Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.23.0 · метрики 1.13.0 · 2026-07-21 17:55 UTC

faust-streaming / faust

Python Stream Processing. A Faust fork

PythonВласна ліцензія★ 1 879 зірок⑂ 205 форківз жовт. 2020 р.Переглянути на GitHub ↗

faust-streaming/faust має індекс здоров’я 77 зі 100, що відповідає смузі «Добрий». Найвищий показник — Engineering Quality (100/100), найнижчий — Sustainability & Governance (60/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

77
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.

77
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

faust-streamingОрганізація
18 підписників5 публічних репозиторіївз жовт. 2020 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIfaust-streaming0.13.0-1940 днів томуstreamprocessingasynciodistributedqueuekafka

Метрики за категоріями

Життєздатність

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

74Добрий · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
2.1/36Ритм комітів — 3/52 тижнів із комітами
13.9/18Обсяг комітів — 34 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year34
human_commit_share0,9
days_since_last_push0
active_weeks_last_year3
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 82 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
19.8/27Ритм релізів — реліз кожні ~103,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count82
latest_release_tagv0.13.0
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases103,3
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

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

87Відмінний · 18% загального індексу
Як обчислюється оцінка
53.1/60Зірки — 1 879 зірок
19.2/25Форки — 205 форків
8/15Спостерігачі — 28 спостерігачів
Використані вхідні дані
forks205
stars1 879
watchers28
growth_stateorganic
growth_factor_pct100
Як обчислюється оцінка
22.5/22.5README
16.9/22.5Ліцензія — файл ліцензії наявний, не є визнаною ліцензією
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
7.2/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateтак
has_code_of_conductтак
has_pull_request_templateтак

Сталість та врядування

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

60Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
3.3/22.5Розподіл комітів — головний контриб’ютор — автор 85% комітів
13.5/13.5Широта контриб’юторів — 99 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 19 contributing companies or organizations
Використані вхідні дані
bus_factor1
contributors_sampled99
top_contributor_share0,853
Як обчислюється оцінка
28.3/46.8Вирішення issue — закрито 61% issue
32.8/38.3Прийняття PR — злито 330/385 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 1/25 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs330
open_issues125
closed_issues192
issue_closed_ratio0,606
closed_unmerged_prs55
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
9.2/25Охоплення власника — 18 підписників у faust-streaming
17.2/25Послужний список — 5 публічних репозиторіїв, вік облікового запису ~5 р.
Використані вхідні дані
followers18
owner_typeOrganization
is_verified
owner_loginfaust-streaming
public_repos5
account_age_days2 098

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 194 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesfaust-streaming
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

100Відмінний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 3 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — tox.ini
9.6/9.6Pre-commit-хуки
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigтак
has_linter_configтак
has_precommit_configтак

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://faust-streaming.github.io/faust/
10/10Опис репозиторію
10/10Теми — 5 тем
10/10Wiki
Використані вхідні дані
topicsasyncio, python-streaming, kafka, redis, distributed-systems
has_wikiтак
homepagehttps://faust-streaming.github.io/faust/
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

66Помірний · 16% загального індексу

Стан безпеки

57Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2.5/2.5CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/25 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 19 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
2.2/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 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 — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,7
Виключено з оцінювання (немає даних або не застосовно): branch_protection, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages4
unassessed_packages73
affected_by_severitynone
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 4 резолвлених залежностей із OSV. 73 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза межами звітованого переліку пакетів. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

66Помірний · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 76 з 90 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,844
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile, docs/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — tox.ini
11/11Статична перевірка типів — faust/py.typed
10/10Відтворюване середовище — Dockerfile
10/10Підтверджена практика роботи з агентами — 16 з останніх 100 комітів створено агентом або з його зазначенням
8/8Автоматизоване супроводження — 10 з останніх 100 комітів — автоматичні оновлення залежностей
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileтак
typed_languageні
bootstrap_filesMakefile, docs/Makefile
has_devcontainerні
has_linter_configтак
typecheck_configsfaust/py.typed
agent_commit_share0,16
toolchain_manifests
dependency_bot_commit_share0,1
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (faust/py.typed)
54.5/55Керовані розміри файлів — 4/411 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes83 007
source_files_sampled411
oversized_source_files4
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalні
api_schema_files

Ключові факти

1 879зірок GitHub
99контриб'юторів
34комітів за останні 12 місяців
0днів від останнього пушу
82релізів
1бас-фактор
125відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 1 879 ★ / 205 ⇿
1 879Зірки
205Форки
79Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

Показано лише найновішу історію — цей репозиторій перевищує вікно збору, тож найраніша історія не захоплена.

04008001 2001 6002 0001 879198172020-112023-092026-07
Мажорні 0Мінорні 9Патчі 69

Кожна точка охоплює 6 днів.

OpenSSF Scorecard 5.7 / 10
5.7сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-21 17:55 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/25 approved changesets -- score normalized to 0
10Contributorsproject has 19 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 3 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
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Усі залежності 77

Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 77 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIaerospikeнепряма
PyPIaiodnsнепряма
PyPIaiohttpнепряма
PyPIaiohttp-corsнепряма
PyPIaiokafkaнепряма
PyPIaiomonitorнепряма
PyPIasyncio-ipython-magicнепряма
PyPIautoflakeнепряма
PyPIbanditнепряма
PyPIblack26.5.1непряма
PyPIciso8601непряма
PyPIclickнепряма
PyPIconfluent-kafkaнепряма
PyPIcroniterнепряма
PyPIcythonнепряма
PyPIdatadogнепряма
PyPIdjangoнепряма
PyPIdnspythonнепряма
PyPIenvoyнепряма
PyPIeventletнепряма
PyPIfaustнепряма
PyPIfaust-aioeventletнепряма
PyPIfaust-cchardetнепряма
PyPIfaust-streaming-rocksdbнепряма
PyPIflake85.0.4непряма
PyPIflake8-bugbearнепряма
PyPIflake8-comprehensionsнепряма
PyPIfreezegunнепряма
PyPIhypothesisнепряма
PyPIintervaltreeнепряма
PyPIisort8.0.1непряма
PyPIjinja2непряма
PyPIm2r2непряма
PyPImode-streamingнепряма
PyPImypyнепряма
PyPImypy-extensionsнепряма
PyPIopentracingнепряма
PyPIorjsonнепряма
PyPIpackagingнепряма
PyPIpre-commitнепряма
PyPIprometheus-clientнепряма
PyPIpydocstyleнепряма
PyPIpytestнепряма
PyPIpytest-aiofilesнепряма
PyPIpytest-aiohttpнепряма
PyPIpytest-asyncioнепряма
PyPIpytest-covнепряма
PyPIpytest-forkedнепряма
PyPIpytest-pickedнепряма
PyPIpytest-random-orderнепряма
PyPIpytest-sugarнепряма
PyPIpython-dateutilнепряма
PyPIpytzнепряма
PyPIpyyamlнепряма
PyPIravenнепряма
PyPIraven-aiohttpнепряма
PyPIredisнепряма
PyPIrocksdictнепряма
PyPIsentry-sdkнепряма
PyPIsetproctitleнепряма
PyPIsetuptoolsнепряма
PyPIsetuptools-scmнепряма
PyPIsixнепряма
PyPIsphinxнепряма
PyPIsphinx-autobuildнепряма
PyPIsphinx-autodoc-typehintsнепряма
PyPIsphinx-celeryнепряма
PyPIsphinx-rtd-themeнепряма
PyPIsphinx2rstнепряма
PyPIstatsdнепряма
PyPIterminaltablesнепряма
PyPItoxнепряма
PyPItwineнепряма
PyPIvenusian3.1.0непряма
PyPIvultureнепряма
PyPIwheelнепряма
PyPIyarlнепряма
Сповіщення про залежності 0

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 4 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 0 мають відомі сповіщення, з них 0 прямі. 73 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

Звіт у форматі JSON машиночитний
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          "body": "…ons (#722)\n\ntest__stop_transactions and test_start_transactions were skipped \"Needs\nfixing\": they used `assert_called_once_with([call(\"0-0\"), call(\"1-0\")])`, which\nasserts a single producer call taking a list of Call objects -- not what the\ncode does.  _stop_transactions/_start_transactions drive t\n[…]\n\naccesses between the real calls.  Only the Kafka producer is mocked.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(consumer): fix TransactionManager stop/start-transaction asserti…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-21T11:16:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "69c15a34bba5e4548525318b1bce003d7ddb6fb0",
          "body": "…t mock (#720)\n\nThe test was skipped (\"Need to make mock BlockBasedOptions\") because it\npatched only `faust.stores.rocksdb.rocksdict` -- the store's rocksdict path\nalso uses the bare module-level `Options`/`DB` names, so `Options(raw_mode=True)`\nhit the real object and raised \"Options() takes no arg\n[…]\n for real.  Assertions are strictly stronger than the stale original.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(rocksdb): re-enable test_open_rocksdict with a faithful rocksdic…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-21T11:13:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1f0472baf97f9de050351c2c9173f58c44e26a4e",
          "body": "The redis cache backend was broken against a real server: it maps schemes to\nthe *synchronous* redis.StrictRedis / redis.RedisCluster clients but `_get`/\n`_set`/`_delete`/`connect` await them, so `await self.client.get(...)` raised\n\"object ... can't be used in 'await' expression\".  It only appeared \n[…]\n Advisory (not in the required `check` gate), matching the Kafka job.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cache): redis backend uses async clients + real-redis CI (#731)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-21T11:13:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0301e6e725aa8dbca3e2352eadaf3e8033429ea2",
          "body": "The release wheel job pinned pypa/cibuildwheel@v2.21.3 (Oct 2024), which\npredates CPython 3.14.  cibuildwheel only builds the interpreters its own\nrelease knows about, so `build = \"cp3*\"` expanded to at most cp313 and no\n3.14 wheels were ever produced or uploaded to PyPI for 0.12.0/0.12.1 -- a\nlocal\n[…]\nuild/skip/archs/before-build\noptions remain valid in 4.x.\n\nFixes #715\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: build CPython 3.14 wheels (bump cibuildwheel to 4.x) (#730)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-21T11:13:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f77a678482206d178fc5651d3e4621de97371f94",
          "body": "…lock fix, all PyPy skips removed (#716)",
          "is_bot": false,
          "headline": "fix: full PyPy support — deterministic stream cleanup + assignor live…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-21T00:56:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b870442229d93f0bad150a8ed262320bb4b18a78",
          "body": null,
          "is_bot": false,
          "headline": "ci: trigger on merge_group (bootstrap the merge queue) (#727)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-21T00:35:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a928972e85de800d09af53c47bc7549b66d8760",
          "body": null,
          "is_bot": false,
          "headline": "ci: test the integration suite against Kafka 4.0 as well as 3.8.1 (#714)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-20T12:37:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c1839446ba196ee5b229aa14e53355c72c38920",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #713 from faust-streaming/claude/release-v0.12.1-prep",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:13:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b6aff79d6d23046d4b75bb23f5822a78126b25e",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/release-v0.12.1-prep",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:04:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "411e6dd83e7c4c17ec0e066bc981931d261f3a69",
          "body": "PyPI rejected the v0.12.0 sdist upload:\n\n    400 Filename 'faust-streaming-0.12.0.tar.gz' is invalid,\n        should be 'faust_streaming-0.12.0.tar.gz'.\n\nThe release job built the sdist with the deprecated `setup.py sdist` under an\nold setuptools floor, which emits the legacy hyphenated distribution\n[…]\non -m build --sdist` now produces\n`faust_streaming-<version>.tar.gz`.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: build sdist with `python -m build` for a PEP 625 filename (#712)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:03:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dd0c896749ea810dac8ad2a50e9327b16b841e05",
          "body": "v0.12.1 is a packaging-only patch: v0.12.0's wheels published but its sdist was\nrejected by PyPI under PEP 625.  Add the changelog entry and standalone release\nnotes for the fix (#712).\n\nVersioning is setuptools_scm-driven (the git tag is the version) and the docs\nversion is derived from faust.__ver\n[…]\nlude of\nCHANGELOG.md, and the docs version banner updates from the tag.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL",
          "is_bot": false,
          "headline": "docs: prepare v0.12.1 release notes and changelog",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:00:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3f8e190ba5217f5c4949fe605e50e48511272318",
          "body": "* docs: prepare v0.12.0 release notes and changelog\n\nResume the Keep a Changelog format (dormant since v0.8.10) with a v0.12.0\nsection, and add standalone GitHub release notes covering the changes since\nv0.11.3 plus the pending fix stack.\n\nHighlights: two offset data-loss fixes (#606/#707, #316/#692\n[…]\n8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n* Delete RELEASE_NOTES_v0.12.0.md\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: prepare v0.12.0 release notes, changelog, and docs version (#708)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T18:27:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ade8a09f45adf684c6e351b1bc59e9bcdede8597",
          "body": "* docs: correct stale dependency and version references\n\nThe user-facing docs still carried robinhood-era and pre-0.12 details:\n\n- `redis` extra listed the long-deprecated `aredis`; it is backed by\n  `redis-py` now (since #635).\n- The \"What do I need?\" sidebar claimed Python 3.8 while the prose righ\n[…]\nra.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct stale dependency and version references (#710)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:56:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d95af522e43d73af04aa00bf6228a71fc6ef35e8",
          "body": "…9, require 3.14) (#690)\n\n* Modernize release wheel-build runners\n\nThe build_wheels matrix pinned ubuntu-20.04, whose runner image GitHub\nretired in April 2025 -- that job can no longer schedule. macos-13 is also\non the deprecation path, and pypa/cibuildwheel@v2.10.1 (Sept 2022) predates\nPython 3.12\n[…]\nrs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Modernize CI: wheel runners, Windows wheels, and test matrix (drop 3.…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:12:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c95a51826baac5768a7aae7e5effcc20a39f6e7f",
          "body": null,
          "is_bot": false,
          "headline": "ci: add live-broker integration test harness (Kafka in CI) (#706)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T15:31:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3073eb90e8aadeb3b3e66b51aba777229c2146e6",
          "body": "Adds 3.14 to the test matrix, producing required 'Python 3.14/Cython:\ntrue' and 'Python 3.14/Cython: false' jobs alongside the existing 3.13\nlegs. All matrix legs feed the aggregate '✅ Ensure the required checks\npassing' job, so they become required wherever branch protection\nrequires that check.\n\nP\n[…]\nnt-loop creation that mode relied on at import time.\n\nAssisted-by: Claude\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HgnKFtXZbCjXNoVNWa5JLd",
          "is_bot": false,
          "headline": "ci: test on Python 3.14 with and without Cython",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-19T02:41:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f3019aa21e77b6e836d8252491de21c585761813",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #687 from faust-streaming/claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T15:52:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04238685eafda35f3a43c99f873c839dee9697cf",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11834d8aefaf157e12ce91ff3779d538d3179786",
          "body": "…g-assignor",
          "is_bot": false,
          "headline": "Merge pull request #682 from faust-streaming/claude/aiokafka-changelo…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28384bf5efed8be5744a3b6d57641d407f540a6f",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/aiokafka-changelog-assignor",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4f9a3f18eeb2e5c690f45d8ce264f8f5c87feee",
          "body": "The new MetadataRequest([]) / CreateTopicsRequest(...) forms require the\naiokafka 0.13.0 protocol refactor; on aiokafka < 0.13 MetadataRequest is a\nversioned list (not callable) and CreateTopicsRequest must be indexed by\nversion. Faust keeps its aiokafka>=0.10 floor and already branches on\n_AIOKAFKA\n[…]\n=0.13\n\nThis also fixes master's latent breakage where CreateTopicsRequest[version]\nalready fails on aiokafka 0.13+. Also drop a duplicate\n_AIOKAFKA_HAS_API_VERSION definition introduced by the rebase.",
          "is_bot": false,
          "headline": "Guard aiokafka metadata/admin calls by protocol-API version",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:01:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f85f28dbc18a384b08862133d79eacf969a1bf9b",
          "body": "Convert three coverage gaps into genuine tests instead of leaving them\nexcluded:\n\n- utils/functional.py: add a test for translate() (only consecutive_numbers\n  was covered -> 75%); now 100%. Remove its .coveragerc omit.\n- utils/platforms.py: test max_open_files() across all branches (normal\n  hard l\n[…]\npp with a\n  RuntimeError; 0% -> 100% (was measured but untested).\n\nplatforms tests use stacked @patch decorators rather than a parenthesized\nmulti-context 'with' so the file stays valid on Python 3.9.",
          "is_bot": false,
          "headline": "Add tests for functional/platforms/agent_stopper utils (real coverage)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T13:33:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb06adcb27dbc2c2098a2a2ea1cc9849d6fcdce0",
          "body": "#649 bumped upload/download-artifact from v3 to v4 but kept the v3\npattern where every build_wheels matrix leg (and the sdist) uploaded\nunder a shared artifact name and the publish job downloaded a single\nname. v3 merged same-named uploads; v4 does not -- each upload is its\nown immutable artifact an\n[…]\nish job with pattern: cibw-* + merge-multiple into\ndist/, add skip-existing so re-runs can backfill, and if-no-files-found:\nerror so an empty build fails loudly instead of silently publishing\nnothing.",
          "is_bot": false,
          "headline": "Fix release artifact upload/download for upload-artifact@v4 (#684)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T04:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a26f83bce23c1fd16d78904b1e984c7875b55ecb",
          "body": null,
          "is_bot": false,
          "headline": "remove support for python3.9 and below",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3031196d3fef95053df7a70d286fd97047461bb2",
          "body": "…min request compatibility\n\nEnsure worker consumers use the Faust assignor whenever changelog tables are present,\neven with zero standby replicas, so table recovery mapping remains correct. Also update\nmetadata/create-topics request construction for newer aiokafka APIs.",
          "is_bot": false,
          "headline": "fix(aiokafka): keep Faust assignor for changelog tables and update ad…",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a413a74b3e09722cd4112609377a08a4bb2a3297",
          "body": "…xes-63nsnu",
          "is_bot": false,
          "headline": "Merge pull request #679 from faust-streaming/claude/faust-prs-sync-fi…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T02:52:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5f5b43ea82a79684545bead794e05f9cd996a8d",
          "body": "The confluent readd had switched examples/word_count.py to\n'confluent://localhost:9092'. Confluent is an optional, experimental\ntransport (installed via faust[ckafka]); mainstream examples should use\nthe default aiokafka transport. Revert the example broker to\n'kafka://localhost:9092'.",
          "is_bot": false,
          "headline": "Keep aiokafka (kafka://) as the default broker in the word_count example",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:13:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e3eab0e1d9fe966bc07f0c29387ce6413ecdd7",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into faust-679",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3c4244d734377a6f7782ef2bb201abe181b739b",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #680 from faust-streaming/claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:10:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b282d425ec57c89cae81b4a058bfdc07d13f8c71",
          "body": "black 26.5.1 and isort 8.0.1 require Python >= 3.10, so pinning them\nunconditionally broke 'pip install -r requirements/test.txt' on the\nPython 3.9 test-matrix jobs. black/isort are lint-only and only run in\nthe lint job (PYTHON_LATEST), so pin them on 3.10+ and fall back to an\nunpinned install on 3.9, where they are installed but never invoked.",
          "is_bot": false,
          "headline": "Guard formatter pins with a Python 3.10+ marker",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:04:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a5a2e0297717019bc6f797b0364a1bc6606c949",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10f0f58842234524a7afc4d756c4481d3f386483",
          "body": null,
          "is_bot": false,
          "headline": "Fix CI lint formatting drift in tests and aerospike store (#677)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f9254232296e1d3fa55fb14c1f104c90aa40fe9",
          "body": "black and isort were unpinned in requirements/test.txt, so CI always\ninstalled the newest release. When isort 8.0.1 and black 26.5.1 shipped,\ntheir changed formatting output started failing 'Check linting' on\notherwise-unchanged trees -- lint was passing or failing depending only\non when the job happened to run.\n\nPin both to the current versions (the ones the tree is already formatted\nfor) so linting is reproducible. Bump them deliberately, together with a\ntree-wide reformat, in future.",
          "is_bot": false,
          "headline": "Pin black and isort to keep CI lint reproducible",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T16:36:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ed39f50d868d4006114be33616eca2bd3aa22a2",
          "body": "confluent.py is only importable when the ckafka extra (faust[ckafka]) is\ninstalled, which the CI test environment does not do -- so its tests are\nskipped there and the file shows as 0% covered, dragging project/patch\ncoverage down. Omit it from coverage like the memory driver already is;\nthe driver's own tests still run wherever confluent-kafka is available.",
          "is_bot": false,
          "headline": "Exclude optional confluent driver from coverage",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a175c215b6206e44af975275c18009886255a4b7",
          "body": "confluent-kafka is an optional extra (faust[ckafka]) and is not part of\nrequirements/test.txt, so it is absent in the CI test matrix. The test\nmodule imports the driver (which imports confluent_kafka) at import time,\nwhich turned every matrix job into a collection error. Guard the module\nwith pytest.importorskip('confluent_kafka') so it skips cleanly when the\noptional dependency is unavailable, and runs in full where it is.",
          "is_bot": false,
          "headline": "Skip confluent driver tests when confluent-kafka is not installed",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21994eb50b30b5fee014e1b7af6e79708b526085",
          "body": "Consumer.create_topic() computed retention as\nint(want_seconds(retention) * 1000.0) unconditionally, so the default\nretention=None raised TypeError (None * 1000.0) whenever a topic was\ndeclared without an explicit retention. Guard the conversion the same way\nthe aiokafka driver does (pass None through), and add a regression test.",
          "is_bot": false,
          "headline": "Fix crash in confluent Consumer.create_topic with no retention",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba2b4962c011d439d33481f1a1b8c9c25879915c",
          "body": "The previous tests/unit/transport/drivers/test_confluent.py (~1375 lines)\nwas copied wholesale from the aiokafka test suite and asserted against\nmethods the confluent driver never had (_fetch_records, _max_poll_records,\ntransactional producer methods that raise NotImplementedError, ...), so\n60 of 85\n[…]\nonfluent_kafka Consumer/Producer mocked so no broker is\nneeded. 56 tests, all passing, runs in <1s. Includes a regression guard\nthat AsyncConsumer construction never calls the removed io_event_enable.",
          "is_bot": false,
          "headline": "Rewrite confluent driver tests against the real driver API",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:43:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5bdd8d3abcfa742b8ac7bdab486466a7a866b8eb",
          "body": "The driver depended on Consumer.io_event_enable(), an eventfd-based\nnotification API that only exists in the unmerged 2022 fork\nstephan-hof/confluent-kafka-python@features/io_event_enable and is\nabsent from every released confluent-kafka. This made faust[ckafka]\ninstall an abandoned personal fork an\n[…]\nl behavior changes.\n\nPoint requirements/extras/ckafka.txt at the official\nconfluent-kafka>=2.0.0 release, and drop the now-unused os, struct and\nweakref imports plus a dead cast in Consumer.on_stop().",
          "is_bot": false,
          "headline": "Make confluent driver work with released confluent-kafka",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:30:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eb323f24ad59009ab610d2b41cdf8d5b366bd549",
          "body": "Resolve conflict in faust/transport/drivers/__init__.py by keeping the\nFactoryMapping-based transport registry (with the confluent driver\nregistered), consistent with every other faust registry (stores, web\ncache backends, fixups) and preserving lazy driver loading so the\noptional confluent_kafka dependency is only imported when the confluent\ntransport is actually selected.",
          "is_bot": false,
          "headline": "Merge branch 'master' into readd-confluent",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:22:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47201a6a03bc843c7414326857ca316f83619921",
          "body": "aiokafka 0.13.0 removed the `api_version` parameter from both\n`AIOKafkaConsumer` and `AIOKafkaProducer`. Since faust requires\n`aiokafka>=0.10.0`, it needs to handle both old and new versions.\n\nThis adds a version check and conditionally includes `api_version`\nonly when running with aiokafka < 0.13.0.\n\nFixes #672\n\nCo-authored-by: nightcityblade <nightcityblade@gmail.com>",
          "is_bot": false,
          "headline": "fix: support aiokafka 0.13.0 which removed api_version parameter (#674)",
          "author_name": "nightcityblade",
          "author_login": "nightcityblade",
          "committed_at": "2026-03-30T11:29:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff75c0be3d784d28b9f69ba3ea94be769b151b89",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#647)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-22T16:54:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "190b207f27b29fa14f241101ded5abbdb4b34f06",
          "body": "* EOL support for Python 3.8\r\n\r\n* Remove Python 3.8 from python-package.yml",
          "is_bot": false,
          "headline": "EOL support for Python 3.8 (#650)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-22T16:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af0ed799d1f67c817e60e9fe5484ef74a6f91067",
          "body": "This will allow us to start making releases again.",
          "is_bot": false,
          "headline": "Update handling of artifacts in python-package.yml (#649)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-21T20:44:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8eb5cd7f2c049394ab8ab3d165a488bd06c4923a",
          "body": null,
          "is_bot": false,
          "headline": "Update python-package.yml to formally support Python 3.13 (#648)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-19T03:04:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "378aedee020b849519301daca0d0d509b2aae8e4",
          "body": "* Replace aredis with redis-py\r\n\r\n* Linted files.\r\n\r\n* Ensure shutdown logic is run only once.\r\n\r\n---------\r\n\r\nCo-authored-by: szicari-streambit <80933567+szicari-streambit@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Replace aredis with redis-py (#635)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-19T02:09:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da2d10e65826bd26d2b434f6dcc67d7457702d4a",
          "body": "* #601 - Adding on_clear handlers to Table and ChangeloggedSet\r\n\r\n* Fix formatting\r\n\r\n* Fix formatting",
          "is_bot": false,
          "headline": "Add on_clear handlers to (Global)Table and ChangeloggedSet (#645)",
          "author_name": "Nikolai Matiushev",
          "author_login": "egao1980",
          "committed_at": "2024-10-30T16:16:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5cc1a17aa04b217c19bdb7c12aab439cb4e3152",
          "body": "…(#644)\n\nBumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.1.7.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4.1.7)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependen\n[…]\ndownload-artifact\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 3 to 4.1.7 in /.github/workflows …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-04T00:56:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d8519289910aca2256b66ef24786ac2f3228c005",
          "body": "This reverts commit 1afa21434620242a0235a38cc0d48ba157720c16.",
          "is_bot": false,
          "headline": "Revert \"Add override_logging argument to Worker (#634) (#636)\"",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-08-23T13:48:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a50e525a066f92fe5ed073fe597c5edb51eb5b2c",
          "body": "* removed loop arg\r\n\r\n* restore double dict\r\n\r\n* re-add comma\r\n\r\n* tests\r\n\r\n---------\r\n\r\nCo-authored-by: didimelli <davide.melli@dorbit.space>",
          "is_bot": false,
          "headline": "Remove loop argument from `aiokafka` driver (#641)",
          "author_name": "didimelli",
          "author_login": "didimelli",
          "committed_at": "2024-08-13T13:19:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "232c4cf23d71e9e06a3695a38bd7a7735ad14860",
          "body": "…m version to v0.10.0 (#639)",
          "is_bot": false,
          "headline": "rename to topic_errors for newer versions of aiokafka and bump minimu…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-08-07T23:16:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1afa21434620242a0235a38cc0d48ba157720c16",
          "body": "* Add override_logging argument to Worker\r\n\r\n* Add worker_override_logging to App\r\n\r\n* Update documentation\r\n\r\n* Update tests\r\n\r\nCo-authored-by: Lukasz Pogoda <>\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": false,
          "headline": "Add override_logging argument to Worker (#634) (#636)",
          "author_name": "lpogo",
          "author_login": "lpogo",
          "committed_at": "2024-07-18T00:36:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5007cc4bb82118ab44a77731a939ecbf1dec9a8",
          "body": null,
          "is_bot": false,
          "headline": "Update python-package.yml to build wheels on macos-13 and macos-14",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-07-17T20:07:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5237fe11e52f167bfa530ef10fadc1df66f2558e",
          "body": "…ets sorted out",
          "is_bot": false,
          "headline": "Set 3.12 support to experimental in python-package.yml while aredis g…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-07-17T18:43:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02ff777f5cf4fb0b9d70fff65b7965dd49feea07",
          "body": null,
          "is_bot": false,
          "headline": "fix: aiokafka `0.11.0` error when creating topics (#631)",
          "author_name": "Tomek Miodek",
          "author_login": "somnam",
          "committed_at": "2024-07-10T02:33:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a489db3bbee22583b6cbbcc0d840952981e24661",
          "body": "* skip consistency test since it's broken anyway\r\n\r\n* skip specific unit tests if pypy\r\n\r\n* conditionally disable functional streams tests on pypy\r\n\r\n* update lock acquisition for logging in newer python versions\r\n\r\n* revert breaking change with timestamp\r\n\r\n* fix remaining test\r\n\r\n* lint files",
          "is_bot": false,
          "headline": "Skip some PyPy tests and revert breaking poll_at timestamp change (#621)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-04-02T19:31:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c4c8bbea56d56f3010831d1298848dba6d083e6",
          "body": "* Check if pytest<8.1 could fix\r\n\r\n* Update test.txt",
          "is_bot": false,
          "headline": "Pin pytest<8 to fix Python 3.11 tests (#619)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-04-01T17:09:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13e7ef1c8d60764cbe93913b9c3ce3d4a3f76483",
          "body": "* mess around this unit tests for aiokafka statuses\r\n\r\n* apparently highwater had a bug???\r\n\r\n* fix formatting\r\n\r\n* wow has this been broken this entire time???\r\n\r\n* fix more tests\r\n\r\n* lint\r\n\r\n* fix yet another test\r\n\r\n* fix yet another test\r\n\r\n* remove unneeded import\r\n\r\n* re-enable another test\r\n\r\n* fix linting\r\n\r\n* fix another test\r\n\r\n* Update aiokafka.py\r\n\r\n* revert changes",
          "is_bot": false,
          "headline": "Fix disabled aiokafka unit tests (#610)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-04-01T16:12:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d737c754936130733103648a5af11f521a04818",
          "body": null,
          "is_bot": false,
          "headline": "remove humanization conversion",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-04-01T15:08:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adcbc81880441fd15dacd7f9ebd751f74584ce8d",
          "body": "* robinhood issues 514\r\n\r\n* add hopping example\r\n\r\n* fix: 'Nonetype' object is not iterable problem\r\n\r\n* lint\r\n\r\n* remove unused var\r\n\r\n* add mock ranges to table tests\r\n\r\n* Pull in changes by @thomas-chauvet\r\n\r\n* save the popped value as a backup for now\r\n\r\n* cleanup and add more tests\r\n\r\n* test for ranges when full and empty\r\n\r\n* add linting\r\n\r\n* remove MagicMock import\r\n\r\n---------\r\n\r\nCo-authored-by: Don Wong <doncat99@gmail.com>",
          "is_bot": false,
          "headline": "Pull in hopping window table fix (#412)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-03-30T00:13:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed85356874680727695b8c0ccc8130789906a1dc",
          "body": "* Fix imports from updates in mode-streaming\r\n\r\n* Require new version of mode-streaming",
          "is_bot": false,
          "headline": "Fix imports from updates in mode-streaming~=0.4.0 (#618)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-03-29T23:22:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11505bca28dc5b7d274c2c8e73ea3c0b8cba6289",
          "body": null,
          "is_bot": false,
          "headline": "Rollback upload and download artifacts to v3 in python-package.yml",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-03-17T00:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34ae8ec7ee942ea92166428b5c358d2e6a388f1c",
          "body": "* Use registry passed to `setup_prometheus_sensors` to generate metric view\r\n\r\n* refactor: import `web` once",
          "is_bot": false,
          "headline": "Fix prometheus registry (#613)",
          "author_name": "Krzysztof Sulejczak",
          "author_login": "krzysieksulejczak",
          "committed_at": "2024-03-04T15:13:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5330c45c7fb9855b43b2f711ca9aa0ce2bdbbb06",
          "body": null,
          "is_bot": false,
          "headline": "fix: serialize (named)tuple when using orjson (#612)",
          "author_name": "Zev Isert",
          "author_login": "zevisert",
          "committed_at": "2024-03-01T17:19:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebf66ae031c3eb462ade320c73e84d1c4cb7a32f",
          "body": "Co-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": false,
          "headline": "bugfix: Fix cython stream_event_in to match python impl (#608)",
          "author_name": "Timothy Thomas",
          "author_login": "Tim-Thomas",
          "committed_at": "2024-02-16T20:43:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d248bf5e0ab7ac5961bad76839149ac03f7bb86",
          "body": null,
          "is_bot": false,
          "headline": "Run black and fix setup.cfg to add E701 and E704 to flake8 ignore (#609)",
          "author_name": "Timothy Thomas",
          "author_login": "Tim-Thomas",
          "committed_at": "2024-02-16T20:32:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a09533d3cb54801238545b4fa17fa74ac130138",
          "body": null,
          "is_bot": false,
          "headline": "enable kafka static-partition-assignment (KIP-345) (#600)",
          "author_name": "Marco Moser",
          "author_login": "Mopsgeschwindigkeit",
          "committed_at": "2024-01-11T14:05:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e91c55fea51f77306da2b2a0e1e3718c34081aa3",
          "body": null,
          "is_bot": false,
          "headline": "Revert to upload-artifact v3 in python-package.yml",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-01-03T21:53:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f1f7595c3d1601e61c46a2c05430f1c68660630",
          "body": "* Update agent.py to call loop.create_task rather than asyncio.Task\r\n\r\nCredit goes to @samtx for finding this solution for https://github.com/faust-streaming/faust/issues/175#issuecomment-1177730361\r\n\r\n* Update agent.py\r\n\r\nCo-authored-by: Sam Friedman <samtx@outlook.com>\r\n\r\n* Fix linting in agent.py\n[…]\nt test to check awaitable task creation\r\n\r\n* Linting and formatting\r\n\r\n---------\r\n\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>\r\nCo-authored-by: Sam Friedman <sam.friedman@he360.com>",
          "is_bot": false,
          "headline": "Use `loop.create_task()` for agent tasks (#598)",
          "author_name": "Sam Friedman",
          "author_login": "samtx",
          "committed_at": "2024-01-03T17:06:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6588a9774babd6aee61f2ce69572b167850717b4",
          "body": null,
          "is_bot": false,
          "headline": "Add example for medium/large projects in FastAPI (#595)",
          "author_name": "duduru",
          "author_login": "hgalytoby",
          "committed_at": "2023-12-28T04:10:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38121584fa0fe971c36fa53fd537b3c73a970cc2",
          "body": "Bumps [actions/upload-pages-artifact](https://github.com/actions/upload-pages-artifact) from 2 to 3.\r\n- [Release notes](https://github.com/actions/upload-pages-artifact/releases)\r\n- [Commits](https://github.com/actions/upload-pages-artifact/compare/v2...v3)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependenc\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-pages-artifact from 2 to 3 (#593)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-19T19:01:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
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          {
            "name": "terminaltables",
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          {
            "name": "tox",
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          {
            "name": "twine",
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          {
            "name": "wheel",
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          {
            "name": "yarl",
            "direct": false,
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        ],
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        {
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          "login": "wbarnha",
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        {
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          "login": "e-kosten",
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          "avatar_url": "https://avatars.githubusercontent.com/u/49325583?v=4"
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        {
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          "login": "DhruvaPatil98",
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          "avatar_url": "https://avatars.githubusercontent.com/u/52442595?v=4"
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        {
          "type": "User",
          "login": "mihatroha",
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      "ci_workflows": [
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      "linter_configs": [
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          },
          {
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          {
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            "name": "Contributors",
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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          {
            "name": "Dependency-Update-Tool",
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          },
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
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          {
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          {
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  "source": {
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                "key": "pr_template",
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                "key": "commit_distribution",
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                "key": "openssf_scorecard_contributors",
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            "key": "responsiveness",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                ],
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/25 approved changesets -- score normalized to 0",
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            ]
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            "key": "stewardship",
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            "inputs": {
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              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "faust-streaming",
              "public_repos": 5,
              "account_age_days": 2098
            },
            "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": "18 followers of faust-streaming",
                "points": 9.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 18,
                      "login": "faust-streaming"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "5 public repos, account ~5 yr old",
                "points": 17.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 5
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "faust-streaming"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "194 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 194
                    }
                  }
                ],
                "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": 100,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "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": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "asyncio",
                "python-streaming",
                "kafka",
                "redis",
                "distributed-systems"
              ],
              "has_wiki": true,
              "homepage": "https://faust-streaming.github.io/faust/",
              "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://faust-streaming.github.io/faust/",
                "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": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 19 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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 3 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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 4 resolved dependencies against OSV; 73 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 4
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 73
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 73,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 4,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.844,
              "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": "76 of 90 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 76,
                      "sampled": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "faust/py.typed"
              ],
              "agent_commit_share": 0.16,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.1
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "faust/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "faust/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "16 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "10 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 83007,
              "source_files_sampled": 411,
              "oversized_source_files": 4
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              "api_schema_files": []
            },
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              {
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                "points": 0,
                "status": "missed",
                "details": [],
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                "key": "mcp_server",
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              },
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                "key": "runnable_examples",
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                "points": 40,
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        ],
        "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."
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    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T17:55:28.940367Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/faust-streaming/faust.svg",
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}

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 v0.23.0 — повна методологія · вікі метрик.

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