Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-17 03:08 UTC

airbytehq / airbyte-python-cdk

The Python CDK empowers hundreds of Airbyte connectors, including low-code and no-code connectors.

PythonMIT★ 25 зірок⑂ 48 форківз лист. 2024 р.Переглянути на GitHub ↗

airbytehq/airbyte-python-cdk має індекс здоров’я 79 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (94/100), найнижчий — AI Readiness (45/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконують 6 учасників.

79
загалом / 100
Добрий

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.

79
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

AirbyteОрганізація
1 025 підписників64 публічні репозиторіїз січ. 2020 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIairbyte-cdk7.23.62 791 8701 2231 день томуairbyteconnector-development-kitcdk

Метрики за категоріями

Життєздатність

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

94Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 1 дн. тому
31.8/36Ритм комітів — 46/52 тижнів із комітами
18/18Обсяг комітів — 169 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year169
human_commit_share
days_since_last_push1
active_weeks_last_year46
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 1 дн. тому
27/27Ритм релізів — реліз кожні ~4,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count100
latest_release_tagv7.23.6
releases_from_tagsні
days_since_latest_release1
mean_days_between_releases4,3

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

65Помірний · 18% загального індексу
Як обчислюється оцінка
22.4/60Зірки — 25 зірок
13.9/25Форки — 48 форків
2.7/15Спостерігачі — 4 спостерігачів
Використані вхідні дані
forks48
stars25
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні
Як обчислюється оцінка
80/80Щомісячні завантаження — 2 791 870 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesairbyte-cdk
dependents
ecosystemspypi
total_downloads
monthly_downloads2 791 870
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

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

82Добрий · 24% загального індексу
Як обчислюється оцінка
48.6/54Бас-фактор — на 6 контриб’ютор(ів) припадає половина всіх комітів
19.2/22.5Розподіл комітів — головний контриб’ютор — автор 14% комітів
13.5/13.5Широта контриб’юторів — 97 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 21 contributing companies or organizations
Використані вхідні дані
bus_factor6
contributors_sampled97
top_contributor_share0,145
Як обчислюється оцінка
21.9/46.8Вирішення issue — закрито 47% issue
26.2/38.3Прийняття PR — злито 556/811 вирішених PR
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Використані вхідні дані
merged_prs556
open_issues43
closed_issues38
issue_closed_ratio0,469
closed_unmerged_prs255
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
21.6/25Охоплення власника — 1 025 підписників у airbytehq
25/25Послужний список — 64 публічних репозиторіїв, вік облікового запису ~6 р.
Використані вхідні дані
followers1 025
owner_typeOrganization
is_verified
owner_loginairbytehq
public_repos64
account_age_days2 378

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 1 дн. тому
20/20Історія версій — 1 223 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesairbyte-cdk
ecosystemspypi
any_deprecatedні
min_days_since_publish1

Інженерна якість

Чи наявні базові інженерні практики та документація?

88Відмінний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 20 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — ruff.toml
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
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://airbytehq.github.io/airbyte-python-cdk/
10/10Опис репозиторію
0/10Теми
0/10Wiki
Використані вхідні дані
topics
has_wikiні
homepagehttps://airbytehq.github.io/airbyte-python-cdk/
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

58Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 21 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 26 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
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 111 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5,8

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.

45У зоні ризику · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
0/40Читабельна історія комітів — немає даних
Використані вхідні дані
has_llms_txtні
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — ruff.toml
11/11Статична перевірка типів — airbyte_cdk/py.typed, mypy.ini
10/10Відтворюване середовище — Dockerfile, lockfile
0/10Підтверджена практика роботи з агентами — немає даних
5/8Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilespackage-lock.json, poetry.lock
has_dockerfileтак
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configsairbyte_cdk/py.typed, mypy.ini
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами. Залишкові ваги перенормовано.
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (airbyte_cdk/py.typed, mypy.ini)
54.1/55Керовані розміри файлів — 13/778 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes231 890
source_files_sampled778
oversized_source_files13
Як обчислюється оцінка
40/40Схема API (OpenAPI/GraphQL/proto) — airbyte_cdk/manifest_server/openapi.yaml
0/20Сервер MCP
0/40Придатні до запуску приклади
Використані вхідні дані
example_dirs
has_mcp_signalні
api_schema_filesairbyte_cdk/manifest_server/openapi.yaml

Ключові факти

25зірок GitHub
97контриб'юторів
169комітів за останні 12 місяців
1днів від останнього пушу
100релізів
6бас-фактор
43відкритих issue
npm, PyPIпакетних екосистем

Докладніше

OpenSSF Scorecard 5.8 / 10
5.8сукупно

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 · 2026-07-17 03:07 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 21 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained26 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
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities111 existing vulnerabilities detected
Прямі залежності 65
РеєстрПакетОбмеження версіїМаніфест
npmprettier^3.3.3package.json
PyPIairbyte-protocol-models-dataclasses^0.17.1pyproject.toml
PyPIbackoff*pyproject.toml
PyPIboltons^25.0.0pyproject.toml
PyPIcachetools*pyproject.toml
PyPIclick^8.1.8pyproject.toml
PyPIdpath^2.1.6pyproject.toml
PyPIdunamai^1.22.0pyproject.toml
PyPIgenson1.3.0pyproject.toml
PyPIgoogle-cloud-secret-manager^2.17.0pyproject.toml
PyPIisodate~0.6.1pyproject.toml
PyPIJinja2~3.1.2pyproject.toml
PyPIjsonref^1pyproject.toml
PyPIjsonschema>=4.17.3,<5.0pyproject.toml
PyPIpackaging*pyproject.toml
PyPIreferencing>=0.36.2pyproject.toml
PyPIpandas2.2.3pyproject.toml
PyPIpydantic^2.7pyproject.toml
PyPIpyrate-limiter~3.1.0pyproject.toml
PyPIpython-dateutil^2.9.0pyproject.toml
PyPIpython-ulid^3.0.0pyproject.toml
PyPIPyYAML^6.0.1pyproject.toml
PyPIrapidfuzz^3.10.1pyproject.toml
PyPIrequests*pyproject.toml
PyPIrequests_cache*pyproject.toml
PyPIrich*pyproject.toml
PyPIrich-click^1.8.8pyproject.toml
PyPItyping-extensions*pyproject.toml
PyPIwcmatch10.0pyproject.toml
PyPIavro>=1.11.2,<1.13.0pyproject.toml
PyPIcohere>=4.21,<6.0.0pyproject.toml
PyPIfastavro>=1.11.0,<2.0.0pyproject.toml
PyPIlangchain_community^0.4pyproject.toml
PyPIlangchain_core^1.2.5pyproject.toml
PyPIlangchain_text_splitters^1.0.0pyproject.toml
PyPImarkdown*pyproject.toml
PyPIopenai0.27.9pyproject.toml
PyPIpdf2image1.16.3pyproject.toml
PyPIpdfminer.six20221105pyproject.toml
PyPIpyarrow^19.0.0pyproject.toml
PyPIpytesseract0.3.10pyproject.toml
PyPIpython-calamine0.2.3pyproject.toml
PyPIopenpyxl^3.1.0pyproject.toml
PyPIpython-snappy0.7.3pyproject.toml
PyPItiktoken0.8.0pyproject.toml
PyPInltk3.9.1pyproject.toml
PyPIunstructured0.10.27pyproject.toml
PyPIunstructured.pytesseract>=0.3.12pyproject.toml
PyPIpyjwt^2.8.0pyproject.toml
PyPIcryptography>=44.0.0,!=45.0.0,!=45.0.1pyproject.toml
PyPIpytz>=2024.2pyproject.toml
PyPIpytest^7pyproject.toml
PyPIorjson^3.10.7pyproject.toml
PyPIijson^3.3.0pyproject.toml
PyPIserpyco-rs^1.10.2pyproject.toml
PyPIsqlalchemy^2.0,!=2.0.36pyproject.toml
PyPIfastapi>=0.116.1pyproject.toml
PyPIuvicorn>=0.35.0pyproject.toml
PyPIddtrace^3pyproject.toml
PyPIxmltodict>=0.13,<0.15pyproject.toml
PyPIanyascii^0.3.2pyproject.toml
PyPIwhenever>=0.7.3,<0.9.0pyproject.toml
PyPIsetuptools^80.9.0pyproject.toml
PyPIunidecode^1.3.8pyproject.toml
PyPIdateparser^1.2.2pyproject.toml
Усі залежності 223

Повний розв'язаний набір залежностей із графа залежностей GitHub: 65 прямих і 158 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
npmprettier3.3.3пряма
PyPIairbyte-protocol-models-dataclasses0.17.1пряма
PyPIanyascii0.3.2пряма
PyPIavro1.12.0пряма
PyPIbackoff2.2.1пряма
PyPIboltons25.0.0пряма
PyPIcachetools5.5.1пряма
PyPIclick8.1.8пряма
PyPIcohere5.16.1пряма
PyPIcryptography49.0.0пряма
PyPIdateparser1.2.2пряма
PyPIddtrace3.16.0пряма
PyPIdpath2.2.0пряма
PyPIdunamai1.23.0пряма
PyPIfastapi0.116.1пряма
PyPIfastavro1.11.1пряма
PyPIgenson1.3.0пряма
PyPIgoogle-cloud-secret-manager2.23.3пряма
PyPIijson3.5.0пряма
PyPIisodate0.6.1пряма
PyPIjinja23.1.6пряма
PyPIjsonref1.1.0пряма
PyPIjsonschema4.25.1пряма
PyPIlangchain-community0.4пряма
PyPIlangchain-core1.2.6пряма
PyPIlangchain-text-splitters1.0.0пряма
PyPImarkdown3.7пряма
PyPInltk3.9.1пряма
PyPIopenai0.27.9пряма
PyPIopenpyxl3.1.5пряма
PyPIorjson3.10.15пряма
PyPIpackaging23.2пряма
PyPIpandas2.2.3пряма
PyPIpdf2image1.16.3пряма
PyPIpdfminer-six20221105пряма
PyPIpyarrow19.0.1пряма
PyPIpydantic2.10.5пряма
PyPIpyjwt2.10.1пряма
PyPIpyrate-limiter3.1.1пряма
PyPIpytesseract0.3.10пряма
PyPIpytest7.4.4пряма
PyPIpython-calamine0.2.3пряма
PyPIpython-dateutil2.9.0.post0пряма
PyPIpython-snappy0.7.3пряма
PyPIpython-ulid3.0.0пряма
PyPIpytz2026.2пряма
PyPIpyyaml6.0.2пряма
PyPIrapidfuzz3.11.0пряма
PyPIreferencing0.36.2пряма
PyPIrequests2.32.5пряма
PyPIrequests-cache1.2.1пряма
PyPIrich13.9.4пряма
PyPIrich-click1.8.8пряма
PyPIserpyco-rs1.13.0пряма
PyPIsetuptools80.9.0пряма
PyPIsqlalchemy2.0.37пряма
PyPItiktoken0.8.0пряма
PyPItyping-extensions4.13.2пряма
PyPIunidecode1.4.0пряма
PyPIunstructured0.10.27пряма
PyPIunstructured-pytesseract0.3.13пряма
PyPIuvicorn0.35.0пряма
PyPIwcmatch10.0пряма
PyPIwhenever0.8.8пряма
PyPIxmltodict0.14.2пряма
PyPIaiohappyeyeballs2.4.4непряма
PyPIaiohttp3.11.11непряма
PyPIaiosignal1.3.2непряма
PyPIannotated-types0.7.0непряма
PyPIanyio4.9.0непряма
PyPIasync-timeout4.0.3непряма
PyPIasyncio3.4.3непряма
PyPIattributes-doc0.4.0непряма
PyPIattrs24.3.0непряма
PyPIbeartype0.21.0непряма
PyPIbeautifulsoup44.12.3непряма
PyPIbracex2.5.post1непряма
PyPIbytecode0.16.2непряма
PyPIcattrs25.2.0непряма
PyPIcertifi2024.12.14непряма
PyPIcffi2.0.0непряма
PyPIchardet5.2.0непряма
PyPIcharset-normalizer3.4.1непряма
PyPIcolorama0.4.6непряма
PyPIcontourpy1.3.1непряма
PyPIcoverage7.6.10непряма
PyPIcramjam2.9.1непряма
PyPIcycler0.12.1непряма
PyPIdagger-io0.19.0непряма
PyPIdataclasses-json0.6.7непряма
PyPIdeptry0.23.0непряма
PyPIemoji2.14.1непряма
PyPIenvier0.6.1непряма
PyPIet-xmlfile2.0.0непряма
PyPIexceptiongroup1.3.0непряма
PyPIfilelock3.18.0непряма
PyPIfiletype1.2.0непряма
PyPIflake86.1.0непряма
PyPIfonttools4.55.4непряма
PyPIfreezegun1.5.1непряма
PyPIfrozenlist1.5.0непряма
PyPIfsspec2025.7.0непряма
PyPIgoogle-api-core2.24.2непряма
PyPIgoogle-auth2.39.0непряма
PyPIgoogleapis-common-protos1.70.0непряма
PyPIgql4.0.0непряма
PyPIgraphql-core3.2.6непряма
PyPIgreenlet3.1.1непряма
PyPIgrpc-google-iam-v10.14.2непряма
PyPIgrpcio1.71.0непряма
PyPIgrpcio-status1.62.3непряма
PyPIh110.16.0непряма
PyPIhf-xet1.1.5непряма
PyPIhttpcore1.0.9непряма
PyPIhttpx0.28.1непряма
PyPIhttpx-sse0.4.0непряма
PyPIhuggingface-hub0.34.3непряма
PyPIidna3.10непряма
PyPIimportlib-metadata8.7.0непряма
PyPIiniconfig2.0.0непряма
PyPIjoblib1.4.2непряма
PyPIjsonpatch1.33непряма
PyPIjsonpointer3.0.0непряма
PyPIjsonschema-specifications2025.4.1непряма
PyPIkiwisolver1.4.8непряма
PyPIlangchain-classic1.0.0непряма
PyPIlangdetect1.0.9непряма
PyPIlangsmith0.4.37непряма
PyPIlegacy-cgi2.6.3непряма
PyPIlinkify-it-py2.0.3непряма
PyPIlxml5.3.0непряма
PyPImarkdown-it-py3.0.0непряма
PyPImarkupsafe3.0.2непряма
PyPImarshmallow3.25.1непряма
PyPImatplotlib3.10.0непряма
PyPImccabe0.7.0непряма
PyPImdit-py-plugins0.4.2непряма
PyPImdurl0.1.2непряма
PyPImemray1.15.0непряма
PyPImultidict6.1.0непряма
PyPImypy1.14.1непряма
PyPImypy-extensions1.0.0непряма
PyPInumpy1.26.4непряма
PyPIopentelemetry-api1.36.0непряма
PyPIopentelemetry-exporter-otlp-proto-common1.36.0непряма
PyPIopentelemetry-exporter-otlp-proto-http1.36.0непряма
PyPIopentelemetry-instrumentation0.57b0непряма
PyPIopentelemetry-instrumentation-logging0.57b0непряма
PyPIopentelemetry-proto1.36.0непряма
PyPIopentelemetry-sdk1.36.0непряма
PyPIopentelemetry-semantic-conventions0.57b0непряма
PyPIpandas-stubs2.2.3.241126непряма
PyPIpastel0.2.1непряма
PyPIpdoc15.0.1непряма
PyPIpillow11.1.0непряма
PyPIplatformdirs4.3.6непряма
PyPIplotly5.24.1непряма
PyPIpluggy1.5.0непряма
PyPIpoethepoet0.24.4непряма
PyPIpropcache0.2.1непряма
PyPIproto-plus1.26.1непряма
PyPIprotobuf5.29.4непряма
PyPIpyasn10.6.1непряма
PyPIpyasn1-modules0.4.2непряма
PyPIpycodestyle2.11.1непряма
PyPIpycparser2.22непряма
PyPIpydantic-core2.27.2непряма
PyPIpydantic-settings2.11.0непряма
PyPIpyflakes3.1.0непряма
PyPIpygments2.19.1непряма
PyPIpympler1.1непряма
PyPIpyparsing3.2.1непряма
PyPIpyproject-flake86.1.0непряма
PyPIpytest-cov6.0.0непряма
PyPIpytest-httpserver1.1.1непряма
PyPIpytest-memray1.7.0непряма
PyPIpytest-mock3.14.0непряма
PyPIpython-docx1.1.2непряма
PyPIpython-dotenv1.1.1непряма
PyPIpython-iso6392024.10.22непряма
PyPIpython-magic0.4.27непряма
PyPIpython-pptx0.6.21непряма
PyPIpywin32308непряма
PyPIregex2024.11.6непряма
PyPIrequests-mock1.12.1непряма
PyPIrequests-toolbelt1.0.0непряма
PyPIrequirements-parser0.11.0непряма
PyPIrpds-py0.27.1непряма
PyPIrsa4.9.1непряма
PyPIruff0.11.5непряма
PyPIscikit-learn1.6.1непряма
PyPIscipy1.15.1непряма
PyPIsix1.17.0непряма
PyPIsniffio1.3.1непряма
PyPIsoupsieve2.6непряма
PyPIstarlette0.47.3непряма
PyPItabulate0.9.0непряма
PyPItenacity8.5.0непряма
PyPItextual1.0.0непряма
PyPIthreadpoolctl3.5.0непряма
PyPItokenizers0.21.4непряма
PyPItomli2.2.1непряма
PyPItqdm4.67.1непряма
PyPItypes-cachetools5.5.0.20240820непряма
PyPItypes-python-dateutil2.9.0.20241206непряма
PyPItypes-pytz2024.2.0.20241221непряма
PyPItypes-pyyaml6.0.12.20241230непряма
PyPItypes-requests2.32.0.20241016непряма
PyPItypes-setuptools75.8.2.20250305непряма
PyPItyping-inspect0.9.0непряма
PyPItyping-inspection0.4.2непряма
PyPItzdata2025.1непряма
PyPItzlocal5.3.1непряма
PyPIuc-micro-py1.0.3непряма
PyPIurl-normalize1.4.3непряма
PyPIurllib32.3.0непряма
PyPIuuid-utils0.13.0непряма
PyPIwerkzeug3.1.3непряма
PyPIwrapt1.17.3непряма
PyPIxlsxwriter3.2.0непряма
PyPIyarl1.18.3непряма
PyPIzipp3.23.0непряма
PyPIzstandard0.25.0непряма
Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 18605,
      "has_wiki": false,
      "homepage": "https://airbytehq.github.io/airbyte-python-cdk/",
      "languages": {
        "Shell": 384,
        "Python": 6259997,
        "Dockerfile": 3142
      },
      "pushed_at": "2026-07-15T13:36:50Z",
      "created_at": "2024-11-10T00:58:50Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-15T12:13:09Z",
      "description": "The Python CDK empowers hundreds of Airbyte connectors, including low-code and no-code connectors.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://airbyte.io",
      "name": "Airbyte",
      "type": "Organization",
      "login": "airbytehq",
      "company": null,
      "location": "United States of America",
      "followers": 1025,
      "avatar_url": "https://avatars.githubusercontent.com/u/59758427?v=4",
      "created_at": "2020-01-11T06:27:48Z",
      "is_verified": null,
      "public_repos": 64,
      "account_age_days": 2378
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 169,
      "latest_release_at": "2026-07-15T12:16:54Z",
      "latest_release_tag": "v7.23.6",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 46,
      "days_since_latest_release": 1,
      "mean_days_between_releases": 4.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "airbyte-cdk",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "airbyte",
            "connector-development-kit",
            "cdk",
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Scientific/Engineering",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/airbyte-cdk/",
          "is_deprecated": false,
          "latest_version": "7.23.6",
          "repository_url": "https://github.com/airbytehq/airbyte-python-cdk",
          "versions_count": 1223,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 2791870,
          "first_published_at": "2021-05-09T01:19:37.998212Z",
          "latest_published_at": "2026-07-15T12:17:51.294731Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 1
        }
      ]
    },
    "popularity": {
      "forks": 48,
      "stars": 25,
      "watchers": 4,
      "open_issues_and_prs": 213
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [
        "airbyte_cdk/manifest_server/openapi.yaml"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [
        "airbyte_cdk/py.typed",
        "mypy.ini"
      ],
      "largest_source_bytes": 231890,
      "source_files_sampled": 778,
      "oversized_source_files": 13,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "package.json",
        "pyproject.toml"
      ],
      "ecosystems": [
        "npm",
        "pypi"
      ],
      "dependencies": [
        {
          "name": "prettier",
          "manifest": "package.json",
          "ecosystem": "npm",
          "version_constraint": "^3.3.3"
        },
        {
          "name": "airbyte-protocol-models-dataclasses",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.17.1"
        },
        {
          "name": "backoff",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "boltons",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^25.0.0"
        },
        {
          "name": "cachetools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^8.1.8"
        },
        {
          "name": "dpath",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.1.6"
        },
        {
          "name": "dunamai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.22.0"
        },
        {
          "name": "genson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "1.3.0"
        },
        {
          "name": "google-cloud-secret-manager",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.17.0"
        },
        {
          "name": "isodate",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~0.6.1"
        },
        {
          "name": "Jinja2",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~3.1.2"
        },
        {
          "name": "jsonref",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1"
        },
        {
          "name": "jsonschema",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.17.3,<5.0"
        },
        {
          "name": "packaging",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "referencing",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.36.2"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "2.2.3"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.7"
        },
        {
          "name": "pyrate-limiter",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~3.1.0"
        },
        {
          "name": "python-dateutil",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.9.0"
        },
        {
          "name": "python-ulid",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.0.0"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^6.0.1"
        },
        {
          "name": "rapidfuzz",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.10.1"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "requests_cache",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "rich-click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.8.8"
        },
        {
          "name": "typing-extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "wcmatch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "10.0"
        },
        {
          "name": "avro",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.11.2,<1.13.0"
        },
        {
          "name": "cohere",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.21,<6.0.0"
        },
        {
          "name": "fastavro",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.11.0,<2.0.0"
        },
        {
          "name": "langchain_community",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.4"
        },
        {
          "name": "langchain_core",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.2.5"
        },
        {
          "name": "langchain_text_splitters",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.0.0"
        },
        {
          "name": "markdown",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "openai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.27.9"
        },
        {
          "name": "pdf2image",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "1.16.3"
        },
        {
          "name": "pdfminer.six",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "20221105"
        },
        {
          "name": "pyarrow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^19.0.0"
        },
        {
          "name": "pytesseract",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.3.10"
        },
        {
          "name": "python-calamine",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.2.3"
        },
        {
          "name": "openpyxl",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.1.0"
        },
        {
          "name": "python-snappy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.7.3"
        },
        {
          "name": "tiktoken",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.8.0"
        },
        {
          "name": "nltk",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "3.9.1"
        },
        {
          "name": "unstructured",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.10.27"
        },
        {
          "name": "unstructured.pytesseract",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.3.12"
        },
        {
          "name": "pyjwt",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.8.0"
        },
        {
          "name": "cryptography",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=44.0.0,!=45.0.0,!=45.0.1"
        },
        {
          "name": "pytz",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2024.2"
        },
        {
          "name": "pytest",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^7"
        },
        {
          "name": "orjson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.10.7"
        },
        {
          "name": "ijson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.3.0"
        },
        {
          "name": "serpyco-rs",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.10.2"
        },
        {
          "name": "sqlalchemy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.0,!=2.0.36"
        },
        {
          "name": "fastapi",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.116.1"
        },
        {
          "name": "uvicorn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.35.0"
        },
        {
          "name": "ddtrace",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3"
        },
        {
          "name": "xmltodict",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.13,<0.15"
        },
        {
          "name": "anyascii",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.3.2"
        },
        {
          "name": "whenever",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.3,<0.9.0"
        },
        {
          "name": "setuptools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^80.9.0"
        },
        {
          "name": "unidecode",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.3.8"
        },
        {
          "name": "dateparser",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.2.2"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "prettier",
            "direct": true,
            "version": "3.3.3",
            "ecosystem": "npm"
          },
          {
            "name": "airbyte-protocol-models-dataclasses",
            "direct": true,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "anyascii",
            "direct": true,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "avro",
            "direct": true,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backoff",
            "direct": true,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "boltons",
            "direct": true,
            "version": "25.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": true,
            "version": "5.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": true,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "cohere",
            "direct": true,
            "version": "5.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": true,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dateparser",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ddtrace",
            "direct": true,
            "version": "3.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dpath",
            "direct": true,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dunamai",
            "direct": true,
            "version": "1.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": true,
            "version": "0.116.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastavro",
            "direct": true,
            "version": "1.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "genson",
            "direct": true,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-secret-manager",
            "direct": true,
            "version": "2.23.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ijson",
            "direct": true,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "isodate",
            "direct": true,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": true,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonref",
            "direct": true,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": true,
            "version": "4.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-community",
            "direct": true,
            "version": "0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-core",
            "direct": true,
            "version": "1.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-text-splitters",
            "direct": true,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": true,
            "version": "3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": "3.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": true,
            "version": "0.27.9",
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": true,
            "version": "3.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": "3.10.15",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": true,
            "version": "23.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pdf2image",
            "direct": true,
            "version": "1.16.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pdfminer-six",
            "direct": true,
            "version": "20221105",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "19.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.10.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": true,
            "version": "2.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyrate-limiter",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytesseract",
            "direct": true,
            "version": "0.3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": true,
            "version": "7.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "python-calamine",
            "direct": true,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": true,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-snappy",
            "direct": true,
            "version": "0.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "python-ulid",
            "direct": true,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": true,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rapidfuzz",
            "direct": true,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": true,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.32.5",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-cache",
            "direct": true,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": "13.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-click",
            "direct": true,
            "version": "1.8.8",
            "ecosystem": "pypi"
          },
          {
            "name": "serpyco-rs",
            "direct": true,
            "version": "1.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": true,
            "version": "80.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": true,
            "version": "2.0.37",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": true,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "unidecode",
            "direct": true,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "unstructured",
            "direct": true,
            "version": "0.10.27",
            "ecosystem": "pypi"
          },
          {
            "name": "unstructured-pytesseract",
            "direct": true,
            "version": "0.3.13",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": true,
            "version": "0.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcmatch",
            "direct": true,
            "version": "10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "whenever",
            "direct": true,
            "version": "0.8.8",
            "ecosystem": "pypi"
          },
          {
            "name": "xmltodict",
            "direct": true,
            "version": "0.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.11.11",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "4.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "asyncio",
            "direct": false,
            "version": "3.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "attributes-doc",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "24.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.12.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bracex",
            "direct": false,
            "version": "2.5.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "bytecode",
            "direct": false,
            "version": "0.16.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cattrs",
            "direct": false,
            "version": "25.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2024.12.14",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "chardet",
            "direct": false,
            "version": "5.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.6.10",
            "ecosystem": "pypi"
          },
          {
            "name": "cramjam",
            "direct": false,
            "version": "2.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dagger-io",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dataclasses-json",
            "direct": false,
            "version": "0.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "deptry",
            "direct": false,
            "version": "0.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "emoji",
            "direct": false,
            "version": "2.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "envier",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "et-xmlfile",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filetype",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "flake8",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.55.4",
            "ecosystem": "pypi"
          },
          {
            "name": "freezegun",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2025.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.39.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.70.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gql",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphql-core",
            "direct": false,
            "version": "3.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "grpc-google-iam-v1",
            "direct": false,
            "version": "0.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.71.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio-status",
            "direct": false,
            "version": "1.62.3",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.1.5",
            "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": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "0.34.3",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": "1.33",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.4.8",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-classic",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langdetect",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "langsmith",
            "direct": false,
            "version": "0.4.37",
            "ecosystem": "pypi"
          },
          {
            "name": "legacy-cgi",
            "direct": false,
            "version": "2.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "linkify-it-py",
            "direct": false,
            "version": "2.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "5.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": "3.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mccabe",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "memray",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "1.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "1.26.4",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.57b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-logging",
            "direct": false,
            "version": "0.57b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.57b0",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "2.2.3.241126",
            "ecosystem": "pypi"
          },
          {
            "name": "pastel",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pdoc",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "11.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "5.24.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.24.4",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.26.1",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "5.29.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycodestyle",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.22",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.27.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyflakes",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pympler",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproject-flake8",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-httpserver",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-memray",
            "direct": false,
            "version": "1.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-docx",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-iso639",
            "direct": false,
            "version": "2024.10.22",
            "ecosystem": "pypi"
          },
          {
            "name": "python-magic",
            "direct": false,
            "version": "0.4.27",
            "ecosystem": "pypi"
          },
          {
            "name": "python-pptx",
            "direct": false,
            "version": "0.6.21",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "308",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2024.11.6",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-mock",
            "direct": false,
            "version": "1.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requirements-parser",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.27.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rsa",
            "direct": false,
            "version": "4.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.11.5",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "0.47.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "8.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "textual",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.21.4",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.1",
            "ecosystem": "pypi"
          },
          {
            "name": "types-cachetools",
            "direct": false,
            "version": "5.5.0.20240820",
            "ecosystem": "pypi"
          },
          {
            "name": "types-python-dateutil",
            "direct": false,
            "version": "2.9.0.20241206",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pytz",
            "direct": false,
            "version": "2024.2.0.20241221",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pyyaml",
            "direct": false,
            "version": "6.0.12.20241230",
            "ecosystem": "pypi"
          },
          {
            "name": "types-requests",
            "direct": false,
            "version": "2.32.0.20241016",
            "ecosystem": "pypi"
          },
          {
            "name": "types-setuptools",
            "direct": false,
            "version": "75.8.2.20250305",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspect",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tzlocal",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uc-micro-py",
            "direct": false,
            "version": "1.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "url-normalize",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uuid-utils",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": false,
            "version": "3.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "xlsxwriter",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.18.3",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 223,
        "direct_count": 65,
        "indirect_count": 158
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 170,
        "merged_prs": 556,
        "open_issues": 43,
        "closed_ratio": 0.469,
        "closed_issues": 38,
        "closed_unmerged_prs": 255
      },
      "bus_factor": 6,
      "top_contributors": [
        {
          "type": "User",
          "login": "maxi297",
          "commits": 249,
          "avatar_url": "https://avatars.githubusercontent.com/u/3360483?u=82c5d3c972837fac490f752fc5e5e7b65819e8d8&v=4"
        },
        {
          "type": "User",
          "login": "girarda",
          "commits": 212,
          "avatar_url": "https://avatars.githubusercontent.com/u/1451943?u=22d6f56670594e5eb489ee30e2eed98660728a09&v=4"
        },
        {
          "type": "User",
          "login": "brianjlai",
          "commits": 134,
          "avatar_url": "https://avatars.githubusercontent.com/u/51336873?u=01019c044e1832c260fb6fc23781a749ffdee74f&v=4"
        },
        {
          "type": "User",
          "login": "aaronsteers",
          "commits": 130,
          "avatar_url": "https://avatars.githubusercontent.com/u/18150651?u=1cab78c9da714d1a1dc52b5a4c3de4a284aa51e3&v=4"
        },
        {
          "type": "User",
          "login": "artem1205",
          "commits": 88,
          "avatar_url": "https://avatars.githubusercontent.com/u/36314070?v=4"
        },
        {
          "type": "User",
          "login": "lazebnyi",
          "commits": 78,
          "avatar_url": "https://avatars.githubusercontent.com/u/53845333?u=45f9f04b18b278177652d65b51b4eccd671bf857&v=4"
        },
        {
          "type": "Bot",
          "login": "devin-ai-integration[bot]",
          "commits": 67,
          "avatar_url": "https://avatars.githubusercontent.com/in/811515?v=4"
        },
        {
          "type": "User",
          "login": "clnoll",
          "commits": 60,
          "avatar_url": "https://avatars.githubusercontent.com/u/5257313?u=da20dceafd5e0552421ff5b18fb5e47060262f81&v=4"
        },
        {
          "type": "User",
          "login": "pnilan",
          "commits": 50,
          "avatar_url": "https://avatars.githubusercontent.com/u/6109223?u=a48445a1eff7fc892d6a13dcfad0e60e1b1931f9&v=4"
        },
        {
          "type": "User",
          "login": "tolik0",
          "commits": 45,
          "avatar_url": "https://avatars.githubusercontent.com/u/35109939?u=1fea50a63f63ee1bca6a42b186e11fcf8af010f6&v=4"
        }
      ],
      "contributors_sampled": 97,
      "top_contributor_share": 0.145
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "auto_merge_notification.yml",
        "autofix-command.yml",
        "connector-tests.yml",
        "docker-build-check.yml",
        "label-community-prs.yml",
        "pdoc_preview.yml",
        "pdoc_publish.yml",
        "poe-command.yml",
        "poetry-lock-command.yml",
        "prerelease-command.yml",
        "publish.yml",
        "pytest_fast.yml",
        "pytest_matrix.yml",
        "python_dependency_analysis.yml",
        "python_lint.yml",
        "release_drafter.yml",
        "semantic_pr_check.yml",
        "slash_command_dispatch.yml",
        "test-command.yml",
        "welcome-message.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "ruff.toml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "package-lock.json",
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 4,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 21 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "26 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": 10,
            "reason": "SAST tool is run on all commits",
            "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": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "111 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "468d9e828aafcce2d00eeb793bb6195c5102838c",
        "ran_at": "2026-07-17T03:07:42Z",
        "aggregate_score": 5.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/airbytehq/airbyte-python-cdk",
    "host": "github.com",
    "name": "airbyte-python-cdk",
    "owner": "airbytehq"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 79,
      "inputs": {
        "security": 58,
        "vitality": 94,
        "community": 65,
        "governance": 82,
        "engineering": 88
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 94,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "commits_last_year": 169,
              "human_commit_share": null,
              "days_since_last_push": 1,
              "active_weeks_last_year": 46
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "46/52 weeks with commits",
                "points": 31.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 46
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "169 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 169
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "26 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": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v7.23.6",
              "releases_from_tags": false,
              "days_since_latest_release": 1,
              "mean_days_between_releases": 4.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~4.3 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 4.3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 65,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 39,
            "inputs": {
              "forks": 48,
              "stars": 25,
              "watchers": 4,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "25 stars",
                "points": 22.4,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 25
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "48 forks",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 48
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "4 watchers",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "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": 18,
                "status": "met",
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "airbyte-cdk"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2791870
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,791,870 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2791870,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 82,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "bus_factor": 6,
              "contributors_sampled": 97,
              "top_contributor_share": 0.145
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "6 contributor(s) cover half of all commits",
                "points": 48.6,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 14% of commits",
                "points": 19.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 14
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "97 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 97
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 21 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "merged_prs": 556,
              "open_issues": 43,
              "closed_issues": 38,
              "issue_closed_ratio": 0.469,
              "closed_unmerged_prs": 255
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "47% of issues closed",
                "points": 21.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 47
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "556/811 decided PRs merged",
                "points": 26.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 556,
                      "decided": 811
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "followers": 1025,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "airbytehq",
              "public_repos": 64,
              "account_age_days": 2378
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,025 followers of airbytehq",
                "points": 21.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1025,
                      "login": "airbytehq"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "64 public repos, account ~6 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 64
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "airbyte-cdk"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "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 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "1223 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 1223
                    }
                  }
                ],
                "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": 88,
        "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": "20 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "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": "ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "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": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://airbytehq.github.io/airbyte-python-cdk/",
              "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://airbytehq.github.io/airbyte-python-cdk/",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 58,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 5.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 21 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "26 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 run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "111 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "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": 45,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "airbyte_cdk/py.typed",
                "mypy.ini"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "airbyte_cdk/py.typed, mypy.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "airbyte_cdk/py.typed, mypy.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 231890,
              "source_files_sampled": 778,
              "oversized_source_files": 13
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (airbyte_cdk/py.typed, mypy.ini)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "airbyte_cdk/py.typed, mypy.ini",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "13/778 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 778,
                      "oversized": 13
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": false,
              "api_schema_files": [
                "airbyte_cdk/manifest_server/openapi.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "airbyte_cdk/manifest_server/openapi.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "airbyte_cdk/manifest_server/openapi.yaml"
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T03:08:20.115810Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/airbytehq/airbyte-python-cdk.svg",
  "full_name": "airbytehq/airbyte-python-cdk",
  "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 v0.11.0 — повна методологія · вікі метрик.

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