Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.5.0 · 2026-07-31 11:17 UTC

DePasqualeOrg / mlx-audio-plus

Python tools for text to speech (TTS), speech to text (STT), and speech to speech (STS) powered by MLX

PythonMIT★ 44 зірки⑂ 6 форківз лист. 2025 р.форкПереглянути на GitHub ↗
ТипБібліотекаяк це визначено

DePasqualeOrg/mlx-audio-plus має індекс здоров’я 53 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (64/100), найнижчий — Community & Adoption (29/100). Останнє оновлення було 82 дні тому. Більшість нещодавньої роботи виконують 2 учасники.

53
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

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

53
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

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

Зважений загальний бал 52 калібровано до 53 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

AnthonyОсобистий обліковий запис
0 підписників189 публічних репозиторіївз січ. 2017 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPImlx-audio-plus0.1.8-9203 дні тому

Метрики за категоріями

Життєздатність

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

64Помірний · 21% загального індексу
Як обчислюється оцінка
18/36Свіжість push — останній push 82 дн. тому
18/36Ритм комітів — 26/52 тижнів із комітами
18/18Обсяг комітів — 194 комітів за останній рік
1/10OpenSSF Scorecard: Maintained — 1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1
Використані вхідні дані
commits_last_year194
human_commit_share1
days_since_last_push82
active_weeks_last_year26
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 9 релізів
16.2/36Свіжість релізів — останній реліз 203 дн. тому
27/27Ритм релізів — реліз кожні ~4,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count9
latest_release_tagv0.1.8
releases_from_tagsні
days_since_latest_release203
mean_days_between_releases4,3
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

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

29У зоні ризику · 17% загального індексу
Як обчислюється оцінка
26.5/60Зірки — 44 зірок
5.8/25Форки — 6 форків
0/15Спостерігачі — 1 спостерігачів
Використані вхідні дані
forks6
stars44
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Здоров'я спільноти

25У зоні ризику
Як обчислюється оцінка
0/22.5README
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_readmeні
has_licenseні
readme_badges
has_contributingні
has_issue_templateні
has_code_of_conductні
readme_badge_services
has_pull_request_templateні

Сталість та врядування

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

63Помірний · 23% загального індексу
Як обчислюється оцінка
25.2/54Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів
13.6/22.5Розподіл комітів — головний контриб’ютор — автор 39% комітів
13.5/13.5Широта контриб’юторів — 39 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Використані вхідні дані
bus_factor2
contributors_sampled39
top_contributor_share0,394
Як обчислюється оцінка
42/42Вирішення issue — закрито 100% issue
10/30Прийняття PR — злито 1/3 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs1
open_issues0
closed_issues1
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs2
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
0/25Охоплення власника — 0 підписників у DePasqualeOrg
25/25Послужний список — 189 публічних репозиторіїв, вік облікового запису ~9 р.
Використані вхідні дані
followers0
owner_typeUser
is_verified
owner_loginDePasqualeOrg
public_repos189
account_age_days3 469
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
26/35Свіжість публікацій — остання публікація 203 дн. тому
20/20Історія версій — 9 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesmlx-audio-plus
ecosystemspypi
any_deprecatedні
min_days_since_publish203

Інженерна якість

Чи наявні базові інженерні практики та документація?

58Помірний · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 2 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

35Слабкий
Як обчислюється оцінка
0/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
0/10Опис репозиторію
10/10Теми — 12 тем
0/10Wiki
Використані вхідні дані
topicsai, audio, machine-learning, mlx, python, speech-to-speech, speech-to-text, sst, sts, text-to-speech, tts, macos
has_wikiні
homepage
has_readmeні
has_docs_dirтак
has_descriptionні

Безпека

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

39Слабкий · 16% загального індексу

Стан безпеки

33У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
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 5 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
0.8/7.5Maintained — 1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1
0/5Packaging — немає даних
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
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3,3
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
8.1/35Прямі залежності без відомих сповіщень — уражено 1: transformers 4.57.6 (critical 9.6)
25/25Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
32.3/40Немає задавнених сповіщень — 1 пакет(ів) зі сповіщеннями без реакції понад 90 дн.; найдавніше опубліковано 219 дн. тому
Використані вхідні дані
sourceosv
advisories7
affected_packages1
assessed_packages50
unassessed_packages0
affected_by_severitycritical 1
direct_affected_packages1
Звірено з runtime-замиканням залежностей pypi:mlx-audio-plus@0.1.8 — тим, що тягне за собою встановлення опублікованого пакета, — 50 пакетів. Досяжність не аналізується.

Готовність до ШІ

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

56Помірний · 4% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — .claude/CLAUDE.md, AGENTS.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 79 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,79
agent_instruction_files.claude/CLAUDE.md, AGENTS.md
agent_instruction_max_bytes1 892
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
0/10Відтворюване середовище
8/10Підтверджена практика роботи з агентами — 4 з останніх 100 комітів створено агентом або з його зазначенням
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
lockfiles
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0,04
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
54.6/55Керовані розміри файлів — 3/390 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes119 408
source_files_sampled390
oversized_source_files3
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalні
api_schema_files

Ключові факти

44зірок GitHub
39контриб'юторів
194комітів за останні 12 місяців
82днів від останнього пушу
9релізів
2бас-фактор
0відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

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

Докладніше

Історія зірок і форків 0 ★ / 6 ⇿
0Зірки
6Форки
2Релізи

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.

123456612025-122026-032026-07
Мажорні 0Мінорні 0Патчі 2
OpenSSF Scorecard 3.3 / 10
3.3сукупно

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 · 2026-07-31 11:17 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
1Maintained1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Прямі залежності 12
РеєстрПакетОбмеження версіїМаніфест
PyPImlx>=0.25.2pyproject.toml
PyPInumpy>=1.26.4pyproject.toml
PyPIhuggingface_hub>=0.27.0pyproject.toml
PyPItransformers>=4.49.0,<5.0.0pyproject.toml
PyPIhf_transferpyproject.toml
PyPImlx-lm>=0.18.0,<0.30.0pyproject.toml
PyPItqdm>=4.67.1pyproject.toml
PyPIsounddevice>=0.5.1pyproject.toml
PyPIsoundfile>=0.13.1pyproject.toml
PyPIpyloudnorm>=0.1.1pyproject.toml
PyPIlibrosa==0.11.0pyproject.toml
PyPIprotobuf>=6.33.5pyproject.toml
Усі залежності не зібрано

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

Сповіщення про залежності 1

Встановлення pypi:mlx-audio-plus@0.1.8 тягне 50 пакетів, прямих і транзитивних: 1 мають відомі сповіщення, з них 1 — прямі залежності.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
transformers4.57.6прямакритична75.5.0

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": {
    "repo": {
      "topics": [
        "ai",
        "audio",
        "machine-learning",
        "mlx",
        "python",
        "speech-to-speech",
        "speech-to-text",
        "sst",
        "sts",
        "text-to-speech",
        "tts",
        "macos"
      ],
      "is_fork": true,
      "size_kb": 2861,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Shell": 6694,
        "Python": 3716903
      },
      "pushed_at": "2026-05-09T17:11:09Z",
      "created_at": "2025-11-24T15:52:02Z",
      "owner_type": "User",
      "updated_at": "2026-07-29T14:02:46Z",
      "description": "Python tools for text to speech (TTS), speech to text (STT), and speech to speech (STS) powered by MLX",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Anthony",
      "type": "User",
      "login": "DePasqualeOrg",
      "company": null,
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      "followers": 0,
      "avatar_url": "https://avatars.githubusercontent.com/u/25420077?v=4",
      "created_at": "2017-01-29T18:52:13Z",
      "is_verified": null,
      "public_repos": 189,
      "account_age_days": 3469
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    "license": {
      "state": "standard",
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      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": false
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          "author_name": "Prince Canuma",
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          "headline": "Fix S3TokenizerV2 test import path",
          "author_name": "Anthony DePasquale",
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          "headline": "fix: replace 4 bare excepts with except Exception (#521)",
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          "author_login": "haosenwang1018",
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          "body": "* refactor(whisper): update model instantiation and loading process\n\n- Changed model instantiation to use `cls` instead of `Model` for better clarity.\n- Added a post-load hook to the model loading process to enhance functionality.\n- Updated error message in `generate_audio` to clarify requirements for STT model input.\n- Refactored STT model loading to streamline the process when `ref_text` is missing.\n\n* fix tests",
          "is_bot": false,
          "headline": "Refactor(whisper): update model instantiation and loading process (#514)",
          "author_name": "Prince Canuma",
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          "headline": "fix(vibevoice-asr): add audio resampling and normalization to preproc…",
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          "body": "* Add Smart Turn v3 semantic VAD.\n\n* Formatting.\n\n* Add license information.",
          "is_bot": false,
          "headline": "Add Smart Turn v3 semantic VAD (#511)",
          "author_name": "Lucas Newman",
          "author_login": "lucasnewman",
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          "is_bot": false,
          "headline": "chore: update protobuf dependency to version 6.33.5 and add it to pro…",
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          "body": "* Add sortformer\n\n* add vad module\n\n* udpate readme\n\n* update readme with vis\n\n* add generate stream\n\n* add realtime api\n\n* add prebult chunks to generate_stream\n\n* Enhance `generate_stream` functionality with support for processing audio from a list of chunks and real-time streaming. Update README \n[…]\nessing in `Model` class to consistently use `mx.array` instead of `numpy.ndarray`\n\n* fix dtype promotion\n\n* add tests\n\n* Delete sortformer-v2.1-mlx/README.md\n\n* add memory considerations for streaming",
          "is_bot": false,
          "headline": "[VAD / Diarization] Add sortformer  (#493)",
          "author_name": "Prince Canuma",
          "author_login": null,
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          "body": "* Add Voxtral Mini 4B Realtime (mistralai/Voxtral-Mini-4B-Realtime-2602) STT model\n\nImplements the Voxtral Realtime streaming speech-to-text model:\n- 0.6B causal audio encoder (32 layers, RoPE, sliding window=750)\n- 3.4B GQA decoder (26 layers, 32Q/8KV heads, sliding window=8192)\n- Adaptive RMSNorm \n[…]\n optimized performance\n\n* feat: remove convert script for Voxtral Realtime model\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>\nCo-authored-by: Olivier Chafik <ochafik@google.com>",
          "is_bot": false,
          "headline": "feat: Add support for Voxtral Mini 4B Realtime  (#487)",
          "author_name": "Shreyas Karnik",
          "author_login": "shreyaskarnik",
          "committed_at": "2026-02-28T13:03:08Z",
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          "oid": "962ff5ef030ffe659f9c2bf588772d55d9397946",
          "body": "…format (#488)\n\n* fix: update STT transcription parameters and preserve original audio format\n\n* fix: add audio data URL handling for playback in transcription viewer\n\n* fix: set default max_tokens value and add UI controls for adjustment\n\n* fix: update max_tokens to 1024 in transcription settings and adjust audio format handling\n\n* Update server.py to revert from wav to mp3\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
          "is_bot": false,
          "headline": "fix: update STT transcription parameters and preserve original audio …",
          "author_name": "Shreyas Karnik",
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          "body": "…(#484)\n\n* Enable streaming /v1/audio/speech server endpoint with raw/pcm data.\n\n* refactor streaming implementation\n\nCo-Authored-By: orbitalquark <70453897+orbitalquark@users.noreply.github.com>\n\n* Ensure proper handling of audio chunks and raise an error if no audio is generated when not streaming.\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
          "is_bot": false,
          "headline": "Enable streaming /v1/audio/speech server endpoint with raw/pcm data. …",
          "author_name": "orbitalquark",
          "author_login": "orbitalquark",
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          "oid": "0d5a7f0b7bbafe74510a5ed3b39cf2c7c6ec4537",
          "body": "…#489)\n\nThe Chinese G2P (misaki.zh.ZHG2P) returns a plain string, while the\npipeline expects a tuple from `self.g2p(chunk)` and tries to unpack it\nas `ps, _ = self.g2p(chunk)`. This causes a ValueError for all Chinese\nTTS generation:\n\n  ValueError: too many values to unpack (expected 2)\n\nCheck the r\n[…]\nk) and string returns (Chinese).\n\nCo-authored-by: botdev <botdev@botdevdeMacBook-Air.local>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
          "is_bot": false,
          "headline": "fix(kokoro): handle non-tuple return from Chinese ZHG2P in pipeline (…",
          "author_name": "bitking",
          "author_login": "smartchainark",
          "committed_at": "2026-02-28T13:01:52Z",
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          "is_bot": false,
          "headline": "Properly slice cache for each segment. (#486)",
          "author_name": "Lucas Newman",
          "author_login": "lucasnewman",
          "committed_at": "2026-02-28T13:01:51Z",
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          "oid": "cf70c84e4887adff49514dbfec90575a334410fe",
          "body": "* fix soprano decoder and config loading\n\nCo-Authored-By: solarpunkin <solarpunkin@users.noreply.github.com>\n\n* bump version\n\n* format\n\n* fix tests\n\n---------\n\nCo-authored-by: solarpunkin <solarpunkin@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[Soprano] Fix decoder and config loading (v1 and v1.1) (#480)",
          "author_name": "Prince Canuma",
          "author_login": null,
          "committed_at": "2026-02-28T12:59:44Z",
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        {
          "oid": "e09a58cfd5b5a282a42afa838ead93b169df71fc",
          "body": "* ran isort and black precommit\n\n* chore: add dev formatter config",
          "is_bot": false,
          "headline": "Formatting fix and add to pyproject.toml (#475)",
          "author_name": "Michael",
          "author_login": "mnoukhov",
          "committed_at": "2026-02-28T12:59:21Z",
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          "oid": "87eb11ddd7be08ab7d3a6a6860b72b156b9115cf",
          "body": "* feat(stt): add support for MedASR (Lasr architecture)\n\n* feat(stt): add support for MedASR (Lasr architecture)\n\nThis commit adds full support for the MedASR model (Lasr architecture) to mlx-audio.\n\nChanges:\n- Added  implementation (LasrEncoder, LasrForCTC).\n- Updated  and  to support  model type.\n\n[…]\n_ctc, remove convert.py in favor of sanitize method, update example\n\n---------\n\nCo-authored-by: Jeonghyun Lee <sigjhl@Jeonghyuns-MacBook-Pro.local>\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
          "is_bot": false,
          "headline": "feat(stt): add support for MedASR (Lasr architecture) (#376)",
          "author_name": "sigjhl",
          "author_login": "sigjhl",
          "committed_at": "2026-02-28T12:59:18Z",
          "body_truncated": true,
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          "body": null,
          "is_bot": false,
          "headline": "Fix voice matching for Pocket TTS. (#477)",
          "author_name": "Lucas Newman",
          "author_login": "lucasnewman",
          "committed_at": "2026-02-28T12:59:14Z",
          "body_truncated": false,
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        {
          "oid": "b93f21d75cabf1402a9916bf3a6849e5fdf7613e",
          "body": "* Use shared model cache resolution for SAM-Audio\n\n* cleanup code using get_model_path\n\nadd specific Gated Excpetion to give warning about requesting access to\nfacebook/sam_audio\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
          "is_bot": false,
          "headline": "Use shared model cache resolution for SAM-Audio (#468)",
          "author_name": "Michael",
          "author_login": "mnoukhov",
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          "oid": "a5ba63f6cad7fc12b74f0019c70c9e1f18ca380c",
          "body": null,
          "is_bot": false,
          "headline": "Fix noise shape for short separate_long (#467)",
          "author_name": "Michael",
          "author_login": "mnoukhov",
          "committed_at": "2026-02-28T12:59:13Z",
          "body_truncated": false,
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        {
          "oid": "b6e3247f6819483fd3c1c1158d92e2d1ce8cad84",
          "body": "Co-authored-by: Prince Canuma <prince.gdt@gmail.com>",
          "is_bot": false,
          "headline": "Enable streaming for Qwen3-TTS when ICL mode is enabled. (#466)",
          "author_name": "orbitalquark",
          "author_login": "orbitalquark",
          "committed_at": "2026-02-28T12:59:13Z",
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        {
          "oid": "63348fd87ad7ad6d3bb304674468a6b3330b6a26",
          "body": "* fix long audio processing\n\n* Add token tracking and performance metrics to transcription generation\n\n* qwen3asr fix total tokens\n\n* format",
          "is_bot": false,
          "headline": "Fix ALMs max tokens and chunking (#474)",
          "author_name": "Prince Canuma",
          "author_login": null,
          "committed_at": "2026-02-28T12:59:03Z",
          "body_truncated": false,
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        {
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          "body": null,
          "is_bot": false,
          "headline": "Restore encoder_config to preserve voice clone accents. (#461)",
          "author_name": "orbitalquark",
          "author_login": "orbitalquark",
          "committed_at": "2026-02-28T12:58:13Z",
          "body_truncated": false,
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        {
          "oid": "18b21e9651d3d840ca0a9b096d49a264fe3dff58",
          "body": "* Add python-multipart dependency to pyproject.toml for multipart form handling\n\n* Refactor tokenizer usage in Whisper model files\n\n- Removed direct imports and references to the Tokenizer class in favor of using model methods for tokenizer retrieval.\n- Updated function signatures to accept a generi\n[…]\nrnal logic to reflect the new parameter names, ensuring proper handling of audio chunk durations.\n- Adjusted test cases to align with the updated parameter names, maintaining test integrity.\n\n* format",
          "is_bot": false,
          "headline": "Fix server (STT, TTS) (#460)",
          "author_name": "Prince Canuma",
          "author_login": null,
          "committed_at": "2026-02-28T12:58:08Z",
          "body_truncated": true,
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        },
        {
          "oid": "10470ee9e8f6618978bd0d6387422e84c21b3f9f",
          "body": "* fix chatterbox load\n\n* format",
          "is_bot": false,
          "headline": "Fix chatterbox load (#455)",
          "author_name": "Prince Canuma",
          "author_login": null,
          "committed_at": "2026-02-28T12:55:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4970740aa66ae91040f1f1c12d5f0ff7bb19f132",
          "body": "* Add Qwen3-ASR model and configurations\n\n- Introduced Qwen3-ASR model with audio encoder and transformer layers.\n- Added configuration classes for audio encoder, text decoder, and model settings.\n- Updated generate_transcription function to print segment text for debugging.\n- Enhanced model remappi\n[…]\nerstanding of the expected behavior for both aligned and non-aligned weights.\n- Removed redundant variable assignments to streamline the test code, improving maintainability and readability.\n\n* format",
          "is_bot": false,
          "headline": "Add Qwen3-ASR (#454)",
          "author_name": "Prince Canuma",
          "author_login": null,
          "committed_at": "2026-02-28T12:55:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3e9a3389d217dec303dc1e7dc56df77dfa07c075",
          "body": null,
          "is_bot": false,
          "headline": "Update pyproject.toml for poetry support.",
          "author_name": "Lucas Newman",
          "author_login": "lucasnewman",
          "committed_at": "2026-02-28T12:52:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acebc0c9842ce4fda610ac01354cc21544669c09",
          "body": "* Refactor audio utilities for volume normalization and random segment selection\n\n* support loading reference audio from file paths or mx.array\n\n* remove old examples\n\n* Allowing reference audio to be loaded from file paths or mx.array across tts\n\n* migrate to tfmx v5\n\n* revert\n\n* Refactor audio dec\n[…]\nor Qwen3 TTS model to track calls to speech_tokenizer.decode instead of streaming_decode\n\n* Add tests for Qwen3 TTS streaming decode behavior, including tracking of decode calls and chunk size control",
          "is_bot": false,
          "headline": "Refactor audio load (#445)",
          "author_name": "Prince Canuma",
          "author_login": null,
          "committed_at": "2026-02-28T12:29:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ff8d7453cc3c517e1e18bfb89fe0b4f8019ce643",
          "body": "* Update mel spectrogram padding calculation in Qwen3-TTS to align with PyTorch standards\n\n* Increase context size in Qwen3-TTS model for smoother audio transitions, improving decoding accuracy with minimal error.\n\n* Refactor text embedding handlingg\n\n- Updated the text embedding retrieval process t\n[…]\nhe deprecation of loading models from pretrained weights directly.\n\n* remove unused\n\n* Replaced custom sampling implementations with utility functions from `mlx_lm.sample_utils`\n\n* format\n\n* fix tests",
          "is_bot": false,
          "headline": "[Qwen3-TTS] Fix some Custom Voices producing silence with 0.6B (#444)",
          "author_name": "Prince Canuma",
          "author_login": null,
          "committed_at": "2026-02-28T12:28:58Z",
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      "top_contributor_share": 0.394
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    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "python-publish.yml",
        "tests.yml"
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      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
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            "reason": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 5 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 1,
            "reason": "1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "4c9ec6a8489e790b5ba8964ab1f1d63150476f9f",
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        "scorecard_version": "v5.5.0"
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      "has_security_policy": false,
      "has_dependabot_config": false
    },
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      "collected": true,
      "ci_last_run_at": "2026-05-09T17:11:10Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-02-28T19:05:19Z",
      "ci_last_conclusion": null,
      "oldest_open_issues": []
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  },
  "config": {
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    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/DePasqualeOrg/mlx-audio-plus",
    "host": "github.com",
    "name": "mlx-audio-plus",
    "owner": "DePasqualeOrg"
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  "metrics": {
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      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": "The weighted overall 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 52,
            "calibrated": 53,
            "calibration": "2026-08-02"
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        }
      ],
      "value": 53,
      "inputs": {
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        "vitality": 64,
        "community": 29,
        "governance": 63,
        "calibration": "2026-08-02",
        "engineering": 58,
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      "components": []
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    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 64,
        "weight": 0.21,
        "metrics": [
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            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "commits_last_year": 194,
              "human_commit_share": 1,
              "days_since_last_push": 82,
              "active_weeks_last_year": 26
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            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 82 days ago",
                "points": 18,
                "status": "partial",
                "details": [
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                    "code": "push_recency",
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                      "days": 82
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                "max_points": 36
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "26/52 weeks with commits",
                "points": 18,
                "status": "partial",
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                    "code": "commit_cadence_weeks",
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                      "weeks": 26
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                "max_points": 36
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                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "194 commits in the last year",
                "points": 18,
                "status": "met",
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                      "count": 194
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                "max_points": 18
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1",
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          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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                "code": "weights_renormalized",
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            "value": 78,
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              "days_since_latest_release": 203,
              "mean_days_between_releases": 4.3
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                "key": "ships_releases",
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              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 203 days ago",
                "points": 16.2,
                "status": "partial",
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                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~4.3 days",
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                "details": [
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                    "code": "release_cadence",
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                "max_points": 27
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                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
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                ],
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          },
          {
            "key": "abandonment",
            "band": "exceptional",
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            "note": null,
            "notes": [],
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            "components": [
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                "detail": "last human commit 87 days ago",
                "points": 100,
                "status": "met",
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                    "code": "abandonment_maintained",
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                "max_points": 100
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            ]
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
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      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 29,
        "weight": 0.17,
        "metrics": [
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            "key": "popularity",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "stars": 44,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
                "name": "Stars",
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                "points": 26.5,
                "status": "partial",
                "details": [
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                    "code": "stars",
                    "params": {
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "6 forks",
                "points": 5.8,
                "status": "partial",
                "details": [
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                    "code": "forks",
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                      "count": 6
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "watchers",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "at_risk",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_readme": false,
              "has_license": false,
              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "has_pull_request_template": false
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
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              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 63,
        "weight": 0.23,
        "metrics": [
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            "key": "maintainer_resilience",
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            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
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              "top_contributor_share": 0.394
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
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                ],
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                "key": "commit_distribution",
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                "points": 13.6,
                "status": "partial",
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                    "code": "top_contributor_share",
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
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                "status": "met",
                "details": [
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
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                "points": 10,
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                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 60,
            "inputs": {
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              "closed_issues": 1,
              "prs_merged_7d": null,
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            "components": [
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                "status": "met",
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              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
                "details": [
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                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
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                "status": "excluded",
                "details": [
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              {
                "key": "openssf_scorecard_code_review",
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                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
            "band": "weak",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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            ],
            "value": 44,
            "inputs": {
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            "components": [
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                "status": "excluded",
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                "key": "owner_reach",
                "name": "Owner reach",
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                "status": "missed",
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                ],
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              },
              {
                "key": "track_record",
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                "status": "met",
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                "max_points": 25
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          },
          {
            "key": "package_maintenance",
            "band": "excellent",
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            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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            "components": [
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                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 203 days ago",
                "points": 26,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
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                      "days": 203
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "9 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 9
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
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                "points": 20,
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                "details": [
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        ],
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      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
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            "notes": [],
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
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              {
                "key": "tests_present",
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              {
                "key": "linter_config",
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                "detail": null,
                "points": 16,
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              },
              {
                "key": "pre_commit_hooks",
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                "points": 9.6,
                "status": "met",
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              },
              {
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                "status": "missed",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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            ]
          },
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            "key": "documentation",
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            "notes": [],
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                "sst",
                "sts",
                "text-to-speech",
                "tts",
                "macos"
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              "has_wiki": false,
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              {
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                "points": 10,
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                "details": [
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              {
                "key": "wiki",
                "name": "Wiki",
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            ]
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        ],
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            "notes": [
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                "status": "missed",
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                "status": "met",
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              },
              {
                "key": "dangerous_workflow",
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                "points": 10,
                "status": "met",
                "details": [],
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              },
              {
                "key": "dependency_update_tool",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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                "status": "missed",
                "details": [],
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                "key": "license",
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                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
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              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
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                "key": "packaging",
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                "status": "excluded",
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                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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                "status": "missed",
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              },
              {
                "key": "sast",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
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              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "points": 0,
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              },
              {
                "key": "vulnerabilities",
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            ]
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                "code": "advisories_scope_published",
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              {
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              "affected_by_severity": "critical 1",
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                "max_points": 35
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                "points": 25,
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                "key": "no_advisories_left_outstanding",
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                "points": 32.3,
                "status": "partial",
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                ],
                "max_points": 40
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            "note": null,
            "notes": [],
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          {
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            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
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            "inputs": {
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                "key": "machine_readable_docs_llms_txt",
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                ],
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                "key": "automated_maintenance",
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                "detail": "no automated dependency updates observed",
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                "key": "openssf_scorecard_pinned_dependencies",
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                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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                "status": "missed",
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            ]
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            "notes": [],
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              "oversized_source_files": 3
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                      "language": "Python"
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                "points": 54.6,
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                "details": [
                  {
                    "code": "oversized_source_files",
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            "key": "ai_interfaces",
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              "has_mcp_signal": false,
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                "key": "api_schema_openapi_graphql_proto",
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    ],
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      "labels": [
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      "scores": {
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    "Community profile unavailable",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T11:17:42.784474Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/DePasqualeOrg/mlx-audio-plus.svg",
  "full_name": "DePasqualeOrg/mlx-audio-plus",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v2.5.0, схема v0.27.0 — повна методологія · вікі метрик.

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