Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-30 22:04 UTC

Blaizzy / mlx-audio

A text-to-speech (TTS), speech-to-text (STT) and speech-to-speech (STS) library built on Apple's MLX framework, providing efficient speech analysis on Apple Silicon.

PythonMIT★ 7654 estrellas⑂ 680 forksdesde nov 2024Ver en GitHub ↗

Blaizzy/mlx-audio tiene un índice de salud de 83 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (98/100) y la más baja, AI Readiness (54/100). Se actualizó por última vez hace 1 día. 3 personas concentran la mayor parte del trabajo reciente.

83
global / 100
Bueno

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.

83
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.

Titularidad

Prince CanumaCuenta personal
1458 seguidores106 repositorios públicosdesde nov 2016kulissiwa.com

Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPImlx-audio0.4.6362.74726hace 5 días

Métricas por categoría

Vitalidad

¿Está vivo el proyecto: se escribe código y se publican versiones?

98Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 1 días
31.8/36Cadencia de commits — 46/52 semanas con commits
18/18Volumen de commits — 735 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year735
human_commit_share1
days_since_last_push1
active_weeks_last_year46
Cómo se puntúa
27/27Publica versiones — 26 versiones publicadas
36/36Recencia de las versiones — última versión hace 5 días
27/27Cadencia de publicación — una versión cada ~20,4 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count26
latest_release_tagv0.4.6
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases20,4
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

80Bueno · 18% del índice global
Cómo se puntúa
60/60Estrellas — 7654 estrellas
23.6/25Forks — 680 forks
9.5/15Observadores — 53 observadores
Datos de entrada utilizados
forks680
stars7654
watchers53
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_template
Cómo se puntúa
74.1/80Descargas mensuales — 362.747 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesmlx-audio
dependents
ecosystemspypi
total_downloads
monthly_downloads362.747
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?

80Bueno · 24% del índice global
Cómo se puntúa
36/54Factor bus — la mitad de los commits recae en 3 contribuyente(s)
16.8/22.5Distribución de commits — el principal contribuyente firma el 26% de los commits
13.5/13.5Amplitud de contribuyentes — 99 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 9 contributing companies or organizations
Datos de entrada utilizados
bus_factor3
contributors_sampled99
top_contributor_share0,255
Cómo se puntúa
35.9/46.8Resolución de issues — 77% de issues cerradas
30.7/38.3Aceptación de PR — 426/531 PR decididos fusionados
10.5/15OpenSSF Scorecard: Code-Review — Found 10/13 approved changesets -- score normalized to 7
Datos de entrada utilizados
merged_prs426
open_issues70
closed_issues231
issue_closed_ratio0,767
closed_unmerged_prs105
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
22.7/25Alcance del propietario — 1458 seguidores de Blaizzy
25/25Trayectoria — 106 repos públicos, cuenta de ~9 años
Datos de entrada utilizados
followers1458
owner_typeUser
is_verified
owner_loginBlaizzy
public_repos106
account_age_days3545
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 5 días
20/20Historial de versiones — 26 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesmlx-audio
ecosystemspypi
any_deprecatedno
min_days_since_publish5

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

92Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 4 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — .eslintrc.json
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://blaizzy.github.io/mlx-audio/
10/10Descripción del repositorio
10/10Topics — 9 topics
0/10Wiki
Datos de entrada utilizados
topicsapple-silicon, audio-processing, mlx, multimodal, speech-recognition, speech-synthesis, speech-to-text, text-to-speech, transformers
has_wikino
homepagehttps://blaizzy.github.io/mlx-audio/
has_readme
has_docs_dir
has_description

Seguridad

¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?

58Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 10/13 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 9 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
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 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
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 42 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,8
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages38
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:mlx-audio@0.4.6 —lo que arrastra la instalación del paquete publicado—: 38 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

54Moderado · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
34.1/40Historial de commits legible — 64 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,64
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — .eslintrc.json
11/11Verificación estática de tipos — examples/bible-audiobook/tsconfig.json, mlx_audio/ui/tsconfig.json
10/10Entorno reproducible — lockfile
10/10Práctica demostrada con agentes — 8 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configsexamples/bible-audiobook/tsconfig.json, mlx_audio/ui/tsconfig.json
agent_commit_share0,08
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (examples/bible-audiobook/tsconfig.json, mlx_audio/ui/tsconfig.json)
54.4/55Tamaños de archivo manejables — 8/731 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes354.737
source_files_sampled731
oversized_source_files8
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signalno
api_schema_files

Datos clave

7654estrellas de GitHub
99contribuidores
735commits en los últimos 12 meses
1días desde el último push
26versiones publicadas
3factor bus
70issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

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

Más detalle

Historial de estrellas y forks 0 ★ / 680 ⇿
0Estrellas
680Forks
26Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

0125250375500625750663532025-022025-112026-07
Mayor 0Menor 4Parche 21

Cada punto abarca 2 días.

OpenSSF Scorecard 4.8 / 10
4.8agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-30 22:04 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-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
10CI-Tests13 out of 13 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 10/13 approved changesets -- score normalized to 7
10Contributorsproject has 9 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 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
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities42 existing vulnerabilities detected
Dependencias directas 9
RegistroPaqueteRestricción de versiónManifiesto
PyPIhuggingface_hub>=1.0pyproject.toml
PyPIminiaudio>=1.61pyproject.toml
PyPImlx-lm>=0.31.1pyproject.toml
PyPImlx>=0.31.1pyproject.toml
PyPInumpy>=1.26.4pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIsounddevice>=0.5.3pyproject.toml
PyPItqdm>=4.67.1pyproject.toml
PyPItransformers>=5.14.0pyproject.toml
Todas las dependencias 136

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 11 paquetes directos y 125 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIhuggingface-hub1.11.0directa
PyPIminiaudio1.61directa
PyPImlx0.31.2directa
PyPImlx-lm0.31.1directa
PyPInumpy2.2.6directa
PyPInumpy2.3.5directa
PyPIscipy1.15.3directa
PyPIscipy1.17.0directa
PyPIsounddevice0.5.3directa
PyPItqdm4.67.1directa
PyPItransformers5.6.0directa
npm@react-three/drei~9.105.6indirecta
npm@react-three/fiber~8.16.8indirecta
npm@types/bunlatestindirecta
npm@types/fluent-ffmpeg^2.1.27indirecta
npm@types/node^20indirecta
npm@types/node^22.13.10indirecta
npm@types/react^18indirecta
npm@types/react-dom^18indirecta
npmclass-variance-authority^0.7.1indirecta
npmclsx^2.1.1indirecta
npmD^1.0.0indirecta
npmeslint^8indirecta
npmeslint-config-next14.2.16indirecta
npmfluent-ffmpeg^2.1.3indirecta
npmlucide-react^0.511.0indirecta
npmmkdirp^3.0.1indirecta
npmnext^15.4.7indirecta
npmnext-themes^0.4.6indirecta
npmpostcss^8indirecta
npmreact^18indirecta
npmreact-dom^18indirecta
npmtailwind-merge^3.3.0indirecta
npmtailwindcss^3.4.1indirecta
npmtailwindcss-animate^1.0.7indirecta
npmthree^0.163.0indirecta
npmtypescript^5indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.12.1indirecta
PyPIattrs25.4.0indirecta
PyPIbabel2.17.0indirecta
PyPIbackports-asyncio-runner1.2.0indirecta
PyPIbackrefs6.2indirecta
PyPIblack26.1.0indirecta
PyPIcertifi2026.1.4indirecta
PyPIcffi2.0.0indirecta
PyPIcfgv3.5.0indirecta
PyPIcharset-normalizer3.4.4indirecta
PyPIclick8.3.1indirecta
PyPIcolorama0.4.6indirecta
PyPIdistlib0.4.0indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIfastapi0.128.0indirecta
PyPIfilelock3.20.3indirecta
PyPIfsspec2026.1.0indirecta
PyPIghp-import2.1.0indirecta
PyPIgriffelib2.0.2indirecta
PyPIh110.16.0indirecta
PyPIhf-xet1.4.3indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttptools0.7.1indirecta
PyPIhttpx0.28.1indirecta
PyPIidentify2.6.16indirecta
PyPIidna3.11indirecta
PyPIiniconfig2.3.0indirecta
PyPIisort7.0.0indirecta
PyPIjinja23.1.6indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPImarkdown3.10.2indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImdurl0.1.2indirecta
PyPImergedeep1.3.4indirecta
PyPImistral-common1.8.8indirecta
PyPImkdocs1.6.1indirecta
PyPImkdocs-autorefs1.4.4indirecta
PyPImkdocs-get-deps0.2.2indirecta
PyPImkdocs-material9.7.6indirecta
PyPImkdocs-material-extensions1.3.1indirecta
PyPImkdocstrings1.0.3indirecta
PyPImkdocstrings-python2.0.3indirecta
PyPImlx-metal0.31.2indirecta
PyPImypy-extensions1.1.0indirecta
PyPInodeenv1.10.0indirecta
PyPIpackaging26.0indirecta
PyPIpaginate0.5.7indirecta
PyPIpathspec1.0.4indirecta
PyPIpillow12.1.0indirecta
PyPIplatformdirs4.5.1indirecta
PyPIpluggy1.6.0indirecta
PyPIpre-commit4.5.1indirecta
PyPIprotobuf6.33.5indirecta
PyPIpycountry24.6.1indirecta
PyPIpycparser3.0indirecta
PyPIpydantic2.12.5indirecta
PyPIpydantic-core2.41.5indirecta
PyPIpydantic-extra-types2.11.0indirecta
PyPIpygments2.19.2indirecta
PyPIpymdown-extensions10.21.2indirecta
PyPIpytest9.0.2indirecta
PyPIpytest-asyncio1.3.0indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-dotenv1.2.2indirecta
PyPIpython-multipart0.0.22indirecta
PyPIpytokens0.4.1indirecta
PyPIpyyaml6.0.3indirecta
PyPIpyyaml-env-tag1.1indirecta
PyPIreferencing0.37.0indirecta
PyPIregex2026.1.15indirecta
PyPIrequests2.32.5indirecta
PyPIrich14.3.3indirecta
PyPIrpds-py0.30.0indirecta
PyPIsafetensors0.7.0indirecta
PyPIsentencepiece0.2.1indirecta
PyPIsetuptools80.10.1indirecta
PyPIshellingham1.5.4indirecta
PyPIsix1.17.0indirecta
PyPIsoundfile0.13.1indirecta
PyPIsoxr1.0.0indirecta
PyPIstarlette0.50.0indirecta
PyPItiktoken0.12.0indirecta
PyPItokenizers0.22.2indirecta
PyPItomli2.4.0indirecta
PyPItyper0.24.1indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPIurllib32.6.3indirecta
PyPIuvicorn0.40.0indirecta
PyPIuvloop0.22.1indirecta
PyPIvirtualenv20.36.1indirecta
PyPIwatchdog6.0.0indirecta
PyPIwatchfiles1.1.1indirecta
PyPIwebrtcvad2.0.10indirecta
PyPIwebsockets16.0indirecta
Avisos de dependencias 0

Instalar pypi:mlx-audio@0.4.6 arrastra 38 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

Informe JSON sin procesar legible por máquina
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          "body": "- Use the standard repo copyright header in all package files\n- generate(): load ref audio via mlx_audio.utils.load_audio (audio_io\n  decode + resample_audio), dropping soundfile and librosa\n- _ref_mel: drop librosa; resample via resample_audio and use a\n  self-contained slaney mel filterbank (match\n[…]\ne-9)\n- features.py: reimplement fbank_160 in MLX (vectorized mx.fft.rfft)\n- Add README with usage examples and supported mlx-community repo ids\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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          "body": "Reported in PR #799: sf.read returns sr but it was discarded, so\nfbank_160 / CAMPPlus / _ref_mel read a 44.1/48 kHz ref as 16 kHz,\nproducing a mel off by sr/16000 and garbled audio.",
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          "body": "find_ckpt() now only resolves the sibling weights/ dir (the Model always passes\nan explicit path); drops a personal absolute HF-cache glob.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "Remove hardcoded local cache path from t2s find_ckpt",
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          "headline": "Configurable quant bits + int4 support",
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          "headline": "T2S int8 quantization (convert --quantize int8)",
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          "headline": "Apply black + isort formatting (CI style)",
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          "headline": "Add Confucius4-TTS: multilingual zero-shot voice-cloning TTS (MLX)",
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          "headline": "Fix SineGen length alignment",
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          "body": "Address the review feedback to keep audio inputs as mx.arrays and drop the\ntransformers feature extractor.\n\n- Add AudioFeatureExtractor, an nn.Module that takes an mx.array waveform and\n  returns mx.array mel features, computing the log-mel spectrogram entirely in\n  mx space via the shared mlx_audio\n[…]\nt while keeping nested-config building in __post_init__.\n- Tests cover the new extractor and BaseModelArgs config parsing.\n\nTranscription output is unchanged and still byte-identical to the reference.",
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          "headline": "fixes pr review: MLX-native audio features and BaseModelArgs config",
          "author_name": "Alazar Manakelew",
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          "body": "- Segment audio with the in-tree Silero VAD (mlx_audio.vad) before\n  transcription, matching the reference vad_cut path: VAD speech runs are\n  turned into chunk ranges (respecting cut starts, last range to end, then\n  split to chunk_size_seconds) and each chunk fills one <|AUDIO|> placeholder.\n  spl\n[…]\nOptional where they default to None.\n- Add a model README.\n\nVerified against the original PyTorch model (transformers 4.51,\ntrust_remote_code) on the LibriSpeech dummy clip: identical output, WER 0.0.",
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          "body": "Point OmniVoice docs to the MLX-ready mlx-community/OmniVoice-bfloat16",
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          "headline": "Merge pull request #807 from Lazarus-931/fix-714",
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          "body": "Keep strict tokenizer weight loading so genuine weight mismatches are\nsurfaced, and point the docs at the MLX-ready bfloat16 conversion, which\nloads cleanly and produces audio. Addresses #714.",
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          "headline": "Recommend mlx-community/OmniVoice-bfloat16 in OmniVoice docs",
          "author_name": "Alazar Manakelew",
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          "headline": "Merge pull request #808 from sxy-trans-n/codex/higgs-v3-ar-sync-reduc…",
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          "headline": "Merge pull request #806 from hluaguo/perf/stt-pipeline-optimizations",
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          "headline": "Merge pull request #801 from hluaguo/validate/lid-vad-perf",
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                "name": "Publish recency",
                "detail": "latest publish 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "26 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                      "count": 26
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "notes": [],
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                "key": "ci_workflows",
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                "detail": "4 workflow(s)",
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                "name": "Tests present",
                "detail": null,
                "points": 24,
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              {
                "key": "linter_config",
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                "points": 16,
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              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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              },
              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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                "detail": "13 out of 13 merged PRs checked by a CI test -- score normalized to 10",
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            ]
          },
          {
            "key": "documentation",
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            "notes": [],
            "value": 90,
            "inputs": {
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              "has_wiki": false,
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              "has_readme": true,
              "has_docs_dir": true,
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            "components": [
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                "key": "readme",
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              {
                "key": "documentation_directory",
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                "detail": null,
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              {
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                "status": "met",
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                "points": 10,
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                "key": "topics",
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                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "weight": 0.16,
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            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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                }
              },
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                "code": "weights_renormalized",
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                "points": 0,
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                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
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                "points": 5.2,
                "status": "partial",
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              },
              {
                "key": "contributors",
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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",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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                "status": "met",
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              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
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                "key": "packaging",
                "name": "Packaging",
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                "status": "met",
                "details": [],
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              },
              {
                "key": "pinned_dependencies",
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                "status": "missed",
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              },
              {
                "key": "sast",
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                "key": "security_policy",
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              },
              {
                "key": "signed_releases",
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                ],
                "max_points": 7.5
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                "key": "token_permissions",
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                "key": "vulnerabilities",
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            "notes": [
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              {
                "code": "advisories_scope_published",
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            "components": [
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                "key": "direct_dependencies_free_of_known_advisories",
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                "key": "indirect_dependencies_free_of_known_advisories",
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                "key": "no_advisories_left_outstanding",
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          },
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          },
          {
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        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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                "key": "demonstrated_agent_practice",
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                ],
                "max_points": 8
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                "key": "openssf_scorecard_pinned_dependencies",
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                    "code": "typecheck_config_language",
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            "key": "ai_interfaces",
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            "note": null,
            "notes": [],
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                "key": "mcp_server",
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  "generated_at": "2026-07-30T22:04:52.472370Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/Blaizzy/mlx-audio.svg",
  "full_name": "Blaizzy/mlx-audio",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadasPyPI.