          "published_at": "2023-12-02T09:16:50Z"
        },
        {
          "tag": "5.4.8",
          "kind": "patch",
          "published_at": "2023-11-20T08:42:20Z"
        },
        {
          "tag": "5.4.7",
          "kind": "patch",
          "published_at": "2023-11-19T14:31:41Z"
        },
        {
          "tag": "5.4.6",
          "kind": "patch",
          "published_at": "2023-11-18T14:19:25Z"
        },
        {
          "tag": "5.4.5",
          "kind": "patch",
          "published_at": "2023-11-18T11:43:49Z"
        },
        {
          "tag": "5.4.4",
          "kind": "patch",
          "published_at": "2023-11-16T08:13:19Z"
        },
        {
          "tag": "5.4.3",
          "kind": "patch",
          "published_at": "2023-11-15T12:50:50Z"
        },
        {
          "tag": "5.4.2",
          "kind": "patch",
          "published_at": "2023-11-12T10:02:16Z"
        },
        {
          "tag": "5.4.1",
          "kind": "patch",
          "published_at": "2023-11-11T11:37:46Z"
        },
        {
          "tag": "5.4.0",
          "kind": "minor",
          "published_at": "2023-11-02T14:30:55Z"
        },
        {
          "tag": "5.3.4",
          "kind": "patch",
          "published_at": "2023-11-01T18:14:22Z"
        },
        {
          "tag": "5.3.3",
          "kind": "patch",
          "published_at": "2023-11-01T17:51:46Z"
        },
        {
          "tag": "5.3.2",
          "kind": "patch",
          "published_at": "2023-11-01T17:29:01Z"
        },
        {
          "tag": "5.3.1",
          "kind": "patch",
          "published_at": "2023-11-01T17:03:53Z"
        },
        {
          "tag": "5.3.0",
          "kind": "minor",
          "published_at": "2023-10-26T11:35:07Z"
        },
        {
          "tag": "5.2.2",
          "kind": "patch",
          "published_at": "2023-10-02T16:32:41Z"
        },
        {
          "tag": "5.2.1",
          "kind": "patch",
          "published_at": "2023-09-22T11:26:41Z"
        },
        {
          "tag": "5.2.0",
          "kind": "minor",
          "published_at": "2023-08-07T19:14:26Z"
        },
        {
          "tag": "5.1.9",
          "kind": "patch",
          "published_at": "2023-07-30T11:57:19Z"
        },
        {
          "tag": "5.1.8",
          "kind": "patch",
          "published_at": "2023-07-20T10:58:21Z"
        },
        {
          "tag": "5.1.7",
          "kind": "patch",
          "published_at": "2023-07-17T21:00:01Z"
        },
        {
          "tag": "5.1.6",
          "kind": "patch",
          "published_at": "2023-07-17T18:33:38Z"
        },
        {
          "tag": "5.1.5",
          "kind": "patch",
          "published_at": "2023-07-17T12:10:33Z"
        },
        {
          "tag": "5.1.4",
          "kind": "patch",
          "published_at": "2023-07-17T09:07:10Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "61daaf19d5a44be86dfb1486972b1c7cfad6edf6",
          "body": "* added example chart\n* fixed per-feature bin editing\n* twicks to features to add and subset dataframes on a list of\nBaseFeature\n* new default: dp_escalate=False for faster combinations",
          "is_bot": false,
          "headline": "bin update and dp_escalate set to False (#143)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-29T04:11:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1f4556c026276cd39eb99b77c7f1e7c6918cf93",
          "body": null,
          "is_bot": false,
          "headline": "fix mcp publish (#142)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-13T05:53:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8d87dab7e530187ddeffdb717bc8f7dbf0160ed",
          "body": "* added colab quick start notebook\n* published mcp server",
          "is_bot": false,
          "headline": "published mcp server (#141)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-13T05:44:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c732382e8c72d7fc4dc7b23d0981516842922cf",
          "body": null,
          "is_bot": false,
          "headline": "bump version (#140)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-12T17:43:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8301f903b855b8945caab3faa3912b044a56f79",
          "body": "* bailout of features with mostly nan values\n* bailout of features with non robust combinations on values\n* updated comparison for real datasets\n* added defaults for min_freq and max_n_mod\n* added progress bar per feature\n* updated README",
          "is_bot": false,
          "headline": "bailout of rare-valued features (#139)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-12T17:24:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03a6a3dc31bf333a949eda8d5bf2019a05f514fb",
          "body": "* added riddit target encoding instead of raw target int encoded\n(target_scale=\"ridit\")\n* kept raw target int for count ordinal carving (target_scale=\"level\")\n* optional user provided scale  (target_scale=dict)",
          "is_bot": false,
          "headline": "OrdinalCarver: switch to riddit ending by default (#138)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-11T07:08:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "001019f235df9b09c46e1060703ac2642e204dca",
          "body": "* moved old MulticlassCarver to OneVsRestCarver (kept old behavior)\n* added MulticlassCarver that uses Correspondence Analysis to rank\nmodalities (instead of target mean)\n* added TschuprowtMulticlassCombinations and\nCramervMulticlassCombinations",
          "is_bot": false,
          "headline": "added MulticlassCarver (#137)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-09T06:47:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b23e14a2fcac8b00f1cb2f891bf37682be3a704",
          "body": "* added sklearn CV builtin alongside dev set",
          "is_bot": false,
          "headline": "added CV option (#136)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-07-08T07:59:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3fa145cfef460c0660a07761e4a53f4549f1ade3",
          "body": "* added __version__\n* removed config from selectors\n* added summary to selectors\n* added __sklearn_is_fitted__ to transformers",
          "is_bot": false,
          "headline": "updated selectors API (#135)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-30T05:34:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "454cc91977809514bf9d1934f9542d7ec6cbae34",
          "body": "* huge speed up for quantitative and qualitative feature selectors\n* only best ranked features are filtered up to the n_best",
          "is_bot": false,
          "headline": "doing filter only for best ranked features (#134)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-29T18:49:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9e177f2d3eaec93354428f82703fe0f36388c1c",
          "body": "* fixed loading for OrdinalCarver (not yet implemented)\n* fixed OrdinalCarver DP algorithm for missing modality\n* moved from str to Path",
          "is_bot": false,
          "headline": "hotfix OrdinalCarver loading + rare modalities edge cases (#133)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-28T21:06:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e940a175612a716dcf90c4b9813fa25cb0e57d5f",
          "body": "* main bottleneck was discretizers -> now multiprocessing on chunks of\nfeatures\n* huge performance increase in fit and transform for most carvers",
          "is_bot": false,
          "headline": "multiprocessing discretizers (#132)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-28T16:48:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71cc27cef7f671d76f360a2ce505fdb5107b020c",
          "body": "fixed dataframe[features] filtering out nested/reference_dates",
          "is_bot": false,
          "headline": "hotfix features.__call__ (#131)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-27T13:19:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "885248368dcddced4c3b08c52c5a8e00951ed6be",
          "body": null,
          "is_bot": false,
          "headline": "hotfix ProcessingConfig defaults (#130)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-27T11:56:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "362422e6725042cc61a49c246c2bde1a61f31f1d",
          "body": "* added OrdinalCarver\n* Ordinal combinations from tau-c (default), tau-b/somers'D\n* Ordinal selector",
          "is_bot": false,
          "headline": "added OrdinalCarver based on Tau-c association metric (#129)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-20T15:54:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa31978acd5aab8f96cef1b3a28081238f3dd4ef",
          "body": null,
          "is_bot": false,
          "headline": "release 7.3.3 (#128)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-20T07:35:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c272ad512d1421ab24e095aae4100ea25b57376b",
          "body": "* added MCP for use within vscode/claude code\n* automatic setting of feature types",
          "is_bot": false,
          "headline": "Added MCP for AutoFeatures (#127)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-20T07:25:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ff994dce86f1b35313f35be770b6001097f2100",
          "body": "* added __NAN__ to numerical label\n* silenced some warnings\n* fix #90 \n* fix summary",
          "is_bot": false,
          "headline": "Dev minor fixes (#126)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-16T16:57:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcc229ea67769c5755231d15be1bb5bef9a69b07",
          "body": "* added property-based tests (that surfaced errors)\n* fixed r_label_per_value not properly built in some cases",
          "is_bot": false,
          "headline": "Property-based tests + hotfix label_per_value (#125)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-16T11:22:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1daedf132396a7841dce7f741bceeb208939a5f",
          "body": "* moved selectors to sklearn TransformerMixin\n* added kruskal eta/epsilon squared for effect size indenpendant\nselection\n* hotfix of carvers' ordinal encoding on loaded from json carvers\n* improved quantitative labels\n* removed all dependency to labels within the combinations",
          "is_bot": false,
          "headline": "fixed selectors API + hotfix carvers (#124)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-14T21:24:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3512d78bba189a05b54abb432fcc35636fedcf74",
          "body": "* removed legacy ChainedDiscretizer",
          "is_bot": false,
          "headline": "added NestedFeatures and NestedDiscretizer (#123)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-13T13:19:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b03ebfda3885bc944a51a53bca05f7c7d8bad815",
          "body": null,
          "is_bot": false,
          "headline": "fixed dark/light theme for animation (#122)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-13T06:52:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e079898d5ad6b21442f2330ad9ba4719e2c79e56",
          "body": null,
          "is_bot": false,
          "headline": "Dev readme anim (#121)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-13T05:50:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1bd472a89e5b8a3b2b54d9123af409c5c71c931",
          "body": null,
          "is_bot": false,
          "headline": "Dev readme anim (#120)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-12T17:15:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf12c91dd7b01978d3493f7a731128bc5539ac38",
          "body": null,
          "is_bot": false,
          "headline": "added main animation (#119)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-12T16:54:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77546b07cb07bc23e70919ef5aae02cfaf3adb24",
          "body": "* Datetime feature from fixed date\n* Datetime feature from other date column\n* added docs\n* docs on viability",
          "is_bot": false,
          "headline": "Added support for DatetimeFeature (#118)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-06-10T07:08:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f05eae421a415a184548514eef2ce25348afaf1a",
          "body": null,
          "is_bot": false,
          "headline": "discretizers animations (#117)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-29T06:28:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f73a18202e6407de0a299e372a1e8e30ccc4974",
          "body": null,
          "is_bot": false,
          "headline": "updated docstrings and documentation (#116)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-26T22:29:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08c7bc058b74b2d4b72af749c6c091fdf6ed325e",
          "body": "* updated Comparison Notebook\n* added Confidence Interval for frequency evaluation (+ added\nmin_freq_alpha config)\n* added dropped_features to BaseCarver to keep track of removed features",
          "is_bot": false,
          "headline": "added Confidence Interval for frequencies (#115)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-26T18:37:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03d58886764535b6ce64c0c7bd51e0d7bc7aba4b",
          "body": "- Ships interval-DP over consecutive segmentations for\n`KruskalCombinations` and `ChiSquaredCombinations`, with progressive\ntop-K doubling so the search stays exhaustive in the worst case.",
          "is_bot": false,
          "headline": "DP for top-k segmentations (#114)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-25T08:35:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8f3a29129e27ef7f0aac9a19494c85f4004c6e0",
          "body": "* added generic types for metrics and target_rate\n* fixed some types",
          "is_bot": false,
          "headline": "moved to ty (#113)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-22T15:53:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43c084223b1a36ecb0c2c5344fe7d5ea7eecc246",
          "body": "* multiprocessing for carvers per feature\n* performance improvements in find_quantiles\n* performance improvements in tests with TargetMean",
          "is_bot": false,
          "headline": "carver multiprocessing (#112)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-21T21:28:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45d54aca1cbc9773ea87827124fdb3286e50dc06",
          "body": "* fixed label generation for continuous features\n* added quick start example test and auto sync\n* Combinations are now yielded on-the-go instead of all at once (reduced\nmemory footprint)\n* speedup in kruskal computation -> rewritten with numpy\n* speedup in chi2 -> rewritten with numpy\n* batched chi2 and kruskal",
          "is_bot": false,
          "headline": "performance boost (#111)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-21T19:04:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "900bc3e9680858a0c1793dfda1bb9e59b3db99af",
          "body": "* added support for DiscretizerConfig\n* fix CombinationEvaluator attribute",
          "is_bot": false,
          "headline": "fixed BaseCarver instantiation (#110)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-19T21:20:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2e41d1e1221009f1e15082da04567d49a7285ce",
          "body": null,
          "is_bot": false,
          "headline": "added DiscretizerConfig (#109)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-19T06:38:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "530592650acb04bbad4ba6ee5612e79ef4ccce01",
          "body": null,
          "is_bot": false,
          "headline": "Fix type errors and update configuration for features (#108)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-18T20:27:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eba9ceceba110c783a1054e2ffe3ab4d42d5ccf7",
          "body": null,
          "is_bot": false,
          "headline": "fixed Features instantiation (#107)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-17T21:39:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1753fd82cbed7b35e6155fa0f5cdd98c2b6747f",
          "body": "* removed kwargs from BaseFeature and properly defined attributes",
          "is_bot": false,
          "headline": "fixed BaseFeature instantiation (#106)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-17T16:15:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46de99efc1c77fa762d3eb5c9ae0033b2b0d6bbe",
          "body": "* removed duplicate between list instance and content keys\n* converted GroupedList to a dataclass",
          "is_bot": false,
          "headline": "improved grouped list with dropped duplicate  (#105)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-17T13:52:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c25388d58de399888989057a3b1b316db8b3e36",
          "body": null,
          "is_bot": false,
          "headline": "simpler more efficient test suite (#104)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-17T10:34:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a81ac0e4f6d725fd5291b4f15282a31c5ad87f8",
          "body": null,
          "is_bot": false,
          "headline": "added type hints (#103)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-17T07:09:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7001e74e0bbad20bf441182a3f0b248e28c09c14",
          "body": null,
          "is_bot": false,
          "headline": "fixed CI coverage (#102)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-16T09:04:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75daa29cdc73925f4dbf6468dc91b590e0354022",
          "body": null,
          "is_bot": false,
          "headline": "added docs (#101)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-16T08:33:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62df04420bf161a28b74c1431af00a81c3ea8b89",
          "body": null,
          "is_bot": false,
          "headline": "upgraded dependecies support (#100)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-15T13:13:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7df87222c3cabde7d6ce8757404502e4f1d6f150",
          "body": null,
          "is_bot": false,
          "headline": "fixed pandas and numpy uses (#99)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-14T16:27:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c86c942551ce1a5d38d50e126b1229d11e1170f9",
          "body": null,
          "is_bot": false,
          "headline": "removed unnecessary files (#98)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-14T13:04:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "070844075b0aa4c874ef780893391b7bd2b6c6f6",
          "body": null,
          "is_bot": false,
          "headline": "fixed docs + ty (#97)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-14T12:30:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22094f40a38870bf15ea39e35ec66f10c043ba60",
          "body": null,
          "is_bot": false,
          "headline": "moved from black/isort to ruff  (#96)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-14T09:59:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8ad9bfe873cb2f54507fa82684e28a7cfeb4adb",
          "body": "* added pre-commit for uv lock\n* fixed imports",
          "is_bot": false,
          "headline": "ramp-up python version (#95)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-10T20:17:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e982159206c7e6e535f7136ef7def77fa84eceef",
          "body": null,
          "is_bot": false,
          "headline": "Fixed RTD build (#94)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-10T17:37:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4959ca0c4d1aa5391beee4cc425e8abc68d9a38e",
          "body": null,
          "is_bot": false,
          "headline": "fixed RTD (#93)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-10T13:29:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33cf2325695fc91dc33dee3fb67598b1d86275f8",
          "body": null,
          "is_bot": false,
          "headline": "Fixed release (RTD+Pypi) (#92)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-10T12:43:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0ce74160bd51765459007fe1741059ffe6b8638",
          "body": null,
          "is_bot": false,
          "headline": "Switched to uv (#91)",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2026-05-10T11:40:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1415697c9af599119c70572f28a58e401ba1f84",
          "body": "This reverts commit dff7bc67fc1bdeb5d5bac1ef79b8a2de72a94b55.",
          "is_bot": false,
          "headline": "Revert \"converted to uv\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:38:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "daa2cf4508cbad7e2e60f80c23706ffe496958de",
          "body": "This reverts commit c2eb0cb3482401329305a39fc7140500e2baacae.",
          "is_bot": false,
          "headline": "Revert \"ruff linting\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:37:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ef57afecc8657e4645a095dd3f028ff2c9e0e59",
          "body": "This reverts commit 7845960f754d9d2e0477e4c2db248270d8180aec.",
          "is_bot": false,
          "headline": "Revert \"removed vscode settings\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:37:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04fe0cbf2ffba15e38cee467b7954971a29ed4df",
          "body": "This reverts commit 7ef2355bc795174a52b0cb468f2df3283fd947c0.",
          "is_bot": false,
          "headline": "Revert \"removing .vscode\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:37:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f487e8324b7729af86503ec4c3679e73b076c033",
          "body": "This reverts commit 28afa026b8bbc6f373a569705b19fd55665cfa5c.",
          "is_bot": false,
          "headline": "Revert \"ruff formating\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:37:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5301302478f1bd308da7b798f6de32ac13a548d9",
          "body": "This reverts commit c8de60da0123c033cab1e54d7fbe2cbd2837101f.",
          "is_bot": false,
          "headline": "Revert \"added pre commit hooks + removed docs build\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:37:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c4a278a414ef36a47eccf2f4ec9c828bf85c95f",
          "body": "This reverts commit bd9a2ef2479722bd044a37ade445decc1bff3117.",
          "is_bot": false,
          "headline": "Reapply \"added pre commit hooks + removed docs build\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:37:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd9a2ef2479722bd044a37ade445decc1bff3117",
          "body": "This reverts commit c8de60da0123c033cab1e54d7fbe2cbd2837101f.",
          "is_bot": false,
          "headline": "Revert \"added pre commit hooks + removed docs build\"",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:33:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8de60da0123c033cab1e54d7fbe2cbd2837101f",
          "body": null,
          "is_bot": false,
          "headline": "added pre commit hooks + removed docs build",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T10:14:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28afa026b8bbc6f373a569705b19fd55665cfa5c",
          "body": null,
          "is_bot": false,
          "headline": "ruff formating",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T09:53:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ef2355bc795174a52b0cb468f2df3283fd947c0",
          "body": null,
          "is_bot": false,
          "headline": "removing .vscode",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T09:14:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7845960f754d9d2e0477e4c2db248270d8180aec",
          "body": null,
          "is_bot": false,
          "headline": "removed vscode settings",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T09:07:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2eb0cb3482401329305a39fc7140500e2baacae",
          "body": null,
          "is_bot": false,
          "headline": "ruff linting",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T08:58:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dff7bc67fc1bdeb5d5bac1ef79b8a2de72a94b55",
          "body": null,
          "is_bot": false,
          "headline": "converted to uv",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-11-16T08:57:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5dd809643458171fc0f15d4fa619993aeb6abc52",
          "body": "fixed distance correlation v7.0.10",
          "is_bot": false,
          "headline": "Merge pull request #88 from mdefrance/dev_hotfix_selectors v7.0.10",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2025-03-22T07:59:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "118c78942f6d657ad0fe7fd0d465af1e8cde6afc",
          "body": null,
          "is_bot": false,
          "headline": "fixed distance correlation",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-03-21T14:31:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30b8c2fc304093424092729168c2fb10fbeaaf15",
          "body": "Dev hotfix selectors v7.0.9\n* fixed feature ranking in selectors\n* fixed feature ranking for AbsoluteMeasures",
          "is_bot": false,
          "headline": "Merge pull request #87 from mdefrance/dev_hotfix_selectors v7.0.9",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2025-03-15T07:41:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4da645dbba6054099c117763d518d82754471957",
          "body": null,
          "is_bot": false,
          "headline": "some linting",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-03-15T07:40:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8299f3f02d1cbad27a212063196e7bdd1f18d7e4",
          "body": null,
          "is_bot": false,
          "headline": "updated tests v7.0.9",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-03-15T07:33:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95eae1b8df164e6e2d4fc860f3e4c620c2bb8fa5",
          "body": null,
          "is_bot": false,
          "headline": "fixed PerformanceWarning",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-03-15T07:25:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ded0c816be2bc10ae2e46b410a6f571e0745f9f2",
          "body": null,
          "is_bot": false,
          "headline": "fixed measures sorting",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-03-15T07:25:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c2109e4278fab5786bb523c25929ff8e73388ee",
          "body": "fixed edge cases and negative correlations v7.0.8",
          "is_bot": false,
          "headline": "Merge pull request #86 from mdefrance/dev_hotfix_selectors v7.0.8",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2025-03-14T11:38:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d8e6bfb55d1907650ae0390a18a29acc8ba341b",
          "body": null,
          "is_bot": false,
          "headline": "fixed edge cases and negative correlations",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-03-14T11:27:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97d426dc54c4c0f2c8ee4470df7890e7afb283a1",
          "body": "updated features is_fitted for better info v7.0.7",
          "is_bot": false,
          "headline": "Merge pull request #83 from mdefrance/dev_chained_discretizer v7.0.7",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2025-02-21T06:17:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b1b631ee4a503a5caa4bec135a9c35e8ac57e12",
          "body": null,
          "is_bot": false,
          "headline": "updated features is_fitted for better info",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-21T05:52:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b82f0d21c8db1c012a3e89d6da4bd3900e23c7d",
          "body": "Dev chained discretizer v7.0.6",
          "is_bot": false,
          "headline": "Merge pull request #82 from mdefrance/dev_chained_discretizer v7.0.6",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2025-02-20T08:44:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5fe82eddabb5391a001f0d11877ec7a249e03dac",
          "body": null,
          "is_bot": false,
          "headline": "fixed summary's columns",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-20T08:25:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1331189b1a9d376d97ce80c66b1e98416fbefdba",
          "body": null,
          "is_bot": false,
          "headline": "updated import checks for ipython",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-20T08:23:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cde082cdb0887e425f7ddb4913f7a8e929ab41d6",
          "body": null,
          "is_bot": false,
          "headline": "added target_rate to kwargs",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-20T07:42:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "734d64e8beeeff13d32931ddd1d79440115382b1",
          "body": null,
          "is_bot": false,
          "headline": "added option for target_rate switch",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-20T07:38:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91ff8cead6fcad3b51cf8cba77da71cd5e127bf9",
          "body": "…valid filter for non default measures v7.0.5\n\nHotfix valid filter for non default measures  of selectors v7.0.5",
          "is_bot": false,
          "headline": "Merge pull request #77 from mdefrance/dev_chained_discretizer Hotfix …",
          "author_name": "Mario Defrance",
          "author_login": "mdefrance",
          "committed_at": "2025-02-10T07:50:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "997a0842161e893137dcb98be8bdef8d92386462",
          "body": null,
          "is_bot": false,
          "headline": "fixed selectors v7.0.5",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-10T07:49:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb68f710c2fda85fb69caeb852b2cdce56bc839b",
          "body": null,
          "is_bot": false,
          "headline": "fixed tests and imports accordingly",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:37:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd9a85ba95197e9e8001c84b3c48c59b0fd34be3",
          "body": null,
          "is_bot": false,
          "headline": "Set back test_qualitative_feature.py file",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "180fd388226cfc2f7d0f899c5cba731d190dc44f",
          "body": null,
          "is_bot": false,
          "headline": "Duplicate test_qualitative_feature.py history.",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "709c1307cf24c0d2152d083c1de58835b738007c",
          "body": null,
          "is_bot": false,
          "headline": "Copy test_qualitative_feature.py into test_categorical_feature.py",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b120b31bafa7f09f26add6ae836f81951d2bc35",
          "body": null,
          "is_bot": false,
          "headline": "Keep test_qualitative_feature.py",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f2f788d5550236f1867de46b78f2d9f784f7d9e",
          "body": null,
          "is_bot": false,
          "headline": "Set back test_qualitative_feature.py file",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9ab7cb2fa98d43b79c2f6d367ad409bc25f3f9f",
          "body": null,
          "is_bot": false,
          "headline": "Duplicate test_qualitative_feature.py history.",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "801e5d2b86fb8d917dede2831f538ade1ad69588",
          "body": null,
          "is_bot": false,
          "headline": "Copy test_qualitative_feature.py into test_ordinal_feature.py",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc058dfe2b3ae43bba0c0d088fe1fb56bc611498",
          "body": null,
          "is_bot": false,
          "headline": "Keep test_qualitative_feature.py",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:25:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8b9386ffda09ae32b92f9b4c41a2493396f59bd",
          "body": null,
          "is_bot": false,
          "headline": "cleaned up tests",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:24:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1049f21242a3a1e8c844422d4de0adf22bde704",
          "body": null,
          "is_bot": false,
          "headline": "cleaned feature codes",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:22:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7bca305edf78c1c758880711b9a862b3d6033bb",
          "body": null,
          "is_bot": false,
          "headline": "Set back quantitative_feature.py file",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:14:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "84d4d5eda2645584f9d192e066ebe981c7aee0d4",
          "body": null,
          "is_bot": false,
          "headline": "Duplicate quantitative_feature.py history.",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:14:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b286ce6935894e4b7460db2d70e87185080e2da",
          "body": null,
          "is_bot": false,
          "headline": "Copy quantitative_feature.py into numerical_feature.py",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:14:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a7592212fe6ffd154fbb07731cecae96a32d0e5",
          "body": null,
          "is_bot": false,
          "headline": "Keep quantitative_feature.py",
          "author_name": "MarioDEFRANCE",
          "author_login": "mdefrance",
          "committed_at": "2025-02-07T07:14:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 83,
      "commits_last_year": 66,
      "latest_release_at": "2026-07-29T04:11:28Z",
      "latest_release_tag": "7.6.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 9,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 3.4
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "AutoCarver",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "binning",
            "discretization",
            "feature-engineering",
            "credit-scoring",
            "woe",
            "scorecards",
            "tschuprow",
            "tschuprow-t",
            "cramer-v",
            "information-value",
            "iv",
            "monotonic-binning",
            "supervised-discretization",
            "bucketization",
            "risk-modeling",
            "credit-risk",
            "fraud-detection",
            "categorical-encoding",
            "supervised-binning",
            "weight-of-evidence",
            "feature-selection",
            "mcp",
            "model-context-protocol",
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Information Technology",
            "Intended Audience :: Science/Research",
            "Operating System :: MacOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: OS Independent",
            "Operating System :: POSIX",
            "Operating System :: Unix",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Scientific/Engineering",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/AutoCarver/",
          "is_deprecated": false,
          "latest_version": "7.6.0",
          "repository_url": "https://github.com/mdefrance/AutoCarver",
          "versions_count": 132,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2023-01-05T13:35:02.824788Z",
          "latest_published_at": "2026-07-29T04:11:46.692909Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 0,
      "stars": 11,
      "watchers": 2,
      "fork_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_forks": 0
      },
      "star_history": null,
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 63423,
      "source_files_sampled": 206,
      "oversized_source_files": 1,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "pytest",
            "direct": false,
            "version": "7.4.4",
            "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": 187
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "moderate": 1
        },
        "advisory_count": 2,
        "affected_count": 1,
        "assessed_count": 195,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1,<2.5"
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.15,<1.18"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.3,<3.1,!=3.0.4"
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.6,<1.9"
        },
        {
          "name": "statsmodels",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.14.1,<1"
        },
        {
          "name": "tqdm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.66,<5"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "statsmodels",
            "direct": true,
            "version": "0.14.6",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": "4.68.4",
            "ecosystem": "pypi"
          },
          {
            "name": "absl-py",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofile",
            "direct": false,
            "version": "3.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "0.7.16",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "authlib",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "autocarver",
            "direct": false,
            "version": "7.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-tarfile",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.22.9",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "caio",
            "direct": false,
            "version": "0.9.25",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.6.17",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "clarabel",
            "direct": false,
            "version": "0.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cvxpy",
            "direct": false,
            "version": "1.9.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cyclopts",
            "direct": false,
            "version": "4.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.21",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp-slim",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "griffelib",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "highspy",
            "direct": false,
            "version": "1.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "hypothesis",
            "direct": false,
            "version": "6.156.6",
            "ecosystem": "pypi"
          },
          {
            "name": "icecream",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "immutabledict",
            "direct": false,
            "version": "4.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "6.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-classes",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-context",
            "direct": false,
            "version": "6.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-functools",
            "direct": false,
            "version": "4.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jeepney",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "joserfc",
            "direct": false,
            "version": "1.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonref",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-path",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": false,
            "version": "1.19.4",
            "ecosystem": "pypi"
          },
          {
            "name": "kaggle",
            "direct": false,
            "version": "2.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "kagglesdk",
            "direct": false,
            "version": "0.1.34",
            "ecosystem": "pypi"
          },
          {
            "name": "keyring",
            "direct": false,
            "version": "25.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.9",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "more-itertools",
            "direct": false,
            "version": "11.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": "7.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nbsphinx",
            "direct": false,
            "version": "0.9.6",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu12",
            "direct": false,
            "version": "2.30.7",
            "ecosystem": "pypi"
          },
          {
            "name": "openapi-pydantic",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "optbinning",
            "direct": false,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ortools",
            "direct": false,
            "version": "9.10.4067",
            "ecosystem": "pypi"
          },
          {
            "name": "osqp",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pathable",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "patsy",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "py-key-value-aio",
            "direct": false,
            "version": "0.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "25.0.0",
            "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": "pydantic-settings",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pypandoc",
            "direct": false,
            "version": "1.17",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyperclip",
            "direct": false,
            "version": "1.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "7.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "4.1.0",
            "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": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "python-slugify",
            "direct": false,
            "version": "8.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "312",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32-ctypes",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "qdldl",
            "direct": false,
            "version": "0.1.9.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-rst",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ropwr",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.21",
            "ecosystem": "pypi"
          },
          {
            "name": "scs",
            "direct": false,
            "version": "3.2.11",
            "ecosystem": "pypi"
          },
          {
            "name": "secretstorage",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "83.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sortedcontainers",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sparsediffpy",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "7.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-design",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jquery",
            "direct": false,
            "version": "4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "text-unidecode",
            "direct": false,
            "version": "1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ty",
            "direct": false,
            "version": "0.0.58",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.3",
            "ecosystem": "pypi"
          },
          {
            "name": "uncalled-for",
            "direct": false,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.51.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 195,
        "direct_count": 6,
        "indirect_count": 189
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 125,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 12,
        "closed_unmerged_prs": 6
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "mdefrance",
          "commits": 1061,
          "avatar_url": "https://avatars.githubusercontent.com/u/74489838?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "pytest.yml",
        "release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 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": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 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": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 9,
            "reason": "1 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "61daaf19d5a44be86dfb1486972b1c7cfad6edf6",
        "ran_at": "2026-07-29T04:13:13Z",
        "aggregate_score": 4.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-29T04:12:08Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-29T04:11:13Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/mdefrance/AutoCarver",
    "host": "github.com",
    "name": "AutoCarver",
    "owner": "mdefrance"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 65,
      "inputs": {
        "security": 58,
        "vitality": 81,
        "community": 32,
        "governance": 55,
        "engineering": 96
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 81,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "commits_last_year": 66,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 9
            },
            "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": "9/52 weeks with commits",
                "points": 6.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 9
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "66 commits in the last year",
                "points": 16.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 66
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 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": 83,
              "latest_release_tag": "7.6.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 3.4
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "83 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 83
                    }
                  }
                ],
                "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 ~3.4 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 3.4
                    }
                  }
                ],
                "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": 0,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "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": 32,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 16,
            "inputs": {
              "forks": 0,
              "stars": 11,
              "watchers": 2,
              "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": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "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": 55,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "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 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "merged_prs": 125,
              "open_issues": 0,
              "closed_issues": 12,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 6
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "125/131 decided PRs merged",
                "points": 36.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 125,
                      "decided": 131
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "followers": 10,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "mdefrance",
              "public_repos": 4,
              "account_age_days": 2081
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "10 followers of mdefrance",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 10,
                      "login": "mdefrance"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "4 public repos, account ~5 yr old",
                "points": 16.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 4
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "AutoCarver"
              ],
              "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": "132 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 132
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "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": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "binning",
                "categorical-encoding",
                "cramer",
                "credit-risk",
                "discretization",
                "feature-engineering",
                "fraud-detection",
                "information-value",
                "risk-modeling",
                "scorecard",
                "scorecards",
                "woe",
                "bucketization",
                "tschuprow",
                "kurskal-wallis"
              ],
              "has_wiki": true,
              "homepage": "https://autocarver.readthedocs.io",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://autocarver.readthedocs.io",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "15 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "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": 58,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "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": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "1 existing vulnerabilities detected",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 195 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 195
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 1,
              "assessed_packages": 195,
              "unassessed_packages": 0,
              "affected_by_severity": "moderate 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "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": 195,
              "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"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "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": 48,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.59,
              "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": "59 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 31.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 59,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 63423,
              "source_files_sampled": 206,
              "oversized_source_files": 1
            },
            "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": "1/206 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 206,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:AutoCarver@7.6.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T04:13:31.822003Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mdefrance/AutoCarver.svg",
  "full_name": "mdefrance/AutoCarver",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.

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