Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-24 09:57 UTC

hung-yueh / react-native-litert-lm

High-performance on-device LLM inference for React Native, powered by LiteRT-LM and Nitro Modules

C++ · TypeScript · CMIT★ 49 зірок⑂ 15 форківз січ. 2026 р.Переглянути на GitHub ↗
#android#ios#llm#nitro-module#on-device-ai#react-native#expo#gemma3n#gemma4#nitromodule

hung-yueh/react-native-litert-lm має індекс здоров’я 62 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (86/100), найнижчий — Community & Adoption (46/100). Останнє оновлення було 5 днів тому. Більшість нещодавньої роботи виконує один учасник.

62
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

62
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Власність

HughОсобистий обліковий запис
4 підписники8 публічних репозиторіївз лют. 2012 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
npmreact-native-litert-lm0.5.12 239185 днів томуreact-nativenitrolitertlitert-lmllmgemmagemma-4gemma-3naimachine-learningon-deviceinferenceexpo

Метрики за категоріями

Життєздатність

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

86Відмінний · 22% загального індексу

Активність розробки

76Добрий
Як обчислюється оцінка
36/36Свіжість push — останній push 5 дн. тому
12.5/36Ритм комітів — 18/52 тижнів із комітами
17/18Обсяг комітів — 77 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year77
human_commit_share1
days_since_last_push5
active_weeks_last_year18

Дисципліна релізів

100Відмінний
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 18 релізів
36/36Свіжість релізів — останній реліз 5 дн. тому
27/27Ритм релізів — реліз кожні ~11,4 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count18
latest_release_tagv0.5.1
releases_from_tagsні
days_since_latest_release5
mean_days_between_releases11,4
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

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

46У зоні ризику · 18% загального індексу

Популярність і впровадження

37У зоні ризику
Як обчислюється оцінка
27.3/60Зірки — 49 зірок
9.6/25Форки — 15 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks15
stars49
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Здоров'я спільноти

50Помірний
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Впровадження в екосистемі (завантаження)

56Помірний
Як обчислюється оцінка
44.7/80Щомісячні завантаження — 2 239 завантажень/місяць у npm
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesreact-native-litert-lm
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads2 239
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

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

53Помірний · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

24Критичний
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
3.5/22.5Розподіл комітів — головний контриб’ютор — автор 84% комітів
5.4/13.5Широта контриб’юторів — 4 контриб’юторів
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Використані вхідні дані
bus_factor1
contributors_sampled4
top_contributor_share0,844

Реактивність на issue та PR

63Помірний
Як обчислюється оцінка
36.4/46.8Вирішення issue — закрито 78% issue
26.8/38.3Прийняття PR — злито 7/10 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 2/24 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs7
open_issues2
closed_issues7
issue_closed_ratio0,778
closed_unmerged_prs3

Власність та опіка

42У зоні ризику
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
5/25Охоплення власника — 4 підписників у hung-yueh
18.9/25Послужний список — 8 публічних репозиторіїв, вік облікового запису ~14 р.
Використані вхідні дані
followers4
owner_typeUser
is_verified—
owner_loginhung-yueh
public_repos8
account_age_days5 274
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у npm
35/35Свіжість публікацій — остання публікація 5 дн. тому
20/20Історія версій — 18 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesreact-native-litert-lm
ecosystemsnpm
any_deprecatedні
min_days_since_publish5

Інженерна якість

Чи наявні базові інженерні практики та документація?

68Помірний · 20% загального індексу

Інженерні практики

74Добрий
Як обчислюється оцінка
24/24Процеси CI — 4 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — eslint.config.js
0/9.6Pre-commit-хуки
0/6.4.editorconfig
10/20OpenSSF Scorecard: CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configні

Документація

60Помірний
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 10 тем
10/10Wiki
Використані вхідні дані
topicsandroid, ios, llm, nitro-module, on-device-ai, react-native, expo, gemma3n, gemma4, nitromodule
has_wikiтак
homepage—
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

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

55Помірний · 16% загального індексу

Стан безпеки

44У зоні ризику
Як обчислюється оцінка
6/7.5Binary-Artifacts — binaries present in source code
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
1.2/2.5CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 2/24 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
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 28 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,4
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.

Сповіщення про залежності

100Відмінний
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories34
affected_packages16
assessed_packages975
unassessed_packages0
affected_by_severitycritical 1, high 13, moderate 1, low 1
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 975 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

Готовність до ШІ

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

60Помірний · 0% загального індексу

Контекст і настанови для агентів

40У зоні ризику
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 62 з 77 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,805
agent_instruction_files—
agent_instruction_max_bytes—

Цикл верифікації (збірка / тести / перевірка типів)

67Помірний
Як обчислюється оцінка
12.6/18Розгортання однією командою — android/build.gradle (домовленість інструментарію, без раннера задач)
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — eslint.config.js
11/11Статична перевірка типів — example/tsconfig.json, tsconfig.json
10/10Відтворюване середовище — lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 77 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
lockfilespackage-lock.json
has_dockerfileні
typed_languageтак
bootstrap_files—
has_devcontainerні
has_linter_configтак
typecheck_configsexample/tsconfig.json, tsconfig.json
agent_commit_share0
toolchain_manifestsandroid/build.gradle
dependency_bot_commit_share0

Читабельність коду для моделей

99Відмінний
Як обчислюється оцінка
45/45Типізований код — C++ (статично типізована)
54.1/55Керовані розміри файлів — 1/60 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageC++
largest_source_bytes283 010
source_files_sampled60
oversized_source_files1

Машиночитні інтерфейси

40У зоні ризику
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — example
Використані вхідні дані
example_dirsexample
has_mcp_signalні
api_schema_files—

Ключові факти

49зірок GitHub
4контриб'юторів
77комітів за останні 12 місяців
5днів від останнього пушу
18релізів
1бас-фактор
2відкритих issue
Maven, 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
7Релізи

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.

03581013151412026-042026-052026-06
Мажорні 0Мінорні 1Патчі 6
OpenSSF Scorecard 4.4 / 10
4.4сукупно

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 09:57 UTC

8Binary-Artifactsbinaries present in source code
5Branch-Protectionbranch protection is not maximal on development and all release branches
5CI-Tests1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 2/24 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
10Licenselicense file detected
10Maintained30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities28 existing vulnerabilities detected
Усі залежності 975

Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 975 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
npm..0.5.0непряма
npm@babel/code-frame7.29.0непряма
npm@babel/compat-data7.29.0непряма
npm@babel/compat-data7.29.3непряма
npm@babel/core7.29.0непряма
npm@babel/generator7.29.1непряма
npm@babel/helper-annotate-as-pure7.27.3непряма
npm@babel/helper-compilation-targets7.28.6непряма
npm@babel/helper-create-class-features-plugin7.29.3непряма
npm@babel/helper-create-regexp-features-plugin7.28.5непряма
npm@babel/helper-define-polyfill-provider0.6.8непряма
npm@babel/helper-globals7.28.0непряма
npm@babel/helper-member-expression-to-functions7.28.5непряма
npm@babel/helper-module-imports7.28.6непряма
npm@babel/helper-module-transforms7.28.6непряма
npm@babel/helper-optimise-call-expression7.27.1непряма
npm@babel/helper-plugin-utils7.28.6непряма
npm@babel/helper-remap-async-to-generator7.27.1непряма
npm@babel/helper-replace-supers7.28.6непряма
npm@babel/helper-skip-transparent-expression-wrappers7.27.1непряма
npm@babel/helper-string-parser7.27.1непряма
npm@babel/helper-validator-identifier7.28.5непряма
npm@babel/helper-validator-option7.27.1непряма
npm@babel/helper-wrap-function7.28.6непряма
npm@babel/helpers7.29.2непряма
npm@babel/parser7.29.2непряма
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npmtoqr0.1.1непряма
npmts-api-utils2.5.0непряма
npmts-jest29.4.10непряма
npmts-node10.9.2непряма
npmtslib2.8.1непряма
npmtype-check0.4.0непряма
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npmtype-fest0.21.3непряма
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npmtype-fest2.19.0непряма
npmtype-fest4.41.0непряма
npmtypescript5.9.3непряма
npmtypescript-eslint8.64.0непряма
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npmunicode-canonical-property-names-ecmascript2.0.1непряма
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npmunicode-match-property-value-ecmascript2.2.1непряма
npmunicode-property-aliases-ecmascript2.2.0непряма
npmuniversal-user-agent7.0.3непряма
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Сповіщення про залежності 16

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 975 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 16 мають відомі сповіщення, з них 0 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
shell-quote1.8.3непрямакритична21.9.0
@xmldom/xmldom0.8.12непрямависока40.9.10
basic-ftp5.2.2непрямависока25.3.1
brace-expansion1.1.13непрямависока15.0.7
brace-expansion1.1.14непрямависока15.0.7
brace-expansion2.1.0непрямависока15.0.7
brace-expansion5.0.5непрямависока25.0.7
js-yaml3.14.2непрямависока24.3.0
js-yaml4.1.1непрямависока24.3.0
postcss8.4.49непрямависока28.5.12
undici6.23.0непрямависока98.5.0
uuid7.0.3непрямависока113.0.1
ws7.5.10непрямависока18.21.0
ws8.20.0непрямависока28.21.0
ip-address10.1.0непрямапомірна110.1.1
@babel/core7.29.0непряманизька18.0.0-rc.6

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

Звіт у форматі JSON машиночитний
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      "created_at": "2026-01-21T19:08:42Z",
      "owner_type": "User",
      "updated_at": "2026-07-23T17:08:47Z",
      "description": "High-performance on-device LLM inference for React Native, powered by LiteRT-LM and Nitro Modules",
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      "location": "Mountain View, CA",
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      "account_age_days": 5274
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      "raw_spdx": "MIT",
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      "profile_has_license": true
    },
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        },
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        },
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        },
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        }
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          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.5.1",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-18T22:03:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b45c1b8720e92106f939673193fb190c5d1c389",
          "body": "nitrogen/generated is codegen output and gitignored; the gradle build\nreferences LiteRTLM+autolinking.gradle from it.",
          "is_bot": false,
          "headline": "fix(ci): generate Nitro bindings before Android unit tests",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-18T06:15:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "…c tests\n\nexample/android is Expo prebuild output and gitignored, so the CI job\nfailed with 'No such file or directory' before running any tests.",
          "is_bot": false,
          "headline": "fix(ci): generate example/android via expo prebuild before Robolectri…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-18T05:58:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "is_bot": false,
          "headline": "fix: repair broken test tiers, useModel config drops, and doc/downloa…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-18T05:54:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
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          "body": "- Android: getContextTokenCount returns -1 (Kotlin SDK lacks this API)\n- iOS: use ARCHS=arm64 + EXCLUDED_ARCHS=x86_64 instead of\n  ONLY_ACTIVE_ARCH (which CodeQL tracing overrides to NO)",
          "is_bot": false,
          "headline": "fix(ci): correct CodeQL build — stub tokenCount, force arm64 arch",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-18T02:48:30Z",
          "body_truncated": false,
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        },
        {
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          "body": "- Remove invalid 'options' parameter from executeVoid calls\n- Replace non-existent Conversation.tokenCount with sizeInTokens\n- Add ONLY_ACTIVE_ARCH=YES to iOS xcodebuild for ARM64-only xcframework",
          "is_bot": false,
          "headline": "fix(ci): resolve CodeQL build failures for Android and iOS",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-15T18:45:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "is_bot": false,
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          "committed_at": "2026-07-10T21:03:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "baa268d045878d711a23dc0d97cd4d1fbb70a143",
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          "is_bot": false,
          "headline": "docs: update README",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-10T20:39:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3fddcfd5c03ee30a92e037ca4fc3653212113660",
          "body": "…treaming\n\n- Modern two-tab UI (Chat / Memory) with a refined dark design system\n  (src/theme.ts, reusable primitives in src/components/ui.tsx)\n- Memory dashboard (src/components/MemoryPanel.tsx): pre-flight estimate with\n  verdict badge + breakdown, context/KV forecast, live RSS sparkline, OS\n  pre\n[…]\nquired by the dev client's native module set)\n\nVerified on iOS simulator with argent: app boots, tab switching, all settings\ncontrols, load-card config reflection, and live memory dashboard confirmed.",
          "is_bot": false,
          "headline": "feat(example): redesign showcase app around memory controls & typed s…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-10T19:51:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4aa36b20871972f1bc761f8564015a4cfe1c0745",
          "body": "…rols, typed streaming events\n\nEngine upgrade (0.12.0 → 0.14.0):\n- Bump Android Maven AAR and iOS CLiteRTLM.xcframework to v0.14.0\n- Re-vendor cpp/include headers (c/engine.h + capabilities_c.h)\n- Migrate iOS sampler params to the new opaque create/set/delete C API\n- Bump react-native-nitro-modules \n[…]\n (typecheck, jest, nitrogen drift, framework\n  guardrail) and litert-release-watch.yml (weekly upstream release check\n  with C-header diff)\n- On-device memory scenario runbook + peak-RSS baseline file",
          "is_bot": false,
          "headline": "feat: v0.5.0 — LiteRT-LM 0.14.0, Nitro 0.36.1, crash-free memory cont…",
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          "author_login": "hung-yueh",
          "committed_at": "2026-07-10T19:18:40Z",
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          "is_coding_agent": false
        },
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          "oid": "fa20e65f43c4ae391c9bad0a2750a2600c29296b",
          "body": "…hronization, iOS image scaling fallback, and file:// stripping)",
          "is_bot": false,
          "headline": "fix: address PR feedback (JSON serialization, tmp files, Android sync…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-14T03:46:51Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Fix libOpenCL loading on more android devices",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-11T08:40:57Z",
          "body_truncated": false,
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        },
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          "headline": "fix: address PR review feedback",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-06T10:59:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d41c83ad326c1780cb2eaa57c6b67daf0506d76",
          "body": "# Conflicts:\n#\tandroid/src/main/java/com/margelo/nitro/dev/litert/litertlm/HybridLiteRTLM.kt\n#\tios/HybridLiteRTLM.swift\n#\tsrc/index.ts",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'umm/main'",
          "author_name": "Sahil Soni",
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          "committed_at": "2026-06-06T10:45:43Z",
          "body_truncated": false,
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        },
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          "is_bot": false,
          "headline": "Handle auto properly",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-06T10:35:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f4708f74a56620b411c9e6add780f36e7a766cd",
          "body": "… PR build check workflow",
          "is_bot": false,
          "headline": "fix(android): add missing CountDownLatch/AtomicReference imports, add…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-06T05:57:48Z",
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        },
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          "body": "Android previously threw RuntimeException when GPU/NPU backend failed,\ncrashing the app. iOS already had a silent 4-step fallback chain.\n\n- Add tryCreateEngine helper + 4-step fallback chain on Android,\n  mirroring iOS: primary → CPU+GPU vision → full CPU → text-only CPU\n- Downgrade OpenCL probe fro\n[…]\nroid when fallback occurs\n- Remove validate field from LLMConfig (breaking change)\n- Delete validateEngine() method and related imports\n- Update checkBackendSupport() messages to reflect auto-fallback",
          "is_bot": false,
          "headline": "fix: replace validate flag with automatic GPU/NPU fallback (#8)",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-06T03:33:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d9c2d7debed63ec0e46c71700e9a3e77176fc26b",
          "body": "`maxTokens` was applied to both the engine KV-cache budget and the\nper-session output cap, making it impossible to set a large context\nwindow without also inflating the output limit (or vice versa).\n\n- Add `maxContextTokens` (default 4096) for engine context budget\n- Add `maxOutputTokens` (default 1\n[…]\nTokens works; maxOutputTokens stored but not\n  yet exposed by upstream Kotlin SDK (PRs #2470, #2476 landed for\n  C/Python; Kotlin pending)\n- Add 5 unit tests covering new fields and legacy passthrough",
          "is_bot": false,
          "headline": "fix: split maxTokens into maxContextTokens and maxOutputTokens (#10)",
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          "author_login": "hung-yueh",
          "committed_at": "2026-06-06T00:06:55Z",
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        },
        {
          "oid": "ba7491c1198c6dab0ab397de3b0be9a4b135252c",
          "body": "… add timeouts",
          "is_bot": false,
          "headline": "ci: fix iOS CodeQL — dynamic workspace, remove redundant pod install,…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T22:52:33Z",
          "body_truncated": false,
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          "is_bot": false,
          "headline": "ci: use macos-15 runner for Xcode 16.x requirement",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T21:21:01Z",
          "body_truncated": false,
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        },
        {
          "oid": "74542bbe2dc24419c3ca7c837fd77b98f01ec6a7",
          "body": null,
          "is_bot": false,
          "headline": "ci: fix CodeQL by running expo prebuild and upgrade to codeql v4",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T04:29:32Z",
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        {
          "oid": "a4b09e0e36fd515854b88cb116fc46913c2e9a2b",
          "body": null,
          "is_bot": false,
          "headline": "ci: add custom CodeQL workflow and security policy",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T04:24:03Z",
          "body_truncated": false,
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        },
        {
          "oid": "a798d75d3272fca20d4301cbc438410128db0f81",
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          "is_bot": false,
          "headline": "update example app to use the new way",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-04T09:45:36Z",
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        },
        {
          "oid": "f7345599770b4c0fea22d77a09708379dee1c50b",
          "body": "- Align execute() JS proxy to return Promise<string> when streaming\n- Simplify generate() in useModel hook by removing custom Promise wrap\n- Android: fix async streaming errors to reject execute Promise\n- Android: trigger completion last in onDone to avoid getHistory race\n- Align mock execute responses with stream output to fix unit tests",
          "is_bot": false,
          "headline": "refactor: align execute types & stream callbacks",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-04T09:45:23Z",
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        },
        {
          "oid": "3b2eae329b5793fad1502282cbd25ba9dd70d077",
          "body": null,
          "is_bot": false,
          "headline": "feat: decouple model management into ModelRegistry and ModelStore",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-03T22:03:27Z",
          "body_truncated": false,
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        },
        {
          "oid": "02a6855aa7a46bb284f19a125350b5de9f5ecd64",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.4.2",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-02T17:03:59Z",
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        },
        {
          "oid": "34ee1bacf8d5a72e778d072faa86284960b2b3fd",
          "body": "…odal streaming thread safety races",
          "is_bot": false,
          "headline": "fix(ios): resolve C closure context capture compiler error and multim…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-02T16:59:54Z",
          "body_truncated": false,
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        },
        {
          "oid": "db7f318cd8022477a4767a2cdbdb856096f29ac2",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.4.1",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-01T23:53:53Z",
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          "oid": "50cd8ceaa87ccf9620849990877fc39d540aa97b",
          "body": "…enders",
          "is_bot": false,
          "headline": "fix(hooks): serialize tools array dependency to prevent infinite re-r…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-01T23:33:23Z",
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          "oid": "6731c0d9d0ad35e06e2ae3f8f56f37cf8d743bc0",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'pr-12'",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-01T23:33:14Z",
          "body_truncated": false,
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        },
        {
          "oid": "109e2362d6182cf0c61cd7b6f64fbb66c28a84db",
          "body": "Dependency\n- Bump react-native-nitro-modules 0.35.4 -> ^0.35.9 (lib + example), regen\n  the nitrogen bridge against it.\n\nCorrectness\n- iOS: route the streaming callback's lastStats/history writes (and the\n  conversation benchmark read) onto the serial engine queue. The C stream\n  API returns once th\n[…]\nks__ copy can't shadow src/__mocks__.\n- Stop tracking coverage/; fix podspec comment; remove redundant try in\n  countTokens.\n\nVerified: 22/22 jest, tsc clean, iOS BUILD SUCCEEDED, app launches on sim.",
          "is_bot": false,
          "headline": "chore: upgrade nitro to 0.35.9 and apply code-review fixes (#14)",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-30T05:32:14Z",
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          "is_coding_agent": false
        },
        {
          "oid": "158a048c0490c64495e826f3bd6a1a55de44c02d",
          "body": "… sendMessageWithAudioAsync) (#13)\n\n* feat(spec): add sendMessageWithImageAsync and sendMessageWithAudioAsync\n\nExtends the Nitro spec with streaming variants of the multimodal API.\nBoth methods accept a token callback `(token: string, done: boolean)`\nand return `Promise<void>`, mirroring the existin\n[…]\n recording\n  for sendMessageWithImageAsync and sendMessageWithAudioAsync\n- XCTest: no-model and file-not-found rejection tests for both methods\n- Robolectric: no-model rejection tests for both methods",
          "is_bot": false,
          "headline": "feat: add streaming multimodal async API (sendMessageWithImageAsync /…",
          "author_name": "wh1tecat",
          "author_login": "wh1tecat-nya",
          "committed_at": "2026-05-30T00:00:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "bc01a6616bcab2b1227e753b4bc23300383938c8",
          "body": "Adds `libvndksupport.so` as an optional `<uses-native-library>` entry\nalongside the existing OpenCL declaration. Required for GPU delegate\nsupport on vendor-specific NNAPI/OpenCL loader stacks on Android 12+.",
          "is_bot": false,
          "headline": "fix(android): add libvndksupport.so native library declaration (#11)",
          "author_name": "wh1tecat",
          "author_login": "wh1tecat-nya",
          "committed_at": "2026-05-29T17:55:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed0f195d16a2cc5b94bb7f7e0eb334ef9d0b98fe",
          "body": "validate, multimodal, tools, and enableSpeculativeDecoding were\ndestructured from config but omitted from both the stable nativeConfig\nmemo and its dependency array, causing the native layer to silently\nignore these options when passed via the hook.",
          "is_bot": false,
          "headline": "fix(ts): propagate missing LLMConfig fields through useModel hook",
          "author_name": "wh1tecat-nya",
          "author_login": "wh1tecat-nya",
          "committed_at": "2026-05-26T07:18:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "78746ee9e3d075a7b44079b06fc1d54367d93ef1",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): clean up obsolete release hooks and postinstall logs",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-19T21:02:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "268f986bbf1af60a37d9f348138e58409e8e6ebe",
          "body": "…I bridge, and implement multi-tier testing\n\nMigrates the `react-native-litert-lm` library to Google's LiteRT-LM v0.12.0 engine, transitions the iOS bridge to a highly optimized native Swift Direct-FFI architecture, implements major API expansions, and establishes a robust host-side unit testing sui\n[…]\nachment previews, and setting drawers for speculative decoding/tools.\n* Expanded the README.md with technical specs, iOS virtual memory allocation requirements, and multi-tier unit testing guidelines.",
          "is_bot": false,
          "headline": "feat(core): migrate to LiteRT-LM v0.12.0, rewrite iOS Swift Direct-FF…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-19T20:57:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e94658d210e8f843d7002d1d298e54341b2bb80e",
          "body": "* feat: add optional engine validation and refactor system prompt handling\n\n- Introduce `validate` config option to run a quick test inference on GPU/NPU backends after load, catching silent failures\n- Skip validation for CPU backend as it is inherently reliable\n- Move system prompt application into\n[…]\ntialize native LiteRTLM on supported primary ABI (arm64-v8a) to avoid crashes on other architectures. Also wrap initialization in try-catch to handle missing or incompatible native library gracefully.",
          "is_bot": false,
          "headline": "Add engine validation and refactor system prompt handling (#7)",
          "author_name": "Faizan Hemotra",
          "author_login": "fzhem",
          "committed_at": "2026-05-06T02:51:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb64ee84fc0d67dd02e320684e2c496d903c8243",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.7",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-02T05:17:16Z",
          "body_truncated": false,
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        },
        {
          "oid": "32d719dbaad3d739c6a3d5534a18857635d731b5",
          "body": null,
          "is_bot": false,
          "headline": "fix: use explicit </video> closing tag for GitHub markdown rendering",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-02T05:07:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "362efcdb63dec06797c3394cc7028720b2ec7f0f",
          "body": "…date\n\nAndroid:\n- Add OpenCL hardware probing with cached result before GPU engine init\n- Add validateEngine() canary inference to catch silent GPU failures\n- Add streaming stats tracking (TTFT, tok/s) via System.nanoTime()\n- Pass SamplerConfig in ConversationConfig (Gallery app pattern)\n- Clean up \n[…]\nocs:\n- Add demo video section (Samsung S22 screen recording)\n- Update backend tables, GenerationStats interface, architecture section\n- Update cpp/include/README.md for v0.10.2 and correct header path",
          "is_bot": false,
          "headline": "feat: Android GPU stabilization, iOS streaming hardening, and docs up…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-02T05:03:45Z",
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        },
        {
          "oid": "a1b48bf649c1b86821cffcc4c3a2d37d606e0723",
          "body": null,
          "is_bot": false,
          "headline": "docs: use modern expo/fetch + File/Paths API in manual download example",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-01T22:02:18Z",
          "body_truncated": false,
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        },
        {
          "oid": "875442785e39fe367dc145c2713c39f88db1c929",
          "body": null,
          "is_bot": false,
          "headline": "docs: clarify all exported model URLs are public, fix stale auth info",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-01T21:53:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92a6427885a1295d42821260aba2c41e164baa92",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.6",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-25T04:02:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e79524fead1c258a52d67c5eef33f2aa5f7ef2f",
          "body": "Add -z,max-page-size=16384 to Android linker flags for 16 KB page size compatibility (Play Store requirement from Nov 2025).",
          "is_bot": false,
          "headline": "Update linker flags to include max-page-size option (#3)",
          "author_name": "Faizan Hemotra",
          "author_login": "fzhem",
          "committed_at": "2026-04-25T04:00:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1fec1e348d0b580d9f6f999653f554c974dcdb8",
          "body": "postinstall.js now exits non-zero on macOS if the framework zip\ncan't be downloaded, so users see the error during npm install\ninstead of at Xcode link time with cryptic undefined symbols.\n\nSet SKIP_IOS_FRAMEWORK_DOWNLOAD=1 for Android-only builds.",
          "is_bot": false,
          "headline": "fix: fail fast on macOS when iOS XCFramework download fails",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-25T03:49:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7423b527d515b410c4559193864afbdb525f9f2b",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.5",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-25T03:37:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62dfdf50d7c1a88af975760dc7c085008ee05d89",
          "body": "- Bump engine and dependencies to v0.10.2\n- Fix iOS build script and rebase ios-engine-fixes.patch\n- Remove deprecated C error API (litert_lm_get_last_error) from C++ bridge\n- Fix duplicate autolinking file in iOS\n- Fix Android runtime errors (vision backend initialization on text models, and enforce single conversation per engine)\n- Update example app dependencies (use npm instead of pnpm, remove unnecessary navigation deps)\n- Update README with new build instructions and sizes",
          "is_bot": false,
          "headline": "chore: upgrade LiteRT-LM engine to v0.10.2",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-24T23:37:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37d4003847e642244489442a98ef4348e97d4f06",
          "body": null,
          "is_bot": false,
          "headline": "Release 0.3.4",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-10T20:44:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "347d4ec4ef48e796aa693af4159796e4b5550ec8",
          "body": "- Migrate nitro.json autolinking to new per-platform syntax\n- Bump peerDependency to ^0.35.4 (Xcode 26.4 static linkage fix)\n- Add nitro-modules as devDependency for nitrogen spec generation\n- Regenerate nitrogen specs with nitrogen 0.35.4",
          "is_bot": false,
          "headline": "chore: upgrade react-native-nitro-modules to 0.35.4",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-10T20:43:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0003a84776d8dd93fff1ede8c4a1a10c1cac3127",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.3",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-07T03:38:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32a392932a16668e3daf6fd3b699d4992c3fa796",
          "body": "…ory entitlements\n\n- Strip <end_of_turn>, <start_of_turn>, <eos> control tokens from iOS\n  C API responses (both blocking and streaming paths). The Android\n  Kotlin SDK strips these automatically but the iOS C API returns raw\n  model output.\n- Guard image and audio tests on iOS. The XCFramework lack\n[…]\n(iOS sandbox).\n- Default example app model selection to Gemma 4 E2B.\n- Update checkMultimodalSupport() messaging to reflect that both vision\n  and audio are unavailable on iOS (not just experimental).",
          "is_bot": false,
          "headline": "fix(ios): strip Gemma control tokens, guard multimodal tests, add mem…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-07T03:27:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "233d78e0adfb4b8dcc97a68b70562d464279f4da",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.2",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-05T07:07:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be08322ac758f7aa422e9daf126f1e8ec1a3cd1f",
          "body": "Upgrade to LiteRT-LM v0.10.1 to enable Gemma 4 on-device inference.\nThis requires a full toolchain upgrade to Expo 55 / RN 0.83 and\nKotlin 2.3.0 to match the new SDK metadata version.\n\nBREAKING CHANGE: Minimum Expo version is now 55 (React Native 0.83).\n\nGemma 4 / SDK 0.10.1:\n- Centralize SDK versio\n[…]\natibility\n\nConfig cleanup:\n- Remove deprecated newArchEnabled and edgeToEdgeEnabled\n- Delete redundant app.json in favor of app.config.js\n- Register react-native-litert-lm config plugin in example app",
          "is_bot": false,
          "headline": "feat: add Gemma 4 support via LiteRT-LM SDK 0.10.1 and Expo 55 upgrade",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-05T07:02:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c340f2e6da51521b8fb324b27004e4a9bf95f275",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.1",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-29T04:33:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83ac37f11ef5c968373af2bee1777b72b8ad5e01",
          "body": "- Skip audio executor (nullptr backend) to fix audio_litert_compiled_model crash\n- Add litert_lm_get_last_error() to capture native engine/conversation errors\n- Insert <start_of_image> token in simplified prompt template for vision\n- Add memory guard (4GB threshold) to prevent jetsam kills during vision inference\n- Resolve test.jpeg path via model.downloadModel() for Metro dev mode\n- Auto-apply patches via build script for mmap/linker/error-capture fixes",
          "is_bot": false,
          "headline": "fix(ios): resolve engine init, vision prompt, and OOM crashes",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-29T04:32:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95c2f12d5184242c55879758a66a2364cad4b713",
          "body": null,
          "is_bot": false,
          "headline": "docs: fix LiteRT-LM engine version in README (0.9.0 for both platforms)",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-28T23:01:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d9e359e50e3df0aebe2ebc7766f78e15c32c29c",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.0",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-28T22:46:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97e3d07fdafcd2119201aba309081207c34ecd45",
          "body": "- Rewrite HybridLiteRTLM.cpp from C++ SDK to C ABI for iOS compatibility\n- Add Bazel-to-XCFramework build pipeline (build-ios-engine.sh)\n- Add FFI stubs for unavailable Rust components (CXX bridge, llguidance)\n- Patch PromptTemplate to bypass Rust MinijinjaTemplate heap corruption\n- Add NSURLSession\n[…]\npec with Metal/MPS/Accelerate framework dependencies\n- Remove debug stderr redirection, exclude frameworks from npm package\n- Update README with iOS build docs, architecture diagram, and API reference",
          "is_bot": false,
          "headline": "feat(ios): add iOS support via LiteRT-LM C engine with GPU acceleration",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-28T22:45:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "74af4742f65d771a26f9112e2a20bc4cd1787d1d",
          "body": "Extract the anonymous MessageCallback from sendMessageAsync into a named\nStreamingCallbackListener class. This enables unit testing of streaming\ncallback logic (chunk accumulation, history management, error handling)\nin isolation from HybridLiteRTLM.\n\nP3: Maintenance & Testability",
          "is_bot": false,
          "headline": "refactor(android): extract StreamingCallbackListener for testability",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-27T22:32:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fb6a3c81a318388cb28e45d7cb9a609667bede2",
          "body": "…only\n\n- Deduplicate download logic: useModel hook now delegates to factory's\n  loadModel with an onDownloadProgress callback instead of reimplementing\n  URL detection and download inline\n- Stabilize useModel hook: destructure config into primitive values for\n  dependency arrays, preventing infinite\n[…]\now optional,\n  auto-derived from the pathOrUrl passed to useModel\n- Export LiteRTLMInstance type for consumers who need the extended type\n- Build nativeConfig via useMemo from individual config fields",
          "is_bot": false,
          "headline": "fix: P2 developer experience — dedupe downloads, stable hooks, HTTPS-…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-27T22:29:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fe3927a75323688822ae531a739d853759dcf1af",
          "body": "…anup\n\n- Wrap history list with Collections.synchronizedList() and add\n  synchronized blocks for iteration (getHistory) and bulk ops (reset)\n  to prevent ConcurrentModificationException across threads\n- Measure real elapsed time in sendMessage via System.nanoTime() and\n  compute tokensPerSecond from it instead of reporting all zeros\n- Delete temp resized images after inference in sendMessageWithImage\n  to prevent cache directory bloat",
          "is_bot": false,
          "headline": "fix: P1 reliability — thread-safe history, real stats, temp image cle…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-27T22:23:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07bb63383aa6f9a95a60ed5415c7b89b901ad68d",
          "body": "…ompt support\n\n- Remove stray #endif/} in HybridLiteRTLM.cpp that broke iOS compilation\n- Fix use-after-free in sendMessageAsync: capture fullResponse (shared_ptr)\n  and onToken by value instead of by reference in async lambda\n- Implement systemPrompt across Kotlin and C++; previously documented\n  in the API but silently ignored on both platforms\n- Fix typo in error message",
          "is_bot": false,
          "headline": "fix: resolve P0 bugs — C++ syntax error, use-after-free, and systemPr…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-03-27T22:21:14Z",
          "body_truncated": false,
          "is_coding_agent": false
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 84% of commits",
                "points": 3.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 84
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "4 contributors",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "merged_prs": 7,
              "open_issues": 2,
              "closed_issues": 7,
              "issue_closed_ratio": 0.778,
              "closed_unmerged_prs": 3
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "78% of issues closed",
                "points": 36.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 78
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "7/10 decided PRs merged",
                "points": 26.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 7,
                      "decided": 10
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 2/24 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "followers": 4,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "hung-yueh",
              "public_repos": 8,
              "account_age_days": 5274
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "4 followers of hung-yueh",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 4,
                      "login": "hung-yueh"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8 public repos, account ~14 yr old",
                "points": 18.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "react-native-litert-lm"
              ],
              "ecosystems": "npm",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on npm",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "18 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "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": 68,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": "eslint.config.js",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js"
                    }
                  }
                ],
                "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": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
                "points": 10,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "android",
                "ios",
                "llm",
                "nitro-module",
                "on-device-ai",
                "react-native",
                "expo",
                "gemma3n",
                "gemma4",
                "nitromodule"
              ],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "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": "10 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
                "points": 1.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 2/24 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 detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 7 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "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": "28 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 975 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 975
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 34,
              "affected_packages": 16,
              "assessed_packages": 975,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 13, moderate 1, low 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 975,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 60,
        "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": 0.805,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "62 of 77 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 62,
                      "sampled": 77
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 67,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "example/tsconfig.json",
                "tsconfig.json"
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Пов’язані записи

Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з hung-yueh/react-native-litert-lm. Читати поруч →

88huggingface/transformers🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. Відмінний93deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Відмінний87microsoft/react-native-test-appreact-native-test-app provides an app for all supported platforms as a packageВідмінний87huggingface/pytorch-pretrained-BERT🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. Відмінний86tenstorrent/tt-metal:metal: TT-NN operator library, and TT-Metalium low level kernel programming model.Відмінний90ray-project/rayRay is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.Відмінний

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 статистика — npm.