Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.3.1 · 2026-07-24 15:11 UTC

arr-ai / arrai

The ultimate data engine.

GoApache-2.0★ 21 зірка⑂ 15 форківз лист. 2017 р.Переглянути на GitHub ↗
ТипБібліотекаІнструмент командного рядкаяк це визначено

arr-ai/arrai має індекс здоров’я 71 зі 100, що відповідає смузі «Добрий». Найвищий показник — AI Readiness (85/100), найнижчий — Security (43/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.

71
загалом / 100
Добрий

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).

71
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні 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.

Зважений загальний бал 63 калібровано до 71 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

arr-aiОрганізація
3 підписники10 публічних репозиторіївз лист. 2017 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
Gogithub.com/arr-ai/arraiv0.337.0-2768 днів тому

Метрики за категоріями

Життєздатність

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

70Добрий · 21% загального індексу

Активність розробки

57Помірний
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
4.2/36Ритм комітів — 6/52 тижнів із комітами
12.7/18Обсяг комітів — 25 комітів за останній рік
4/10OpenSSF Scorecard: Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
Використані вхідні дані
commits_last_year25
human_commit_share1
days_since_last_push0
active_weeks_last_year6

Дисципліна релізів

90Відмінний
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 6 дн. тому
27/27Ритм релізів — реліз кожні ~15,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count100
latest_release_tagv0.337.0
releases_from_tagsні
days_since_latest_release6
mean_days_between_releases15,3

Спільнота та впровадження

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

44Слабкий · 17% загального індексу

Популярність і впровадження

33У зоні ризику
Як обчислюється оцінка
21.1/60Зірки — 21 зірок
9.6/25Форки — 15 форків
2.7/15Спостерігачі — 4 спостерігачів
Використані вхідні дані
forks15
stars21
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Здоров'я спільноти

57Помірний
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
readme_badges—
has_contributingні
has_issue_templateні
has_code_of_conductні
readme_badge_services—
has_pull_request_templateтак

Сталість та врядування

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

66Добрий · 23% загального індексу

Стійкість мейнтейнерів (бас-фактор)

63Помірний
Як обчислюється оцінка
25.2/54Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів
14.4/22.5Розподіл комітів — головний контриб’ютор — автор 36% комітів
13.5/13.5Широта контриб’юторів — 22 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Використані вхідні дані
bus_factor2
contributors_sampled22
top_contributor_share0,362

Реактивність на issue та PR

54Помірний
Як обчислюється оцінка
22.2/42Вирішення issue — закрито 53% issue
24.7/30Прийняття PR — злито 372/451 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs372
open_issues126
closed_issues141
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0,528
closed_unmerged_prs79
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.

Власність та опіка

54Помірний
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
4.3/25Охоплення власника — 3 підписників у arr-ai
19.6/25Послужний список — 10 публічних репозиторіїв, вік облікового запису ~8 р.
Використані вхідні дані
followers3
owner_typeOrganization
is_verified—
owner_loginarr-ai
public_repos10
account_age_days3 184

Супровід пакетів

100Винятковий
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у go
35/35Свіжість публікацій — остання публікація 8 дн. тому
20/20Історія версій — 276 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgithub.com/arr-ai/arrai
ecosystemsgo
any_deprecatedні
min_days_since_publish8

Інженерна якість

Чи наявні базові інженерні практики та документація?

83Відмінний · 19% загального індексу

Інженерні практики

78Добрий
Як обчислюється оцінка
24/24Процеси CI — 6 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .golangci.yml
0/9.6Pre-commit-хуки
0/6.4.editorconfig
14/20OpenSSF Scorecard: CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configні

Документація

90Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — http://arr.ai
10/10Опис репозиторію
0/10Теми
10/10Wiki
Використані вхідні дані
topics—
has_wikiтак
homepagehttp://arr.ai
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

43Слабкий · 16% загального індексу

Стан безпеки

37Слабкий
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
1.8/2.5CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7
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
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
3/7.5Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3/7.5Vulnerabilities — 6 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3,7
Виключено з оцінювання (немає даних або не застосовно): branch_protection. Залишкові ваги перенормовано.

Сповіщення про залежності

66Добрий
Як обчислюється оцінка
9.5/35Прямі залежності без відомих сповіщень — уражено 1: google.golang.org/grpc v1.79.3 (critical 9.1)
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
40/40Немає задавнених сповіщень — жодне сповіщення не є публічним довше за 90 дн.
Використані вхідні дані
sourceosv
advisories6
affected_packages5
assessed_packages1 197
unassessed_packages0
affected_by_severitycritical 1, high 3, unknown 1
direct_affected_packages1
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 1197 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.

85Відмінний · 4% загального індексу

Контекст і настанови для агентів

83Відмінний
Як обчислюється оцінка
45/45Інструкції для агентів — CLAUDE.md
0/15Машиночитана документація (llms.txt)
37.9/40Читабельна історія комітів — намір зазначено у 71 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,71
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes5 899

Цикл верифікації (збірка / тести / перевірка типів)

83Відмінний
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile, examples/bundle/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .golangci.yml
11/11Статична перевірка типів — Go (статично типізована)
10/10Відтворюване середовище — Dockerfile, lockfile
10/10Підтверджена практика роботи з агентами — 21 з останніх 100 комітів створено агентом або з його зазначенням
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Використані вхідні дані
has_nixні
has_testsтак
lockfilesgo.sum, package-lock.json
has_dockerfileтак
typed_languageтак
bootstrap_filesMakefile, examples/bundle/Makefile
has_devcontainerні
has_linter_configтак
typecheck_configs—
agent_commit_share0,21
toolchain_manifestsexamples/bundle/go.mod, go.mod
dependency_bot_commit_share0

Читабельність коду для моделей

100Винятковий
Як обчислюється оцінка
45/45Типізований код — Go (статично типізована)
55/55Керовані розміри файлів — 0/321 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageGo
largest_source_bytes47 133
source_files_sampled321
oversized_source_files0

Машиночитні інтерфейси

80Відмінний
Як обчислюється оцінка
40/40Схема API (OpenAPI/GraphQL/proto) — examples/grpc/Foo.proto, translate/pb/test/sysl.proto
0/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalні
api_schema_filesexamples/grpc/Foo.proto, translate/pb/test/sysl.proto

Ключові факти

21зірок GitHub
22контриб'юторів
25комітів за останні 12 місяців
0днів від останнього пушу
100релізів
2бас-фактор
126відкритих issue
Go, npmпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Докладніше

Історія зірок і форків 0 ★ / 15 ⇿
0Зірки
15Форки
90Релізи

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.

03581013151522020-012022-072025-02
Мажорні 0Мінорні 90Патчі 0

Кожна точка охоплює 5 днів.

OpenSSF Scorecard 3.7 / 10
3.7сукупно

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 · 2026-07-24 15:11 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
7CI-Tests9 out of 12 merged PRs checked by a CI test -- score normalized to 7
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
4Maintained5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
4Vulnerabilities6 existing vulnerabilities detected
Прямі залежності 21
РеєстрПакетОбмеження версіїМаніфест
Gogithub.com/arr-ai/frozenv1.11.0go.mod
Gogithub.com/arr-ai/hashv1.1.0go.mod
Gogithub.com/arr-ai/protov0.0.0-20180422074755-2ffbedebee50go.mod
Gogithub.com/arr-ai/wbnfv0.38.0go.mod
Gogithub.com/chzyer/readlinev1.5.1go.mod
Gogithub.com/go-errors/errorsv1.5.1go.mod
Gogithub.com/gorilla/websocketv1.5.3go.mod
Gogithub.com/iancoleman/strcasev0.3.0go.mod
Gogithub.com/mattn/go-isattyv0.0.20go.mod
Gogithub.com/pkg/errorsv0.9.1go.mod
Gogithub.com/rjeczalik/notifyv0.9.3go.mod
Gogithub.com/sethvargo/go-retryv0.1.0go.mod
Gogithub.com/sirupsen/logrusv1.9.4go.mod
Gogithub.com/spf13/aferov1.11.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/urfave/cli/v2v2.2.0go.mod
Gogithub.com/xuri/excelize/v2v2.11.0go.mod
Gogolang.org/x/textv0.40.0go.mod
Gogoogle.golang.org/grpcv1.79.3go.mod
Gogoogle.golang.org/protobufv1.36.10go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Усі залежності 1 197

Повний розв'язаний набір залежностей із графа залежностей GitHub: 22 прямих і 1 175 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
Gogithub.com/arr-ai/frozenv1.11.0пряма
Gogithub.com/arr-ai/hashv1.1.0пряма
Gogithub.com/arr-ai/protov0.0.0-20180422074755-2ffbedebee50пряма
Gogithub.com/arr-ai/wbnfv0.38.0пряма
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Сповіщення про залежності 5

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 1 197 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 5 мають відомі сповіщення, з них 1 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
google.golang.org/grpcv1.79.3прямакритична11.82.1
fast-uri3.1.3непрямависока14.1.1
svgo3.3.3непрямависока14.0.2
websocket-driver0.7.4непрямависока20.7.5
golang.org/x/cryptov0.54.0непряманевідома1—

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

Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 5742,
      "has_wiki": true,
      "homepage": "http://arr.ai",
      "languages": {
        "Go": 1041197,
        "Makefile": 2704,
        "Dockerfile": 290
      },
      "pushed_at": "2026-07-24T07:46:57Z",
      "created_at": "2017-11-04T02:48:15Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-16T10:43:26Z",
      "description": " The ultimate data engine.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "master",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Go",
      "significant_languages": [
        "Go"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "Organization",
      "login": "arr-ai",
      "company": null,
      "location": null,
      "followers": 3,
      "avatar_url": "https://avatars.githubusercontent.com/u/33364206?v=4",
      "created_at": "2017-11-04T02:46:22Z",
      "is_verified": null,
      "public_repos": 10,
      "account_age_days": 3184
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.337.0",
          "kind": "minor",
          "published_at": "2026-07-18T11:58:17Z"
        },
        {
          "tag": "v0.336.0",
          "kind": "minor",
          "published_at": "2026-04-11T10:32:18Z"
        },
        {
          "tag": "v0.335.0",
          "kind": "minor",
          "published_at": "2026-03-08T08:34:57Z"
        },
        {
          "tag": "v0.334.0",
          "kind": "minor",
          "published_at": "2026-03-08T07:09:07Z"
        },
        {
          "tag": "v0.333.0",
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          "body": "Add embedded agents-guide.md with comprehensive arrai documentation\nfor AI coding assistants, accessible via `arrai --help-agent`. Add\nNOTICES file for third-party license attribution. Fix comment typo\nin release workflow.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add --help-agent flag, agent guide, and NOTICES (#699)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-03T12:28:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "da12aa2de43d6406fe99469f6bc0ec0ea2c8534f",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Override serialize-javascript to fix remaining npm audit vulnerability",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-03T09:29:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2e02cfb7bf44e36fdca467875f07944e2bba7465",
          "body": "Resolves all Dependabot PRs for Go modules. The remaining npm\nserialize-javascript vulnerability requires a Docusaurus major upgrade.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update dependencies: go mod tidy examples/bundle, npm audit fix docs",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-03T09:23:24Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3f8d13b6e36b244a8c8deb8db14a01cef6e5b38d",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Regenerate stdlib bundles for frozen v1.9.0",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T12:57:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b885dc5d7fa2ba72b5814b145bcc50fc9583c50d",
          "body": "Rename archives.builds→ids, format→formats, format_overrides.format→formats.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix deprecated goreleaser v2 config fields",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T12:51:08Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dc7414e5ddc8d3b323976599fe4911b0c2784475",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix gofmt double blank line in rel/value.go",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T12:44:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "76a3c6d28d4ea7107cf3375c2ad347987985f404",
          "body": "- Dockerfile: Go 1.21 → 1.24, Alpine 3.18 → 3.21\n- Remove unused intfValueLess function\n- Fix gofmt issues (blank lines, import grouping)\n- Break long line in joinOneSide signature\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Dockerfile Go version and lint issues for v1.64.8",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T11:52:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "88e39773a16f0c917397e59bae10dbb1bd490b1c",
          "body": "Excludes indent-error-flow, redefines-builtin-id, and G115 (integer\noverflow) which are pre-existing in the codebase and were not caught\nby the previous v1.54.0.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Suppress lint rules newly enforced by golangci-lint v1.64.8",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T11:21:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cc98020fc2b2ae954444ccc88051d5ba35672a04",
          "body": "…ases\n\n- Upgrade Go from 1.21 to 1.24 across all workflows\n- Upgrade golangci-lint from v1.54.0 to v1.64.8\n- Use RELEASE_PAT in generate-tag so tag pushes trigger release workflow\n- Remove deprecated exportloopref linter (Go 1.22 fixed loop var capture)\n- Remove obsolete go get -d step, add Go setup to coverage job\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update CI: Go 1.24, golangci-lint v1.64.8, PAT for tag-triggered rele…",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T11:09:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e34a4b3578291a5447fdea72749cdad6b1683f64",
          "body": "frozen v1.9.0 adds H128 single-call content hashing, enabling O(1) set\nequality checks (97-99% faster). wbnf v0.38.0 is required for frozen\ngenerics compatibility. Also fixes set_test.go to compare loop indices\ninstead of struct values for identity checks.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Upgrade frozen to v1.9.0 (H128 content hash) and wbnf to v0.38.0",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T05:11:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "475fceea5eb296514a1521b10bcdc99e6129acb1",
          "body": "…allocation overhead\n\nGenericTuple.Names(), getBucket(), and getSetBuilder() were recomputing\nfrozen.Set[string] / sorted name slices on every call despite tuples being\nimmutable. Cache these via sync.Once. Fix double getBucket() call in\nSetBuilder.Add(). Eagerly compute Relation.attrMap in newRelat\n[…]\nctly.\n\nBenchstat (p=0.008): getBucket −99%, RelationAttrs −62%, SetBuilder.Add\n−30%, Relation.Enumerate −44%, end-to-end GenericSetJoin −9–19%.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Cache hot paths in GenericTuple and Relation to reduce post-generics …",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-28T00:00:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "deb7e85f4bbe7fcc24489545ad70110feb84526f",
          "body": "Replace anz-bank/pkg/log with log/slog, replace anz-bank/pkg/mod with\na new syntax/gomod.go helper that uses `go mod download` with progressive\npath resolution. Migrate all frozen types to generics (Set[T], Map[K,V],\nKey[T]) and update Equal signatures from Equal(interface{}) to Equal(Value)\non all Value implementations. Fix multipleValues to use Set[Value] instead\nof Set[any] to avoid panics on uncomparable types.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Migrate to frozen generics API and remove anz-bank/pkg dependency",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-25T08:57:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5fab3a66f6ece9a40a79d26cd1efe99f4b8d9b3b",
          "body": "Bump Go deps to resolve 9 Dependabot alerts:\n- golang.org/x/crypto v0.26.0 → v0.48.0 (Terrapin, SSH agent, memory)\n- golang.org/x/oauth2 v0.22.0 → v0.35.0 (input validation)\n- sirupsen/logrus v1.9.3 → v1.9.4 (DoS via Entry.Writer)\n\nUpgrade docs site to resolve 21 npm alerts:\n- Docusaurus 2.1.0 → 3.9\n[…]\neact 18, MDX 3)\n- npm audit fix for transitive deps\n- Override minimatch for upstream Docusaurus dep\n- Replace yarn.lock with package-lock.json\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix security advisories in Go and npm dependencies",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-23T12:06:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1d960e4fbc8c82db85975e95031961ea92a7677",
          "body": "CLAUDE.md provides build/test commands, architecture overview, and coding\nconventions for Claude Code sessions. The research doc analyses the current\nstate of the language, performance characteristics, and potential future\ndirections including the frozen generics migration tradeoff.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CLAUDE.md and research doc on arr.ai state and future directions",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-11T10:24:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6a08aead7582cc5bd683a76b18b18c6038cf124e",
          "body": null,
          "is_bot": false,
          "headline": "bump action versions and fix goreleaser flags (#693)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2024-10-07T02:05:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39fcc8b5d1e881249475c53e308e1e958abf332c",
          "body": null,
          "is_bot": false,
          "headline": "bump dependencies (#692)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2024-10-06T22:27:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1f623792ef5344a3b6e49dc3379bce5890a1ba1",
          "body": "* update builds to use go1.21\r\n\r\n* fix lint errors\r\n\r\n* remove deprecated goreleaser config\r\n- see https://goreleaser.com/deprecations/#archivesrlcp",
          "is_bot": false,
          "headline": "update builds to use go1.21 (#276)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-08-14T05:07:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39298c716b7a983112bc620d994fd51ce0fe6bf9",
          "body": null,
          "is_bot": false,
          "headline": "fix typo in workflow (#275)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-08-09T06:52:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "672d44716024a85bc171936e929d1ade401e513b",
          "body": null,
          "is_bot": false,
          "headline": "Fix union of two dicts with the same entry (#274)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-08-09T05:42:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13b872cd532f2fb79016d096e41a06e362652e93",
          "body": null,
          "is_bot": false,
          "headline": "update workflows (#273)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-05-22T05:09:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "863b4ae621980232fd637f4f2305104dea73f231",
          "body": "The value corresponding to a v attr should not be further simplified, merely taken as in.",
          "is_bot": false,
          "headline": "Fix handling of v attr in JSON simplify (#269)",
          "author_name": "Oliver",
          "author_login": "orlade-anz",
          "committed_at": "2023-01-12T02:09:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59fd5bcacd8068dc983662f02c2baa3295e39a3d",
          "body": "`(v: <value>)` may be used in some cases to encode arbitrarily-typed values (a play on the `%v` verb in Go string templating).",
          "is_bot": false,
          "headline": "Handle v elements in JSON simplify (#268)",
          "author_name": "Oliver",
          "author_login": "orlade-anz",
          "committed_at": "2023-01-12T01:59:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ea26d1c1d040e10db133d4538281be73c90983d",
          "body": null,
          "is_bot": false,
          "headline": "publish arm builds (#266)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-10-03T21:55:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c20b40e11c2ff15662831dfce62f63f69f55e20e",
          "body": "Co-authored-by: Oliver <Oliver.Lade@anz.com>",
          "is_bot": false,
          "headline": "Bump docusaurus to latest version (#265)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-09-13T01:41:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da34998a6928b3e6772d763dd0fca8fdeb4c21bf",
          "body": "…full path (#264)",
          "is_bot": false,
          "headline": "Bump pkg (and other deps) to fix importing from current module using …",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-09-12T04:15:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc0dd182153a70de2fce0f178ff676b8e803b99e",
          "body": null,
          "is_bot": false,
          "headline": "Bump pkg to fix finding modules (#262)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-08-26T02:41:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ba709a2582f47fd0bdc0959aa13165a8f7723c1",
          "body": null,
          "is_bot": false,
          "headline": "Fix docker tags (semver with 'v' and full sha) (#261)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-08-22T04:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad27e8c42f6a80d56b49a1d8f32deab8657b7237",
          "body": "Also:\r\n- bump arr-ai/frozen to latest\r\n- upgrade linter to latest and fix all the linting errors\r\n- remove go-bindata (replace with embed)",
          "is_bot": false,
          "headline": "Upgrade go to 1.19 and build multi-platform docker image (#260)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-08-18T23:27:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb391b2b42d9f1d3bf96f0cd6790e8cf56f725a4",
          "body": "This bug was caused due to relation.unionSetSubsetBucket not returning a sorted column names which cause relations with the same column names but different order be treated as different type of relations.",
          "is_bot": false,
          "headline": "fix bug where union of the same relations create a union set (#259)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-05-23T07:44:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14b56f4079c9a65dcbc12c9d5b7a2f41d68ce809",
          "body": "* Bump to setup-go v3\r\n\r\n* Bump golangci-lint version",
          "is_bot": false,
          "headline": "Bump to setup-go v3 (#255)",
          "author_name": "Jack Zheng",
          "author_login": "cuminandpaprika",
          "committed_at": "2022-04-14T04:37:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdfa82cbe485d37958fddac91badb5536b5f6497",
          "body": null,
          "is_bot": false,
          "headline": "bump github-tag-action version to 1.36.0 (#256)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-04-14T03:11:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32968362e988a2798577f4fdf5c8d5fbaf77a996",
          "body": null,
          "is_bot": false,
          "headline": "close file after writing in file output mode (#254)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-04-14T01:52:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b317f92338c7c57c72a3376e1a808610f86b71c6",
          "body": null,
          "is_bot": false,
          "headline": "Fix markdown table formatting of seq.md (#253)",
          "author_name": "Jack Zheng",
          "author_login": "cuminandpaprika",
          "committed_at": "2022-03-28T23:50:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c7a471d5f0d6c198ac3ab5a6ad49306f947ae54",
          "body": "Initially, when arrai is run with the file generation flag in directory mode, an empty set will fail the process. This commit allows empty set to be used in directory mode. When an empty set is encountered, it will not generate anything.",
          "is_bot": false,
          "headline": "allow empty dictionary in file generation (#252)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-03-24T00:58:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d001a7ee357b12caaf13c011362b89415c0951f",
          "body": "Exporting the function that creates a debugging session allows external code to start a debugging session when they need to.",
          "is_bot": false,
          "headline": "refactor arrai error shell debugger to an exported function (#250)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-03-10T05:37:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d66666f2006c7e9e60ef491563c406f529a21af8",
          "body": "Previously, //eval.eval calls SafeStdScopeTuple function which rebuilds the stdlib. This is unnecessary as the function SafeStdScope uses sync.Once which avoids rebuilding the arrai stdlib. This commit ensures that //eval.eval loads stdlib once by calling SafeStdScope.",
          "is_bot": false,
          "headline": "ensure stdlib is loaded once for //eval.eval (#249)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-02-21T23:07:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b27f5e36db1322227ad7c6887a007c515402e2d",
          "body": null,
          "is_bot": false,
          "headline": "fix //seq.join scenario for an array with empty set (#248)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-02-15T23:21:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ece738692796cde75a835972fecb6a030af8b3a",
          "body": "Previously, a compose operation would modify the LHS set after evaluating. This is due to the use slices which results in pointers. When slices are appended, the original array that was sliced will have its values modified. This commit ensures that the sliced Values are copied instead of returning the slice.",
          "is_bot": false,
          "headline": "fix issue with mutability of Relation in compose operations (#247)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-02-06T23:12:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19f1c01cfed655726adccb11953b67253c5c6fc8",
          "body": null,
          "is_bot": false,
          "headline": "fix Without expressions on strings (#246)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-01-14T05:07:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf11ed28cb300098c94e657dfb9d6f4e77abbe8e",
          "body": "…ent (#245)\n\nInitially, expressions that creates nest of nest of a complement\r\nseem to output values differently in multiple runs of arr.ai. However,\r\nthe issue seems to be fixed in new versions of arr.ai. This commit\r\nadds a test to ensure the output of the problematic expressions are\r\ndeterministic.",
          "is_bot": false,
          "headline": "add tests to ensure deterministic output of nest of nest of a complem…",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-01-14T03:26:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "460509880776c180f6a52a4079c63ef5717fb21e",
          "body": "Initially, any whitespaces after the opening quote in a string expression\r\nare trimmed. This was meant only for indentations but it also removes\r\nwhitespaces that are just spaces. This commit changes that behavior\r\nto retain initial spaces after the opening quote.",
          "is_bot": false,
          "headline": "retain initial spaces in string expressions (#243)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-01-14T02:35:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "wasm CI started failing recently with Error: command line too long. This comes from https://github.com/golang/go/blob/go1.16.9/misc/wasm/wasm_exec.js#L569-L572 and seems to be because the environment has grown too large for the 8k limit.\r\n\r\nThis change trims envvars before running the wasm test.",
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          "body": "Also:\r\n- Remove obsolete code and tests failing on Windows\r\n- Switch import testing target from ChloePlanet/arrai-examples to arr-ai/arrai-import-tests",
          "is_bot": false,
          "headline": "Update to frozen v0.20.0 (#231)",
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          "headline": "Fixed \"panic: GetOrAddFromCache: cache not in context\"",
          "author_name": "Allon Guralnek",
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          "headline": "Lint",
          "author_name": "Allon Guralnek",
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          "author_name": "Allon Guralnek",
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          "headline": "Made arrai test non-internal. Made some of the code external to allow…",
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          "body": "cache was implemented as a global variable and when arrai code is called from golang,\r\nthe import cache persists. This commit moves import cache to context and ensures it\r\nis reset every time arrai code is called in a golang code. \r\n\r\nIt also allows `EvaluateExpr` to receive a context argument with existing cache inside. The function will not override this cache so that cache can be reused. This is meant for those who run arrai scripts in a golang program.",
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          "headline": "import cache resets everytime EvaluateExpr is called (#212)",
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                "key": "pr_acceptance",
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                "key": "fuzzing",
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              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "6 existing vulnerabilities detected",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 1197 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 1197
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "source": "osv",
              "advisories": 6,
              "affected_packages": 5,
              "assessed_packages": 1197,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 3, unknown 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: google.golang.org/grpc v1.79.3 (critical 9.1)",
                "points": 9.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "google.golang.org/grpc v1.79.3 (critical 9.1)"
                    }
                  }
                ],
                "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 has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 1197,
              "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": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 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": "excellent",
        "name": "AI Readiness",
        "value": 85,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.71,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 5899
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "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": "71 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 37.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "examples/bundle/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.21,
              "toolchain_manifests": [
                "examples/bundle/go.mod",
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, examples/bundle/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, examples/bundle/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": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "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"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "21 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 21,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 47133,
              "source_files_sampled": 321,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/321 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 321,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "examples/grpc/Foo.proto",
                "translate/pb/test/sysl.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "examples/grpc/Foo.proto, translate/pb/test/sysl.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples/grpc/Foo.proto, translate/pb/test/sysl.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6,
        "network-service": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:github.com/urfave/cli/v2",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T15:11:47.653675Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/arr-ai/arrai.svg",
  "full_name": "arr-ai/arrai",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Пов’язані записи

Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з arr-ai/arrai. Читати поруч →

100coder/coderSecure environments for developers and their agentsВинятковий100apache/airflowApache Airflow - A platform to programmatically author, schedule, and monitor workflowsВинятковий99hashicorp/consulConsul is a distributed, highly available, and data center aware solution to connect and configure applications across dynamic, distributed infrastructure.Винятковий99authelia/autheliaThe Single Sign-On Multi-Factor portal for web apps, now OpenID Certified™Винятковий99lima-vm/limaLinux virtual machines, with a focus on running containersВинятковий99smartcontractkit/chainlinknode of the decentralized oracle network, bridging on and off-chain computationВинятковий

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 v2.3.1, схема v0.27.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — Go.