Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-26 04:07 UTC

dataflow-operator / dataflow

DataFlow Operator is a Kubernetes operator for streaming data between different data sources with support for message transformations.

GoЛіцензію не виявлено★ 3 зірки⑂ 0 форківз груд. 2025 р.Переглянути на GitHub ↗

dataflow-operator/dataflow має індекс здоров’я 22 зі 100, що відповідає смузі «Критичний». Найвищий показник — Vitality (86/100), найнижчий — Community & Adoption (14/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

22
загалом / 100
Критичний

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.

22
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.

Політика юрисдикцій високого ризику застосовує множник 50% до зваженого загального індексу здоров’я і встановлює для нього межу «У зоні ризику» на рівні 49.

Власність

DataFlowОрганізація
2 підписники8 публічних репозиторіївз січ. 2026 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
Gogithub.com/dataflow-operator/dataflowv1.11.0-590 днів тому

Метрики за категоріями

Життєздатність

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

86Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
11.8/36Ритм комітів — 17/52 тижнів із комітами
18/18Обсяг комітів — 215 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year215
human_commit_share1
days_since_last_push0
active_weeks_last_year17
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 60 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~4,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count60
latest_release_tagv1.11.0
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases4,6
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

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

14Критичний · 18% загального індексу
Як обчислюється оцінка
4.9/60Зірки — 3 зірок
0/25Форки — 0 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks0
stars3
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
0/22.5Ліцензія — файлу ліцензії не виявлено
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseні
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

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

38У зоні ризику · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
6.2/22.5Розподіл комітів — головний контриб’ютор — автор 72% комітів
2.7/13.5Широта контриб’юторів — 2 контриб’юторів
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Використані вхідні дані
bus_factor1
contributors_sampled2
top_contributor_share0,724
Як обчислюється оцінка
0/46.8Вирішення issue — немає issue або даних
0/38.3Прийняття PR — немає вирішених pull request-ів або даних
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue, Прийняття PR. Залишкові ваги перенормовано.

Власність та опіка

41У зоні ризику
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
3.4/25Охоплення власника — 2 підписників у dataflow-operator
8/25Послужний список — 8 публічних репозиторіїв, вік облікового запису ~0 р.
Використані вхідні дані
followers2
owner_typeOrganization
is_verified
owner_logindataflow-operator
public_repos8
account_age_days192

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у go
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 59 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgithub.com/dataflow-operator/dataflow
ecosystemsgo
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

62Помірний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 1 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — немає даних
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: CI-Tests. Залишкові ваги перенормовано.

Документація

65Помірний
Як обчислюється оцінка
30/30README
0/25Каталог документації
15/15Сайт документації / домашня сторінка — https://dataflow-operator.github.io/docs/
10/10Опис репозиторію
10/10Теми — 9 тем
0/10Wiki
Використані вхідні дані
topicsdata-processing, data-streaming, dataflow, etl, kafka, trino, clickhouse, nessie, postgresql
has_wikiні
homepagehttps://dataflow-operator.github.io/docs/
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

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

15Критичний · 16% загального індексу

Стан безпеки

15Критичний
Як обчислюється оцінка
4.5/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — немає даних
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5Ліцензія — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 42 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier50
security_posture_after_multiplier15
security_posture_before_jurisdiction30
Виключено з оцінювання (немає даних або не застосовно): ci_tests, signed_releases. Залишкові ваги перенормовано. Політика юрисдикцій високого ризику застосовує множник 50% і встановлює для стану безпеки межу «У зоні ризику» на рівні 49.

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.

57Помірний · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
39.5/40Читабельна історія комітів — намір зазначено у 74 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,74
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — Taskfile.yml
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — Go (статично типізована)
10/10Відтворюване середовище — Dockerfile, lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesgo.sum
has_dockerfileтак
typed_languageтак
bootstrap_filesTaskfile.yml
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Як обчислюється оцінка
45/45Типізований код — Go (статично типізована)
54.5/55Керовані розміри файлів — 2/229 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageGo
largest_source_bytes73 489
source_files_sampled229
oversized_source_files2
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — samples
Використані вхідні дані
example_dirssamples
has_mcp_signalні
api_schema_files

Ключові факти

3зірок GitHub
2контриб'юторів
215комітів за останні 12 місяців
0днів від останнього пушу
60релізів
1бас-фактор
0відкритих issue
Goпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Докладніше

OpenSSF Scorecard 3.0 / 10
3.0сукупно

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 · 2026-07-26 04:07 UTC

6Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
н/дCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities42 existing vulnerabilities detected
Прямі залежності 28
РеєстрПакетОбмеження версіїМаніфест
Gogithub.com/ClickHouse/clickhouse-go/v2v2.43.0go.mod
Gogithub.com/IBM/saramav1.46.3go.mod
Gogithub.com/apache/arrow-go/v18v18.4.1go.mod
Gogithub.com/apache/iceberg-gov0.4.0go.mod
Gogithub.com/docker/go-connectionsv0.6.0go.mod
Gogithub.com/getsentry/sentry-gov0.30.0go.mod
Gogithub.com/go-logr/logrv1.4.3go.mod
Gogithub.com/go-logr/zaprv1.3.0go.mod
Gogithub.com/hamba/avro/v2v2.30.0go.mod
Gogithub.com/jackc/pglogreplv0.0.0-20251213150135-2e8d0df862c1go.mod
Gogithub.com/jackc/pgx/v5v5.8.0go.mod
Gogithub.com/prometheus/client_golangv1.23.2go.mod
Gogithub.com/prometheus/client_modelv0.6.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/testcontainers/testcontainers-gov0.40.0go.mod
Gogithub.com/testcontainers/testcontainers-go/modules/clickhousev0.40.0go.mod
Gogithub.com/testcontainers/testcontainers-go/modules/kafkav0.40.0go.mod
Gogithub.com/testcontainers/testcontainers-go/modules/postgresv0.40.0go.mod
Gogithub.com/tidwall/gjsonv1.18.0go.mod
Gogithub.com/tidwall/sjsonv1.2.5go.mod
Gogithub.com/xdg-go/scramv1.2.0go.mod
Gogo.uber.org/zapv1.27.1go.mod
Gogolang.org/x/oauth2v0.31.0go.mod
Gok8s.io/apiv0.35.0go.mod
Gok8s.io/apimachineryv0.35.0go.mod
Gok8s.io/client-gov0.35.0go.mod
Gok8s.io/utilsv0.0.0-20251002143259-bc988d571ff4go.mod
Gosigs.k8s.io/controller-runtimev0.22.4go.mod
Усі залежності не зібрано

Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Звіт у форматі JSON машиночитний
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      "recent_commits": [
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          "oid": "95be60960955a73b1c7819c0ded84206def14e85",
          "body": "## 1.11.0 (2026-07-26)\n\n## Commits\n\n- 22498eb feat: enhance KafkaSinkSpec with producer tuning options",
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          "body": "- Added new fields to KafkaSinkSpec for producer configuration: RequiredAcks, Compression, Idempotent, MaxOpenRequests, Async, FlushMessages, FlushBytes, and FlushFrequency.\n- Implemented validation logic for the new producer tuning options in validateKafkaProducerTuning function.\n- Updated applyKaf\n[…]\ncerConfig to map KafkaSinkSpec settings to Sarama producer configuration.\n- Added unit tests to validate the new producer tuning functionality and ensure correct behavior under various configurations.",
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          "headline": "feat: enhance KafkaSinkSpec with producer tuning options",
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          "body": "## 1.10.0 (2026-07-25)\n\n## Commits\n\n- 6981e3f feat: add support for collapsing sink batches based on message acknowledgment",
          "is_bot": false,
          "headline": "chore(release): 1.10.0 [skip ci]",
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          "body": "…ledgment\n\n- Introduced CollapseBatchOnMessageAck field in DataFlowSpec to control whether message acknowledgment forces MaxBatchSize=1.\n- Implemented logic in the processor and connectors to respect the new collapsing behavior.\n- Added unit tests to validate the new collapsing functionality for various scenarios.\n- Updated CRDs and documentation to reflect the new CollapseBatchOnMessageAck configuration.",
          "is_bot": false,
          "headline": "feat: add support for collapsing sink batches based on message acknow…",
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          "is_bot": false,
          "headline": "chore(release): 1.9.0 [skip ci]",
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        {
          "oid": "82f80081bf780f4efe52a23250dd40ed4af4289f",
          "body": "- Introduced TransformWorkers field in DataFlowSpec to specify the number of parallel goroutines for transformations.\n- Implemented validation logic to ensure TransformWorkers is between 1 and 64.\n- Added unit tests for TransformWorkers validation scenarios.\n- Updated CRDs and documentation to reflect the new TransformWorkers configuration.\n- Enhanced DeepCopy functionality to support TransformWorkers field.",
          "is_bot": false,
          "headline": "feat: add TransformWorkers configuration and validation",
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          "oid": "8ce4ee5c44b25d52b55f52130a638b489c9499a3",
          "body": "- Introduced an optional \"when\" predicate in TransformationSpec to conditionally skip transformations based on specified criteria.\n- Updated evaluation logic to support metadata and payload conditions in filter, router, and transformation contexts.\n- Enhanced unit tests to validate the new \"when\" functionality across various transformation types.\n- Updated CRDs to document the new \"when\" predicate feature for transformations.",
          "is_bot": false,
          "headline": "feat: add \"when\" predicate support to transformations",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-25T09:13:04Z",
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          "body": "## 1.8.0 (2026-07-20)\n\n## Commits\n\n- bc0da6b feat: add InsertField transformation support",
          "is_bot": false,
          "headline": "chore(release): 1.8.0 [skip ci]",
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          "author_login": "semantic-release-bot",
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          "oid": "bc0da6bb6b9bd43fb2793fecd998b853f65d3047",
          "body": "- Introduced InsertFieldTransformation to insert or overwrite JSON fields with literals and metadata placeholders.\n- Updated TransformationSpec to include \"insertField\" as a valid transformation type.\n- Implemented validation logic for InsertField transformation configuration, ensuring required fiel\n[…]\n JSON formats.\n- Added unit tests for InsertField transformation creation, validation, and error handling scenarios.\n- Updated CRDs to reflect the new InsertField transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add InsertField transformation support",
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          "body": "## 1.7.0 (2026-07-19)\n\n## Commits\n\n- 935ad83 feat: enhance DeepCopy functionality for DebeziumUnwrapTransformation",
          "is_bot": false,
          "headline": "chore(release): 1.7.0 [skip ci]",
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          "committed_at": "2026-07-19T08:33:15Z",
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          "oid": "935ad835baba68f2da5c7baac49e385256ad09f8",
          "body": "- Added DeepCopyInto method to handle copying of AddSourceFields, ensuring proper duplication of slice data.\n- Updated DeepCopy method to maintain consistency in data handling for DebeziumUnwrapTransformation.",
          "is_bot": false,
          "headline": "feat: enhance DeepCopy functionality for DebeziumUnwrapTransformation",
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          "committed_at": "2026-07-19T08:32:47Z",
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          "body": "## 1.6.0 (2026-07-19)\n\n## Commits\n\n- 69da110 feat: add ExtractField and HoistField transformation support\n- 4a493a5 feat: add Cast transformation support\n- a930e26 feat: add Timezone transformation support\n- ce30c31 feat: enhance release notes generation with repository URL normalization\n- b651b6a feat: enhance DebeziumUnwrap transformation with operation and source field options",
          "is_bot": false,
          "headline": "chore(release): 1.6.0 [skip ci]",
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          "oid": "b651b6a27f45227744c78abf350a8ff0542593c1",
          "body": "… field options\n\n- Added AddOperationFields to include Debezium operation markers in the output.\n- Introduced AddSourceFields to copy specified source keys into the output payload.\n- Implemented validation for AddSourceFields to ensure no empty entries are allowed.\n- Updated unit tests to cover new functionality for operation and source field handling in DebeziumUnwrapTransformer.\n- Enhanced existing tests to validate the integration of new features with existing transformation logic.",
          "is_bot": false,
          "headline": "feat: enhance DebeziumUnwrap transformation with operation and source…",
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          "committed_at": "2026-07-19T08:19:41Z",
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          "oid": "ce30c31e1ea45119b594cd3ae39bd134c45e7a4d",
          "body": "- Added functions to normalize repository URLs for better formatting in release notes.\n- Implemented a release header format that includes version, date, and repository links.\n- Updated the notes generation logic to include the new header when there are no user-facing commits.\n- Refactored existing code to improve clarity and maintainability.",
          "is_bot": false,
          "headline": "feat: enhance release notes generation with repository URL normalization",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T08:14:54Z",
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        {
          "oid": "a930e2695c25e24c3753e50757552173df802893",
          "body": "- Introduced TimezoneTransformation to convert temporal fields to a specified timezone.\n- Updated TransformationSpec to include \"timezone\" as a valid transformation type.\n- Implemented validation logic for Timezone transformation configuration, ensuring required fields and valid timezone formats.\n- Added unit tests for Timezone transformation creation, validation, and error handling scenarios.\n- Updated CRDs to reflect the new Timezone transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add Timezone transformation support",
          "author_name": "Ilya Ponomarev",
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          "committed_at": "2026-07-19T08:13:57Z",
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        {
          "oid": "4a493a50194d85475220111e41b59c16602d7699",
          "body": "- Introduced CastTransformation to convert field values to target types using JSONPath.\n- Updated TransformationSpec to include \"cast\" as a valid transformation type.\n- Implemented validation logic for Cast transformation configuration, ensuring required fields and valid types.\n- Added unit tests for Cast transformation creation, validation, and error handling scenarios.\n- Updated CRDs to reflect the new Cast transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add Cast transformation support",
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          "committed_at": "2026-07-19T08:03:05Z",
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          "body": "- Introduced ExtractFieldTransformation and HoistFieldTransformation to allow extraction of specific fields and wrapping payloads under a single key, respectively.\n- Updated TransformationSpec to include these new transformation types.\n- Implemented validation logic for both transformations, ensurin\n[…]\nlidation of ExtractField and HoistField transformations.\n- Enhanced existing tests to cover new transformation functionalities.\n- Updated CRDs to reflect the new transformation types in documentation.",
          "is_bot": false,
          "headline": "feat: add ExtractField and HoistField transformation support",
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          "committed_at": "2026-07-19T07:56:05Z",
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          "body": "## Commits\n\n- 899e6b4 feat: add ReplaceField transformation support\n- c0d4126 feat: add HeadersToPayload transformation support\n- 1cbf85b feat: enhance Filter and Router transformations with comparison predicates\n- 78455ef feat: add StructFlatten transformation support\n- 149315d feat: add DeepCopy methods for StructFlattenTransformation",
          "is_bot": false,
          "headline": "chore(release): 1.5.0 [skip ci]",
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          "body": "- Implemented DeepCopy and DeepCopyInto methods for StructFlattenTransformation to facilitate proper copying of instances.\n- Updated unit tests to ensure correct functionality of the new deepcopy methods.",
          "is_bot": false,
          "headline": "feat: add DeepCopy methods for StructFlattenTransformation",
          "author_name": "Ilya Ponomarev",
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          "committed_at": "2026-07-19T07:46:49Z",
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          "body": "- Introduced StructFlattenTransformation to flatten nested JSON objects into a single-level map while preserving arrays as values.\n- Updated TransformationSpec to include StructFlatten as a valid transformation type.\n- Implemented validation logic for StructFlatten transformation configuration, ensu\n[…]\neation, validation, and transformation logic.\n- Enhanced existing tests to cover new transformation functionality.\n- Updated CRDs to reflect the new StructFlatten transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add StructFlatten transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:46:37Z",
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          "oid": "1cbf85ba6345106c29a86733237db493ae4b617d",
          "body": "…cates\n\n- Updated FilterTransformation and RouterTransformation to support comparison predicates: equality (\"==\") and inequality (\"!=\").\n- Enhanced documentation for condition syntax in both transformations to clarify usage.\n- Added comprehensive unit tests for various comparison scenarios in FilterTransformer.\n- Refactored Transform methods to streamline condition evaluation and improve readability.\n- Updated integration tests to validate new comparison functionality in FilterTransformer.",
          "is_bot": false,
          "headline": "feat: enhance Filter and Router transformations with comparison predi…",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:40:00Z",
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        {
          "oid": "c0d41268b72370031e2615520d32c27bfad0d24c",
          "body": "- Introduced HeadersToPayloadTransformation to copy Kafka/message headers into the JSON payload.\n- Updated TransformationSpec to include HeadersToPayload as a valid transformation type.\n- Implemented validation logic for HeadersToPayload transformation configuration, ensuring required fields and cor\n[…]\nrmation creation and validation scenarios.\n- Enhanced existing tests to cover new transformation functionality.\n- Updated CRDs to reflect the new HeadersToPayload transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add HeadersToPayload transformation support",
          "author_name": "Ilya Ponomarev",
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          "committed_at": "2026-07-19T07:36:51Z",
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          "oid": "899e6b4f1814fd91d07a673514a0167ecd206079",
          "body": "- Introduced ReplaceFieldTransformation to rename fields and filter by include/exclude criteria.\n- Updated TransformationSpec to include ReplaceField as a valid transformation type.\n- Implemented validation logic for ReplaceField transformation configuration, ensuring required fields and mutually ex\n[…]\nnsformation creation and validation scenarios.\n- Enhanced existing tests to cover new transformation functionality.\n- Updated CRDs to reflect the new ReplaceField transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add ReplaceField transformation support",
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          "committed_at": "2026-07-19T07:32:58Z",
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          "oid": "63bc72792259d47db466fee3f978f2ad7eb68e75",
          "body": "## Commits\n\n- ecf1564 feat: add maintenance window support to DataFlow",
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        {
          "oid": "ecf1564d30021d987a441da0582d387a87c87b51",
          "body": "- Introduced MaintenanceSpec to define optional maintenance windows, including start time, duration, recurrence, timezone, and manual suspension.\n- Implemented validation for MaintenanceSpec to ensure correct configuration.\n- Enhanced DataFlowSpec and DataFlowStatus to include maintenance-related fi\n[…]\nuring maintenance windows and when manually suspended.\n- Created tests for maintenance validation and processor pause behavior.\n- Updated CRDs to reflect new maintenance fields and their descriptions.",
          "is_bot": false,
          "headline": "feat: add maintenance window support to DataFlow",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-23T10:45:23Z",
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          "is_coding_agent": false
        },
        {
          "oid": "afabc696043eac1beab5b31b102ad3db1bacb9a7",
          "body": "## Commits\n\n- fce8f4b Fix: refactor DataFlowCron reconciler for improved job handling and status updates",
          "is_bot": false,
          "headline": "chore(release): 1.3.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T12:49:06Z",
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        },
        {
          "oid": "fce8f4be154dfb396acb0972ad88a9d7863a7e05",
          "body": "…tatus updates\n\n- Updated the `consumeCheckpointResetFlags` method to utilize a retry mechanism for patching DataFlowCron objects.\n- Enhanced the `reconcileTriggeredJobs` method to better manage job statuses and handle failures with retries.\n- Introduced new helper functions for job status evaluatio\n[…]\ne run IDs.\n- Added tests to validate the behavior of the reconciler with multiple succeeded jobs and recovery from stuck running triggers.\n- Cleaned up code for better readability and maintainability.",
          "is_bot": false,
          "headline": "Fix: refactor DataFlowCron reconciler for improved job handling and s…",
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          "author_login": "ilyario",
          "committed_at": "2026-06-14T12:48:42Z",
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        {
          "oid": "31794e63d2704a41cd16f95b1c6e42b47f478fcf",
          "body": "## Commits\n\n- 4575757 feat: enhance Docker build process with caching and multi-architecture support",
          "is_bot": false,
          "headline": "chore(release): 1.3.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T12:27:19Z",
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          "oid": "457575762b1c4bcbea7192183f9e8b402d53105a",
          "body": "…e support\n\n- Added local BuildKit cache configuration to improve build performance.\n- Introduced new Docker tasks for building and pushing images with registry caching.\n- Updated GitHub Actions workflow to support multi-architecture builds for amd64 and arm64 platforms.\n- Cleaned up Dockerfile by removing unnecessary package installation.",
          "is_bot": false,
          "headline": "feat: enhance Docker build process with caching and multi-architectur…",
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          "committed_at": "2026-06-14T12:26:43Z",
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        {
          "oid": "5c0bb8e6be8d88469c5a4b9a65b3ab15b258fa2d",
          "body": "## Commits\n\n- 6f85f38 feat: enhance PostgreSQL CDC source with error handling\n- 016ff6e feat: implement checkpoint reset handling in DataFlow reconciler\n- 023d6ea feat: enhance PostgreSQL CDC checkpoint handling with new tests\n- 49a6bb4 feat: enhance checkpoint reporting across connectors\n- 311383c feat: implement checkpoint reset handling in DataFlowCron",
          "is_bot": false,
          "headline": "chore(release): 1.2.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T12:02:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "311383c5811495769dea36439b6ffe0f02a122b1",
          "body": "- Enhanced DataFlowCron reconciler to manage checkpoint reset flags after processor job completion.\n- Introduced functions to apply and clear checkpoint reset markers in DataFlow and DataFlowCron specifications.\n- Added tests to verify checkpoint reset logic and ensure proper handling of reset flags in integration scenarios.\n- Updated ConfigMap management to track when checkpoint resets are applied.",
          "is_bot": false,
          "headline": "feat: implement checkpoint reset handling in DataFlowCron",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T12:01:40Z",
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          "is_coding_agent": false
        },
        {
          "oid": "49a6bb4a6ffbdb656721c6543832b2c62e3839ee",
          "body": "- Added checkpointSaveReporter to various connector types for improved error handling during checkpoint operations.\n- Updated methods in progressRecorder, CompositeCheckpointHolder, postgresCDCCheckpointHolder, and source connectors to report errors when saving checkpoints.\n- Integrated checkpoint reporting in the processor initialization to ensure proper error tracking.",
          "is_bot": false,
          "headline": "feat: enhance checkpoint reporting across connectors",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T11:12:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "023d6eaa895ef95231ba657458501728ed2b9be3",
          "body": "- Added tests for advancing checkpoint holder and persisting snapshot progress.\n- Improved the `persistSnapshotProgress` method to handle duplicate table entries and phase transitions.\n- Updated snapshot handling in the PostgreSQL CDC source connector to utilize the new progress persistence logic.",
          "is_bot": false,
          "headline": "feat: enhance PostgreSQL CDC checkpoint handling with new tests",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T11:02:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "016ff6e8097ba5198603094badac12cb30c97956",
          "body": "- Added functions to check for pending checkpoint resets and to determine if the processor deployment rollout is complete.\n- Introduced tests for checkpoint reset logic and processor deployment readiness.\n- Updated the DataFlow reconciler to consume checkpoint reset flags after the deployment rollout is ready.",
          "is_bot": false,
          "headline": "feat: implement checkpoint reset handling in DataFlow reconciler",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T10:58:32Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "6f85f38bb754ffe4d22582b237939341c2d72496",
          "body": "- Added readErrCh channel to capture fatal errors from the read goroutine.\n- Introduced testReadLoop function for unit testing.\n- Updated Read method to handle errors more effectively and log them appropriately.\n- Implemented ReadErrors method to expose the error channel for external access.",
          "is_bot": false,
          "headline": "feat: enhance PostgreSQL CDC source with error handling",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T10:55:19Z",
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          "is_coding_agent": false
        },
        {
          "oid": "f8c14f5d800ef65fb963690b3e6019c29cdd9a2e",
          "body": "## Commits\n\n- d5071a2 feat: add PostgreSQL CDC source configuration and validation",
          "is_bot": false,
          "headline": "chore(release): 1.1.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T10:34:27Z",
          "body_truncated": false,
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        {
          "oid": "d5071a28ed48da5191142aa384fc72df215126df",
          "body": "- Introduced PostgreSQLCDCSourceSpec for logical replication configuration.\n- Added validation logic for PostgreSQL CDC source in dataflow_validation.go.\n- Registered PostgreSQL CDC source in provider_registry.go and factory_test.go.\n- Updated SecretResolver to handle secrets for PostgreSQL CDC configuration.\n- Updated go.mod and go.sum to include necessary dependencies.",
          "is_bot": false,
          "headline": "feat: add PostgreSQL CDC source configuration and validation",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T10:33:55Z",
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        {
          "oid": "b032e34750e30f4f812164322fbc42b656bd3fda",
          "body": "## Commits\n\n- 612add5 docs: add Agent Skills section to README with links to GitHub and documentation",
          "is_bot": false,
          "headline": "chore(release): 1.0.47 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T06:29:27Z",
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          "oid": "612add5198d8f736c7830aeefe5e26617834d8d3",
          "body": "…umentation",
          "is_bot": false,
          "headline": "docs: add Agent Skills section to README with links to GitHub and doc…",
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          "body": "## Commits\n\n- 0ee68d9 chore: update release notes generator path in .releaserc.json",
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          "headline": "chore(release): 1.0.46 [skip ci]",
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          "is_bot": false,
          "headline": "chore: update release notes generator path in .releaserc.json",
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          "committed_at": "2026-06-14T05:44:49Z",
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          "body": "## [1.0.45](https://github.com/dataflow-operator/dataflow/compare/v1.0.44...v1.0.45) (2026-06-14)",
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          "headline": "chore(release): 1.0.45 [skip ci]",
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          "oid": "efcdcedfeea1066eb01b5bef51b5c97d0b04fd27",
          "body": "…ands with a dedicated bash script for improved maintainability and clarity.",
          "is_bot": false,
          "headline": "Refactor CRD synchronization in Taskfile.yml by replacing inline comm…",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T05:34:17Z",
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          "body": "## [1.0.44](https://github.com/dataflow-operator/dataflow/compare/v1.0.43...v1.0.44) (2026-06-14)",
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          "headline": "chore(release): 1.0.44 [skip ci]",
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          "oid": "f6b04525ed85495e02a4d2520aa37de0d1b8232a",
          "body": "…h ErrorSinkSpec, add CheckpointReset and StrictIdempotency fields. Update validation and processing logic to accommodate these changes, including new tests for error sink configuration and checkpoint handling.",
          "is_bot": false,
          "headline": "Enhance DataFlowSpec with new features: replace Errors field type wit…",
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          "committed_at": "2026-06-14T05:30:50Z",
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          "body": "## [1.0.43](https://github.com/dataflow-operator/dataflow/compare/v1.0.42...v1.0.43) (2026-06-14)",
          "is_bot": false,
          "headline": "chore(release): 1.0.43 [skip ci]",
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          "committed_at": "2026-06-14T05:13:10Z",
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          "oid": "589d967ed968b6375f6938a958d490919509687f",
          "body": "…iguration support. Added unit tests for Iceberg source and sink validation, and integrated REST catalog authentication options. Updated provider registry to include Iceberg as a source and sink type.",
          "is_bot": false,
          "headline": "Implement Iceberg source and sink connectors with validation and conf…",
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          "body": "## [1.0.42](https://github.com/dataflow-operator/dataflow/compare/v1.0.41...v1.0.42) (2026-06-14)",
          "is_bot": false,
          "headline": "chore(release): 1.0.42 [skip ci]",
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          "oid": "f36a76806890c4592c1ccbad50b223587f23b844",
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          "is_bot": false,
          "headline": "Implement AckGranularity feature to control source offset commits in …",
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          "body": "## [1.0.41](https://github.com/dataflow-operator/dataflow/compare/v1.0.40...v1.0.41) (2026-06-11)",
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          "headline": "chore(release): 1.0.41 [skip ci]",
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          "is_bot": false,
          "headline": "Refactor checkpoint acknowledgment handling across connectors to use …",
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          "body": "## [1.0.40](https://github.com/dataflow-operator/dataflow/compare/v1.0.39...v1.0.40) (2026-06-11)",
          "is_bot": false,
          "headline": "chore(release): 1.0.40 [skip ci]",
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          "headline": "fix sync pg-pg",
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          "body": "## [1.0.39](https://github.com/dataflow-operator/dataflow/compare/v1.0.38...v1.0.39) (2026-06-10)",
          "is_bot": false,
          "headline": "chore(release): 1.0.39 [skip ci]",
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          "headline": "Kafka add securityProtocol",
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          "oid": "1b5dc92f55d007ca60ab6aafc8e8aa0c1c986f6f",
          "body": "## [1.0.38](https://github.com/dataflow-operator/dataflow/compare/v1.0.37...v1.0.38) (2026-06-10)",
          "is_bot": false,
          "headline": "chore(release): 1.0.38 [skip ci]",
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          "headline": "refatoring",
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          "body": "## [1.0.37](https://github.com/dataflow-operator/dataflow/compare/v1.0.36...v1.0.37) (2026-06-08)",
          "is_bot": false,
          "headline": "chore(release): 1.0.37 [skip ci]",
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          "oid": "e35e20fb8c8e5a98f8690abed2512a57fd497659",
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          "headline": "Update README.md",
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          "body": "## [1.0.36](https://github.com/dataflow-operator/dataflow/compare/v1.0.35...v1.0.36) (2026-06-08)",
          "is_bot": false,
          "headline": "chore(release): 1.0.36 [skip ci]",
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          "headline": "Update README with comprehensive English documentation",
          "author_name": "Ponomarev Ilya",
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          "body": "## [1.0.35](https://github.com/dataflow-operator/dataflow/compare/v1.0.34...v1.0.35) (2026-06-08)",
          "is_bot": false,
          "headline": "chore(release): 1.0.35 [skip ci]",
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          "headline": "Fix batch",
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          "body": "## [1.0.34](https://github.com/dataflow-operator/dataflow/compare/v1.0.33...v1.0.34) (2026-06-08)",
          "is_bot": false,
          "headline": "chore(release): 1.0.34 [skip ci]",
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          "headline": "Normalization pg password",
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          "login": "ilyario",
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        },
        {
          "type": "User",
          "login": "semantic-release-bot",
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          "avatar_url": "https://avatars.githubusercontent.com/u/32174276?v=4"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
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          {
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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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                "key": "stars",
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                  }
                ],
                "max_points": 60
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              {
                "key": "forks",
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                "key": "watchers",
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "notes": [],
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              {
                "key": "license",
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              {
                "key": "issue_template",
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                "points": 0,
                "status": "missed",
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                "max_points": 7.2
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              {
                "key": "pr_template",
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                "status": "missed",
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                "max_points": 6.3
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      {
        "key": "governance",
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        "weight": 0.24,
        "metrics": [
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            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "bus_factor",
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                "status": "partial",
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                "key": "commit_distribution",
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                "max_points": 22.5
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                "status": "partial",
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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                "status": "partial",
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                "max_points": 10
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          },
          {
            "key": "responsiveness",
            "band": "critical",
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            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            "value": 1,
            "inputs": {
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
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                "status": "excluded",
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                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
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                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
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            "notes": [],
            "value": 41,
            "inputs": {
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              "owner_login": "dataflow-operator",
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              "account_age_days": 192
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "2 followers of dataflow-operator",
                "points": 3.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2,
                      "login": "dataflow-operator"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8 public repos, account ~0 yr old",
                "points": 8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/dataflow-operator/dataflow"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
                    }
                  }
                ],
                "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": "59 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 59
                    }
                  }
                ],
                "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": "moderate",
        "name": "Engineering Quality",
        "value": 62,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
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              "has_editorconfig": false,
              "has_linter_config": false,
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                "key": "ci_workflows",
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                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
                "data-processing",
                "data-streaming",
                "dataflow",
                "etl",
                "kafka",
                "trino",
                "clickhouse",
                "nessie",
                "postgresql"
              ],
              "has_wiki": false,
              "homepage": "https://dataflow-operator.github.io/docs/",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://dataflow-operator.github.io/docs/",
                "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": "9 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
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                "max_points": 10
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              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier to Security posture and gives it an At risk ceiling of 49.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
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              {
                "code": "jurisdiction_posture_adjustment",
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            ],
            "value": 15,
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              "checks_evaluated": 16,
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 4.5,
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              },
              {
                "key": "branch_protection",
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              },
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                "key": "ci_tests",
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                "points": 0,
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                "details": [
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                    "params": {}
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                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "42 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "moderate",
            "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": 50,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
                {
                  "role": "top_contributor",
                  "count": 1,
                  "country": "Russia"
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              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Russia: top_contributor (1)",
                "points": 50,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "top_contributor",
                      "count": 1,
                      "country": "Russia"
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                  }
                ],
                "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": 57,
        "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": 0.74,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
                    "params": {}
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                "max_points": 45
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              {
                "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",
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                "points": 39.5,
                "status": "partial",
                "details": [
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                    "code": "legible_history",
                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
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              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
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                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
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                ],
                "max_points": 11
              },
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                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
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              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
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                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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          },
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                "status": "met",
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                "max_points": 45
              },
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                "details": [
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                ],
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            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
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            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "samples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "samples"
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                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T04:07:24.123883Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dataflow-operator/dataflow.svg",
  "full_name": "dataflow-operator/dataflow",
  "license_state": "absent",
  "license_spdx": null
}

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

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

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