Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.17.0 · метрики 1.13.0 · 2026-07-21 03:31 UTC

modelscope / FunASR

Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.

Python · C · HTMLMIT★ 19 370 зірок⑂ 1 947 форківз лист. 2022 р.Переглянути на GitHub ↗
#pytorch#speech-recognition#paraformer#punctuation#speaker-diarization#voice-activity-detection#asr#multilingual-asr#speech-to-text#transcription#whisper-alternative#audio#chinese#emotion-recognition#mcp-server#openai-compatible-api#streaming-asr#vllm#funasr#real-time-asr

modelscope/FunASR має індекс здоров’я 78 зі 100, що відповідає смузі «Добрий». Найвищий показник — Engineering Quality (89/100), найнижчий — Security (44/100). Останнє оновлення було 1 день тому. Більшість нещодавньої роботи виконують 2 учасники.

78
загалом / 100
Добрий

Індекс здоров'я програмного забезпечення

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

78
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

ModelScopeОрганізація
6 316 підписників51 публічний репозиторійз лип. 2022 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIfunasr1.3.22-1191 день томуspeech-recognitionasrspeaker-diarizationvadpytorchwhisper-alternativemultilingual

Метрики за категоріями

Життєздатність

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

85Відмінний · 22% загального індексу

Активність розробки

82Добрий
Як обчислюється оцінка
36/36Свіжість push — останній push 1 дн. тому
18/36Ритм комітів — 26/52 тижнів із комітами
18/18Обсяг комітів — 604 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year604
human_commit_share—
days_since_last_push1
active_weeks_last_year26

Дисципліна релізів

90Відмінний
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 28 релізів
36/36Свіжість релізів — останній реліз 1 дн. тому
27/27Ритм релізів — реліз кожні ~0,5 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count28
latest_release_tagv1.3.22
releases_from_tagsні
days_since_latest_release1
mean_days_between_releases0,5

Спільнота та впровадження

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

87Відмінний · 18% загального індексу

Популярність і впровадження

96Відмінний
Як обчислюється оцінка
60/60Зірки — 19 370 зірок
25/25Форки — 1 947 форків
11.5/15Спостерігачі — 116 спостерігачів
Використані вхідні дані
forks1 947
stars19 370
watchers116
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonwindow_too_short

Здоров'я спільноти

77Добрий
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductні
has_pull_request_templateтак

Сталість та врядування

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

77Добрий · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

60Помірний
Як обчислюється оцінка
25.2/54Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів
11.8/22.5Розподіл комітів — головний контриб’ютор — автор 48% комітів
13.5/13.5Широта контриб’юторів — 100 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations
Використані вхідні дані
bus_factor2
contributors_sampled100
top_contributor_share0,476

Реактивність на issue та PR

81Добрий
Як обчислюється оцінка
46.6/46.8Вирішення issue — закрито 100% issue
34.6/38.3Прийняття PR — злито 1 349/1 491 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs1 349
open_issues5
closed_issues1 730
issue_closed_ratio0,997
closed_unmerged_prs142

Власність та опіка

76Добрий
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
25/25Охоплення власника — 6 316 підписників у modelscope
20.5/25Послужний список — 51 публічних репозиторіїв, вік облікового запису ~3 р.
Використані вхідні дані
followers6 316
owner_typeOrganization
is_verified—
owner_loginmodelscope
public_repos51
account_age_days1 456

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 1 дн. тому
20/20Історія версій — 119 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesfunasr
ecosystemspypi
any_deprecatedні
min_days_since_publish1

Інженерна якість

Чи наявні базові інженерні практики та документація?

89Відмінний · 20% загального індексу

Інженерні практики

82Добрий
Як обчислюється оцінка
24/24Процеси CI — 6 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .eslintrc.js
9.6/9.6Pre-commit-хуки
6.4/6.4.editorconfig
2/20OpenSSF Scorecard: CI-Tests — 5 out of 30 merged PRs checked by a CI test -- score normalized to 1
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigтак
has_linter_configтак
has_precommit_configтак

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://modelscope.github.io/FunASR/
10/10Опис репозиторію
10/10Теми — 20 тем
10/10Wiki
Використані вхідні дані
topicspytorch, speech-recognition, paraformer, punctuation, speaker-diarization, voice-activity-detection, asr, multilingual-asr, speech-to-text, transcription, whisper-alternative, audio, chinese, emotion-recognition, mcp-server, openai-compatible-api, streaming-asr, vllm, funasr, real-time-asr
has_wikiтак
homepagehttps://modelscope.github.io/FunASR/
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

44У зоні ризику · 16% загального індексу

Стан безпеки

46У зоні ризику
Як обчислюється оцінка
6.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — немає даних
0.2/2.5CI-Tests — 5 out of 30 merged PRs checked by a CI test -- score normalized to 1
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 13 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 145 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4,6
Виключено з оцінювання (немає даних або не застосовно): branch_protection. Залишкові ваги перенормовано.

Сповіщення про залежності

36У зоні ризику
Як обчислюється оцінка
4.9/35Прямі залежності без відомих сповіщень — уражено 4: swiper 5.4.5 (critical 9.8), axios 0.19.2 (high 8.6), mockjs 1.1.0 (high 8.2), ще +1
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
22.3/40Немає задавнених сповіщень — 4 пакет(ів) зі сповіщеннями без реакції понад 90 дн.; найдавніше опубліковано 2 023 дн. тому
Використані вхідні дані
sourceosv
advisories138
affected_packages63
assessed_packages972
unassessed_packages71
affected_by_severitycritical 8, high 32, moderate 19, low 4
direct_affected_packages4
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 972 резолвлених залежностей із OSV. 71 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза межами звітованого переліку пакетів. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

Готовність до ШІ

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

63Помірний · 0% загального індексу

Контекст і настанови для агентів

1Критичний
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
0/40Читабельна історія комітів — немає даних
Використані вхідні дані
has_llms_txtні
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.

Цикл верифікації (збірка / тести / перевірка типів)

88Відмінний
Як обчислюється оцінка
18/18Розгортання однією командою — docs/Makefile, docs/m2met2/Makefile, runtime/java/Makefile, runtime/onnxruntime/third_party/kaldi/base/Makefile, runtime/onnxruntime/third_party/kaldi/decoder/Makefile, runtime/onnxruntime/third_party/kaldi/fstbin/Makefile, runtime/onnxruntime/third_party/kaldi/fstext/Makefile, runtime/onnxruntime/third_party/kaldi/lat/Makefile, runtime/onnxruntime/third_party/kaldi/lm/Makefile, runtime/onnxruntime/third_party/kaldi/lmbin/Makefile, runtime/onnxruntime/third_party/kaldi/util/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .eslintrc.js
11/11Статична перевірка типів — web-pages/jsconfig.json
10/10Відтворюване середовище — Dockerfile, lockfile
0/10Підтверджена практика роботи з агентами — немає даних
0/8Автоматизоване супроводження — немає даних
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesgo.sum, package-lock.json
has_dockerfileтак
typed_languageні
bootstrap_filesdocs/Makefile, docs/m2met2/Makefile, runtime/java/Makefile, runtime/onnxruntime/third_party/kaldi/base/Makefile, runtime/onnxruntime/third_party/kaldi/decoder/Makefile, runtime/onnxruntime/third_party/kaldi/fstbin/Makefile, runtime/onnxruntime/third_party/kaldi/fstext/Makefile, runtime/onnxruntime/third_party/kaldi/lat/Makefile, runtime/onnxruntime/third_party/kaldi/lm/Makefile, runtime/onnxruntime/third_party/kaldi/lmbin/Makefile, runtime/onnxruntime/third_party/kaldi/util/Makefile
has_devcontainerні
has_linter_configтак
typecheck_configsweb-pages/jsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами, Автоматизоване супроводження. Залишкові ваги перенормовано.

Читабельність коду для моделей

82Добрий
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (web-pages/jsconfig.json)
54.7/55Керовані розміри файлів — 10/1 573 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes4 108 168
source_files_sampled1 573
oversized_source_files10

Машиночитні інтерфейси

100Відмінний
Як обчислюється оцінка
40/40Схема API (OpenAPI/GraphQL/proto) — examples/openai_api/openapi.json, runtime/python/grpc/proto/paraformer.proto
20/20Сервер MCP
40/40Придатні до запуску приклади — example, examples, notebooks
Використані вхідні дані
example_dirsexample, examples, notebooks
has_mcp_signalтак
api_schema_filesexamples/openai_api/openapi.json, runtime/python/grpc/proto/paraformer.proto

Ключові факти

19 370зірок GitHub
100контриб'юторів
604комітів за останні 12 місяців
1днів від останнього пушу
28релізів
2бас-фактор
5відкритих issue
npm, PyPIпакетних екосистем

Попередження щодо збору даних

  • deps.dev does not index pypi:funasr@1.3.22; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 19 370 ★ / 0 ⇿
19 370Зірки

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

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

18 20018 40018 60018 80019 00019 20019 40019 370512026-062026-072026-07
OpenSSF Scorecard 4.6 / 10
4.6сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-21 03:31 UTC

9Binary-Artifactsbinaries present in source code
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
1CI-Tests5 out of 30 merged PRs checked by a CI test -- score normalized to 1
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 13 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities145 existing vulnerabilities detected
Прямі залежності 10
РеєстрПакетОбмеження версіїМаніфест
npmant-design-vue1.7.5web-pages/package.json
npm@liveqing/liveplayer2.7.10web-pages/package.json
npmaxios0.19.2web-pages/package.json
npmcore-js3.22.5web-pages/package.json
npmmockjs1.1.0web-pages/package.json
npmvue2.6.14web-pages/package.json
npmvue-router3.5.3web-pages/package.json
npmvuex3.6.2web-pages/package.json
npmswiper5.4.5web-pages/package.json
npmvuex-persistedstate3.0.1web-pages/package.json
Усі залежності 1 043

Повний розв'язаний набір залежностей із графа залежностей GitHub: 11 прямих і 1 032 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
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npmuniversalify2.0.0непряма
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npmuri-js4.4.1непряма
npmutil-deprecate1.0.2непряма
npmutila0.4.0непряма
npmutils-merge1.0.1непряма
npmuuid8.3.2непряма
npmv8-compile-cache2.3.0непряма
npmvalidate-npm-package-license3.0.4непряма
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npmvue-style-loader4.1.3непряма
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npmvue-template-es2015-compiler1.9.1непряма
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Сповіщення про залежності 63

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 972 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 63 мають відомі сповіщення, з них 4 прямі. 71 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
swiper5.4.5прямакритична16.5.1
@babel/traverse7.18.5непрямакритична18.0.0-alpha.4
flatted3.2.5непрямакритична23.4.2
immutable4.1.0непрямакритична15.1.5
loader-utils1.4.0непрямакритична33.2.1
loader-utils2.0.2непрямакритична33.2.1
shell-quote1.7.3непрямакритична21.9.0
webpack5.73.0непрямакритична45.104.1
axios0.19.2прямависока251.18.0
mockjs1.1.0прямависока1—
@babel/plugin-transform-modules-systemjs7.18.5непрямависока18.0.0-alpha.13
body-parser1.20.0непрямависока22.3.0
brace-expansion1.1.11непрямависока35.0.7
braces3.0.2непрямависока13.0.3
cross-spawn5.1.0непрямависока17.0.5
cross-spawn6.0.5непрямависока17.0.5
cross-spawn7.0.3непрямависока17.0.5
follow-redirects1.5.10непрямависока51.16.0
http-proxy-middleware2.0.6непрямависока44.1.0
js-yaml3.14.1непрямависока34.3.0
json51.0.1непрямависока12.2.2
json52.2.1непрямависока12.2.2
lodash4.17.21непрямависока34.18.0
minimatch3.1.2непрямависока310.2.3
node-forge1.3.1непрямависока71.4.0
path-to-regexp0.1.7непрямависока38.0.0
picomatch2.3.1непрямависока24.0.4
semver5.7.1непрямависока17.5.2
semver6.3.0непрямависока17.5.2
semver7.0.0непрямависока17.5.2
semver7.3.7непрямависока17.5.2
serialize-javascript2.1.2непрямависока27.0.3
serialize-javascript6.0.0непрямависока37.0.5
svgo2.8.0непрямависока14.0.1
terser5.14.1непрямависока15.14.2
uuid8.3.2непрямависока113.0.1
webpack-dev-middleware5.3.3непрямависока17.1.0
websocket-driver0.7.4непрямависока20.7.5
ws7.5.8непрямависока28.21.0
ws8.8.0непрямависока38.21.0
vue2.6.14прямапомірна13.0.0-alpha.0
@babel/helpers7.18.2непрямапомірна18.0.0-alpha.17
@babel/runtime7.18.3непрямапомірна18.0.0-alpha.17
@sideway/formula3.0.0непрямапомірна13.0.1
ajv6.12.6непрямапомірна18.18.0
ajv8.11.0непрямапомірна18.18.0
express4.18.1непрямапомірна25.0.0-beta.3
joi17.6.0непрямапомірна118.2.1
micromatch4.0.5непрямапомірна14.0.8
nanoid3.3.4непрямапомірна15.0.9
postcss7.0.39непрямапомірна28.5.10
postcss8.4.14непрямапомірна28.5.10
qs6.10.3непрямапомірна26.14.2
send0.18.0непрямапомірна10.19.0
serve-static1.15.0непрямапомірна12.1.0
vue-template-compiler2.6.14непрямапомірна1—
webpack-dev-server4.9.2непрямапомірна65.2.6
word-wrap1.2.3непрямапомірна11.2.4
yaml1.10.2непрямапомірна12.8.3
@babel/core7.17.10непряманизька18.0.0-rc.6
cookie0.5.0непряманизька10.7.0
launch-editor2.4.0непряманизька28.0.16
on-headers1.0.2непряманизька11.1.0

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": {
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        "pytorch",
        "speech-recognition",
        "paraformer",
        "punctuation",
        "speaker-diarization",
        "voice-activity-detection",
        "asr",
        "multilingual-asr",
        "speech-to-text",
        "transcription",
        "whisper-alternative",
        "audio",
        "chinese",
        "emotion-recognition",
        "mcp-server",
        "openai-compatible-api",
        "streaming-asr",
        "vllm",
        "funasr",
        "real-time-asr"
      ],
      "is_fork": false,
      "size_kb": 114456,
      "has_wiki": true,
      "homepage": "https://modelscope.github.io/FunASR/",
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      "pushed_at": "2026-07-20T02:09:23Z",
      "created_at": "2022-11-24T02:28:11Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T03:29:27Z",
      "description": "Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.",
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    "owner": {
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      "type": "Organization",
      "login": "modelscope",
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      "followers": 6316,
      "avatar_url": "https://avatars.githubusercontent.com/u/109945100?v=4",
      "created_at": "2022-07-25T06:54:21Z",
      "is_verified": null,
      "public_repos": 51,
      "account_age_days": 1456
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 28,
      "commits_last_year": 604,
      "latest_release_at": "2026-07-19T11:25:29Z",
      "latest_release_tag": "v1.3.22",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 26,
      "days_since_latest_release": 1,
      "mean_days_between_releases": 0.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "funasr",
          "exists": true,
          "license": "The MIT License",
          "keywords": [
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            "asr",
            "speaker-diarization",
            "vad",
            "pytorch",
            "whisper-alternative",
            "multilingual",
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: MacOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.8",
            "Programming Language :: Python :: 3.9",
            "Topic :: Multimedia :: Sound/Audio :: Speech",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/funasr/",
          "is_deprecated": false,
          "latest_version": "1.3.22",
          "repository_url": "https://github.com/modelscope/FunASR",
          "versions_count": 119,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
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          "first_published_at": "2023-03-24T05:28:51.723377Z",
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          "latest_version_yanked": null,
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                "funasr"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "119 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 119
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 89,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": ".eslintrc.js",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.js"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "5 out of 30 merged PRs checked by a CI test -- score normalized to 1",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "pytorch",
                "speech-recognition",
                "paraformer",
                "punctuation",
                "speaker-diarization",
                "voice-activity-detection",
                "asr",
                "multilingual-asr",
                "speech-to-text",
                "transcription",
                "whisper-alternative",
                "audio",
                "chinese",
                "emotion-recognition",
                "mcp-server",
                "openai-compatible-api",
                "streaming-asr",
                "vllm",
                "funasr",
                "real-time-asr"
              ],
              "has_wiki": true,
              "homepage": "https://modelscope.github.io/FunASR/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://modelscope.github.io/FunASR/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "20 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 44,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "5 out of 30 merged PRs checked by a CI test -- score normalized to 1",
                "points": 0.2,
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is fuzzed",
                "points": 5,
                "status": "met",
                "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 21 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is 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 detected",
                "points": 5,
                "status": "met",
                "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": "145 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 972 resolved dependencies against OSV; 71 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 972
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 71
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 36,
            "inputs": {
              "source": "osv",
              "advisories": 138,
              "affected_packages": 63,
              "assessed_packages": 972,
              "unassessed_packages": 71,
              "affected_by_severity": "critical 8, high 32, moderate 19, low 4",
              "direct_affected_packages": 4
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "4 affected: swiper 5.4.5 (critical 9.8), axios 0.19.2 (high 8.6), mockjs 1.1.0 (high 8.2), +1 more",
                "points": 4.9,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 4,
                      "packages": "swiper 5.4.5 (critical 9.8), axios 0.19.2 (high 8.6), mockjs 1.1.0 (high 8.2)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 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": "4 advisory-carrying package(s) unaddressed past 90 days; oldest published 2023 days ago",
                "points": 22.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 4,
                      "oldest": 2023
                    }
                  }
                ],
                "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": 972,
              "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": 63,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile",
                "docs/m2met2/Makefile",
                "runtime/java/Makefile",
                "runtime/onnxruntime/third_party/kaldi/base/Makefile",
                "runtime/onnxruntime/third_party/kaldi/decoder/Makefile",
                "runtime/onnxruntime/third_party/kaldi/fstbin/Makefile",
                "runtime/onnxruntime/third_party/kaldi/fstext/Makefile",
                "runtime/onnxruntime/third_party/kaldi/lat/Makefile",
                "runtime/onnxruntime/third_party/kaldi/lm/Makefile",
                "runtime/onnxruntime/third_party/kaldi/lmbin/Makefile",
                "runtime/onnxruntime/third_party/kaldi/util/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "web-pages/jsconfig.json"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile, docs/m2met2/Makefile, runtime/java/Makefile, runtime/onnxruntime/third_party/kaldi/base/Makefile, runtime/onnxruntime/third_party/kaldi/decoder/Makefile, runtime/onnxruntime/third_party/kaldi/fstbin/Makefile, runtime/onnxruntime/third_party/kaldi/fstext/Makefile, runtime/onnxruntime/third_party/kaldi/lat/Makefile, runtime/onnxruntime/third_party/kaldi/lm/Makefile, runtime/onnxruntime/third_party/kaldi/lmbin/Makefile, runtime/onnxruntime/third_party/kaldi/util/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile, docs/m2met2/Makefile, runtime/java/Makefile, runtime/onnxruntime/third_party/kaldi/base/Makefile, runtime/onnxruntime/third_party/kaldi/decoder/Makefile, runtime/onnxruntime/third_party/kaldi/fstbin/Makefile, runtime/onnxruntime/third_party/kaldi/fstext/Makefile, runtime/onnxruntime/third_party/kaldi/lat/Makefile, runtime/onnxruntime/third_party/kaldi/lm/Makefile, runtime/onnxruntime/third_party/kaldi/lmbin/Makefile, runtime/onnxruntime/third_party/kaldi/util/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": ".eslintrc.js",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.js"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "web-pages/jsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "web-pages/jsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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Пов’язані записи

Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з modelscope/FunASR. 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. Відмінний87huggingface/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. Відмінний87kubeflow/kfservingStandardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on KubernetesВідмінний93deepset-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.Відмінний88microsoft/onnxruntimeONNX Runtime: cross-platform, high performance ML inferencing and training acceleratorВідмінний95onnx/onnxOpen standard for machine learning interoperabilityВідмінний

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 v0.17.0 — повна методологія · вікі метрик.

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