Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-23 00:03 UTC

seruva19 / ayase

Modular media quality metrics toolkit.

PythonMIT★ 0 estrellas⑂ 0 forksdesde mar 2026Ver en GitHub ↗

seruva19/ayase tiene un índice de salud de 8 sobre 100, lo que lo sitúa en la banda Crítico. Su puntuación más alta es Engineering Quality (66/100) y la más baja, Security (8/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

8
global / 100
Crítico

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.

8
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.

La Política de Jurisdicciones de Alto Riesgo aplica un multiplicador del 20% a la salud global ponderada y le da un límite «En riesgo» de 49.

Titularidad

seruva19Cuenta personal
29 seguidores8 repositorios públicosdesde mar 2017

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 publicaciónEtiquetas
PyPIayase0.1.67-65hace 0 díasaicomputer-visiondatasetimagemetricsmlquality-assessmentvideovqa

Métricas por categoría

Vitalidad

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

45En riesgo · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
11.1/36Cadencia de commits — 16/52 semanas con commits
18/18Volumen de commits — 183 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year183
human_commit_share1
days_since_last_push0
active_weeks_last_year16
Cómo se puntúa
0/27Publica versiones — sin versiones publicadas
0/36Recencia de las versiones — sin versiones
0/27Cadencia de publicación — sin versiones
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count0
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?

33En riesgo · 18% del índice global
Cómo se puntúa
0/60Estrellas — 0 estrellas
0/25Forks — 0 forks
0/15Observadores — 0 observadores
Datos de entrada utilizados
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sostenibilidad y Gobernanza

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

36En riesgo · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
0/22.5Distribución de commits — el principal contribuyente firma el 100% de los commits
1.4/13.5Amplitud de contribuyentes — 1 contribuyentes
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Datos de entrada utilizados
bus_factor1
contributors_sampled1
top_contributor_share1
Cómo se puntúa
0/46.8Resolución de issues — sin issues o sin datos
0/38.3Aceptación de PR — sin PR decididos o sin datos
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Excluidos de la puntuación (sin datos o no aplicable): Resolución de issues, Aceptación de PR. Los pesos restantes se han renormalizado.
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
10.6/25Alcance del propietario — 29 seguidores de seruva19
18.9/25Trayectoria — 8 repos públicos, cuenta de ~9 años
Datos de entrada utilizados
followers29
owner_typeUser
is_verified
owner_loginseruva19
public_repos8
account_age_days3400
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 0 días
20/20Historial de versiones — 65 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesayase
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

66Moderado · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 1 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — sin datos
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: CI-Tests. Los pesos restantes se han renormalizado.
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepage
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?

8Crítico · 16% del índice global
Cómo se puntúa
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 — sin datos
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
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3,9
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier20
security_posture_after_multiplier8
security_posture_before_jurisdiction39
Excluidos de la puntuación (sin datos o no aplicable): ci_tests, packaging, signed_releases. Los pesos restantes se han renormalizado. La Política de Jurisdicciones de Alto Riesgo aplica un multiplicador del 20% y da a la postura de seguridad un límite «En riesgo» de 49.

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.

58Moderado · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md
0/15Documentación legible por máquinas (llms.txt)
30.4/40Historial de commits legible — 57 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,57
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes27.045
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
0/11Configuración de lint / formato
11/11Verificación estática de tipos — src/ayase/py.typed
10/10Entorno reproducible — Dockerfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
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
lockfiles
has_dockerfile
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configssrc/ayase/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (src/ayase/py.typed)
54.8/55Tamaños de archivo manejables — 3/795 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes100.879
source_files_sampled795
oversized_source_files3
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

0estrellas de GitHub
1contribuidores
183commits en los últimos 12 meses
0días desde el último push
0versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:ayase@0.1.67; advisories assessed against the repository dependency graph instead

Más detalle

OpenSSF Scorecard 3.9 / 10
3.9agregado

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 · 2026-07-23 00:03 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/dCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 75
RegistroPaqueteRestricción de versiónManifiesto
PyPItyper>=0.12.0,<1.0pyproject.toml
PyPIrich>=13.7.0,<15.0pyproject.toml
PyPIpydantic>=2.5.0,<3.0pyproject.toml
PyPIpydantic-settings>=2.1.0,<3.0pyproject.toml
PyPIopencv-python>=4.9.0,<5.0pyproject.toml
PyPIpillow>=10.2.0,<13.0pyproject.toml
PyPInumpy>=1.24.0,<3.0pyproject.toml
PyPItqdm>=4.66.0,<5.0pyproject.toml
PyPIpyarrow>=15.0.0,<23.0pyproject.toml
PyPIpandas>=2.1.0,<3.0pyproject.toml
PyPIimageio>=2.33.0,<3.0pyproject.toml
PyPIimageio-ffmpeg>=0.4.9,<1.0pyproject.toml
PyPItextual>=0.52.0pyproject.toml
PyPItorch>=2.1.0,<2.11pyproject.toml
PyPItorchvision>=0.16.0,<0.26pyproject.toml
PyPItorchaudio>=2.1.0,<2.11pyproject.toml
PyPItransformers>=4.45.0,<5.0pyproject.toml
PyPIqwen-vl-utils>=0.0.8pyproject.toml
PyPIhuggingface-hub>=0.20.0,<2.0pyproject.toml
PyPIsafetensors>=0.4.0pyproject.toml
PyPItimm>=0.9.12pyproject.toml
PyPIeinops>=0.7.0pyproject.toml
PyPIftfy>=6.0pyproject.toml
PyPIregex>=2024.0.0pyproject.toml
PyPIiopath>=0.1.10,<0.2pyproject.toml
PyPIpytorchvideo>=0.1.5,<0.2pyproject.toml
PyPIlpips>=0.1.4pyproject.toml
PyPIopen-clip-torch>=2.24.0pyproject.toml
PyPIpyiqa>=0.1.13,<1.0pyproject.toml
PyPIscipy>=1.11.0pyproject.toml
PyPIscikit-image>=0.19.0pyproject.toml
PyPIscikit-video>=1.1.11pyproject.toml
PyPIdecord>=0.6.0pyproject.toml
PyPIv-stream>=0.1.2pyproject.toml
PyPIprdc>=0.2pyproject.toml
PyPIscikit-learn>=1.3.0pyproject.toml
PyPIjoblib>=1.3.0pyproject.toml
PyPInumba>=0.58.0pyproject.toml
PyPImatplotlib>=3.7.0pyproject.toml
PyPIcolour-science>=0.4.0pyproject.toml
PyPIPyWavelets>=1.3.0pyproject.toml
PyPIpyrtools>=1.0.9pyproject.toml
PyPIPyYAML>=6.0pyproject.toml
PyPIrequests>=2.31.0pyproject.toml
PyPIscenedetect>=0.6.5,<1.0pyproject.toml
PyPIomegaconf>=2.3.0pyproject.toml
PyPInltk>=3.8.0pyproject.toml
PyPIaccelerate>=0.25.0pyproject.toml
PyPIdiffusers>=0.25.0pyproject.toml
PyPIpaddlepaddle>=3.0pyproject.toml
PyPIpaddleocr>=3.0pyproject.toml
PyPIpython-Levenshtein>=0.21.0pyproject.toml
PyPIfaster-whisper>=1.2.0,<2.0pyproject.toml
PyPImsclap>=1.3.4,<2.0pyproject.toml
PyPIaudiobox_aesthetics>=0.0.4,<0.1.0pyproject.toml
PyPImediapipe>=0.10.0,<1.0pyproject.toml
PyPIrtmlib>=0.0.13pyproject.toml
PyPIinsightface>=0.7.0pyproject.toml
PyPIonnxruntime>=1.14.0pyproject.toml
PyPIultralytics>=8.0.0,<9.0pyproject.toml
PyPIinvisible-watermark>=0.2.0pyproject.toml
PyPIlibrosa>=0.10.0pyproject.toml
PyPImuq>=0.1.0pyproject.toml
PyPImoviepy>=1.0.3,<2.0pyproject.toml
PyPIpyloudnorm>=0.1.1,<1.0pyproject.toml
PyPIpython_speech_features>=0.6,<1.0pyproject.toml
PyPIsoundfile>=0.12.0pyproject.toml
PyPItorchmetrics>=1.0.0pyproject.toml
PyPItransnetv2-pytorch>=1.0.0pyproject.toml
PyPIumap-learn>=0.5.0pyproject.toml
PyPIwget>=3.2,<4.0pyproject.toml
PyPIsetuptools>=69,<70pyproject.toml
PyPItomli>=2.0.1,<3.0pyproject.toml
PyPItomli-w>=1.0.0,<2.0pyproject.toml
PyPItyping_extensions>=4.0.0pyproject.toml
Todas las dependencias no recopilado

No fue posible recopilar el conjunto de dependencias resuelto para este informe: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 15112,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 4084538,
        "Dockerfile": 1694
      },
      "pushed_at": "2026-07-22T21:28:40Z",
      "created_at": "2026-03-02T21:52:24Z",
      "owner_type": "User",
      "updated_at": "2026-07-22T21:28:50Z",
      "description": "Modular media quality metrics toolkit.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "User",
      "login": "seruva19",
      "company": null,
      "location": "St. Petersburg, Russia",
      "followers": 29,
      "avatar_url": "https://avatars.githubusercontent.com/u/26826215?v=4",
      "created_at": "2017-03-31T21:07:11Z",
      "is_verified": null,
      "public_repos": 8,
      "account_age_days": 3400
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [],
      "recent_commits": [
        {
          "oid": "5a2d6bc98de79e44c860c20d1bc0354879b8316b",
          "body": "…imitive",
          "is_bot": false,
          "headline": "release: ayase 0.1.67 - flow.raft_flow_field dense RAFT flow-field pr…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-22T21:24:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a782cd169073b101e5ef563fddb4f4b3b0be955b",
          "body": "…ntrolled geometry test",
          "is_bot": false,
          "headline": "docs: qualify expression_following identity-invariance claim after co…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-20T08:50:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a55cb613dbc7ba34c2bbbee33ce1b64cf1cf32e",
          "body": "…delbench VILA judge archive",
          "is_bot": false,
          "headline": "release: ayase 0.1.66 - expression_following metric + trimmed worldmo…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-20T08:22:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08c82b726525649972a4235ab907cd4d0a83955d",
          "body": null,
          "is_bot": false,
          "headline": "release: ayase 0.1.65",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-13T16:06:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14057fa9f954e2f4de7199223a30101549324d43",
          "body": null,
          "is_bot": false,
          "headline": "feat(cli): add interactive metric help catalog",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-13T14:56:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f944f353f3a2d487bffddc91d3ca5ee58398b82c",
          "body": null,
          "is_bot": false,
          "headline": "feat(metrics): add native video benchmarks and RQ-VQA",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-13T14:07:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1da902d8ab99b8b135e9fcc0e1e4217c4abfcd6",
          "body": "…ndored GroundingDINO/SAM/SAM2/VideoMAEv2/Q-Align/CoTracker3; changelog backfill 0.1.61-0.1.63",
          "is_bot": false,
          "headline": "bump: ayase 0.1.64 - VMBench 5 motion axes (OIS/MSS/PAS/CAS/TCS) + ve…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:43:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7ad0b1b3fb67f62d671848677582a52724d1120",
          "body": "…led_offline weights, updated PAS/TCS backend notes)",
          "is_bot": false,
          "headline": "regenerate METRICS.md/MODELS.md + charts after CoTracker3 rewire (sca…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:35:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87a2f1a91b6e42ee4ff7e5a200bbdafc5eaec090",
          "body": "…exact tracker) in place of BootsTAPIR; faithful per-point tracks + visibility for the amplitude and vanish/emerge scoring",
          "is_bot": false,
          "headline": "rewire vmbench_pas and vmbench_tcs to vendored CoTracker3 (VMBench's …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:30:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aebb02762ac5c74f83edd2f2f28e71f9e2a89dab",
          "body": "…(window_len=60) + predictor with grid/segm_mask sampling and backward tracking; weight scaled_offline.pth from GD-ML/VMBench on HF, no new deps",
          "is_bot": false,
          "headline": "vendor CoTracker3 offline in-tree, pure-torch: CoTrackerThreeOffline …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:30:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44febd8f703fa5376198e3800c7a8343e7ce0636",
          "body": "…ect_integrity, vmbench_mss/pas/cas/tcs)",
          "is_bot": false,
          "headline": "regenerate METRICS.md/MODELS.md/README + charts for VMBench axes (obj…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:00:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0360e67b6d383a06b32756f702ddd813814d3a20",
          "body": "…les (GD-ML/VMBench, q-future/one-align, bootstapir, rtmlib weights) so they appear in MODELS.md and pass docs-integrity",
          "is_bot": false,
          "headline": "declare class-level models metadata for vendored VMBench/Q-Align modu…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:00:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c36051ca8c4ec6280c21cb788415fa54daa8f26",
          "body": "…er (explicit Hiera-L config), in-memory init_state, image+video predictors; iopath/CUDA-ext removed; weight sam2.1_hiera_large.pt from GD-ML/VMBench on HF",
          "is_bot": false,
          "headline": "vendor SAM2 (Hiera-Large) model in-tree, pure-torch: hydra-free build…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:41:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ae4e31c70a338dd9fbd5abb08ac54f86205d8c5",
          "body": "…frame grounding + SAM2 in-memory mask propagation + in-tree BootsTAPIR track/visibility in place of CoTracker, verbatim vanish/emerge object counting, (vanish+emerge)/2)",
          "is_bot": false,
          "headline": "add vmbench_tcs module (VMBench Temporal Coherence: GroundingDINO key…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:38:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e627081fca6578e467b4d53afa9a18a8add30c4",
          "body": "…nded-SAM-2 MaskDictionaryModel IoU id-assignment) + sam2 reset_state helper",
          "is_bot": false,
          "headline": "vendor VMBench TCS scoring (verbatim vanish/emerge classifiers + Grou…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:38:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "650b1b6b2d2266fea1c9cfba8c79c815da8423e5",
          "body": "…_g 5-level ordinal head, CAS = sum(softmax(logits)*[0,.25,.5,.75,1]); + temporal_coherence_score/commonsense_adherence_score model fields)",
          "is_bot": false,
          "headline": "add vmbench_cas module (VMBench Commonsense Adherence: VideoMAEv2 vit…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:32:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bf09c3aa275a096e9ea46e6904993abc05f9c8c",
          "body": "…e VisionTransformer + tubelet patch-embed + vit_giant_patch14_224 builder, timm-layers compat, no timm registry/mmaction; weights vit_g_vmbench.pt from GD-ML/VMBench on HF, no new deps",
          "is_bot": false,
          "headline": "vendor VideoMAEv2 (ViT-giant) in-tree, pure-torch: clean-room finetun…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:32:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54e0ee41993268334ff1cdebceeca723a1925021",
          "body": "…subject grounding + SAM mask + in-tree BootsTAPIR grid tracking in place of CoTracker, verbatim diagonal-normalised motion-degree, subject-minus-background)",
          "is_bot": false,
          "headline": "add vmbench_pas module (VMBench Perceptible Amplitude: GroundingDINO …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:06:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff40375afa2657c61d46acf151806888df9d3510",
          "body": "…form-attn python fallback, stdlib SLConfig config loader, box-prompted SAM predict_torch; weights from GD-ML/VMBench on HF, no new deps",
          "is_bot": false,
          "headline": "vendor GroundingDINO (SwinB) and SAM (ViT-H) in-tree, pure-python: de…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:06:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ebb36819bf4a34c2d10291a3aea97c62ffd004b",
          "body": "…mp over centred sliding windows, verbatim artifact/threshold aggregation)",
          "is_bot": false,
          "headline": "add vmbench_mss module (VMBench Motion Smoothness: Q-Align quality-ju…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T17:32:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da8e4bd1e8ca84f05226796aa3454c6b5a4862f2",
          "body": "…e-4.48 llama primitives from v4.36.2, fix icecream/Cache/output-class/logger imports; load via native .score() with weights from q-future/one-align",
          "is_bot": false,
          "headline": "vendor Q-Align (mplug_owl2) in-tree with transformers-4.56 compat: pr…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T17:26:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5ca5ce87bd338a2490f4706810e097e8a445748",
          "body": "…angle temporal integrity on rtmlib RTMPose backend, no mmpose/CUDA)",
          "is_bot": false,
          "headline": "add object_integrity module (VMBench OIS: verbatim bone-length/joint-…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T16:35:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17203489c4a75e78e3d2a10507a52ee278002f14",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.63 - clip_image_similarity video support",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T15:20:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8f80d6f6dd2a6b311b67f47b9f8d9f386c13051",
          "body": "… sampled frames; was image-only, skipped video)",
          "is_bot": false,
          "headline": "add video-frame support to clip_image_similarity (average CLIP-I over…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T15:20:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a585f0a1cabed8d0cccabce8ab66d3d697200a31",
          "body": "…, no dataset)",
          "is_bot": false,
          "headline": "bump: ayase 0.1.62 - standalone lip_sync LSE-C/LSE-D (bundled SyncNet…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:58:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ba5e736294347c4ff06341f39a285ae58a7050f",
          "body": "…ts); drop external syncnet-package dependency",
          "is_bot": false,
          "headline": "rewire lip_sync to the bundled reference-free SyncNet (mirrored weigh…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:58:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86f5e5d7a8a30b52e7d6061c9999402969f2e3dc",
          "body": "…person_count",
          "is_bot": false,
          "headline": "bump: ayase 0.1.61 - rtmpose_fidelity pose metric (rtmlib) + LSE-D + …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:28:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ca242a86dca26279eb14d0c39847de4a4156934",
          "body": "…odels mirror); surface LSE-D in verse_bench; add person_count to object_detection",
          "is_bot": false,
          "headline": "add rtmpose_fidelity module (RTMPose via rtmlib, weights from ayase-m…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:28:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d134da39eda598d7daa252fd7870848b9c66354",
          "body": "…vqa2 provisional; gate real-weight tests",
          "is_bot": false,
          "headline": "revive vqinsight (real Q-Insight backend, GPU-verified); wire aigvqa/…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "151b225aff968db43cdc84875050ebca670854dd",
          "body": "… + how to revive)",
          "is_bot": false,
          "headline": "document 33 provisional modules with REVIVAL NOTES (why unimplemented…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52a3ec89e45321da736aaaad87f2cea66589e006",
          "body": "… in Experimental section",
          "is_bot": false,
          "headline": "add provisional flag: exclude 36 no-backend modules from counts, list…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa489c9be5d02f73feb4e5d83c1a62710a873a7c",
          "body": "…X); add p1204 RF model",
          "is_bot": false,
          "headline": "revive st_mad/speedqa classical ports + trajan torch port (7e-7 vs JA…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "681184cc1dcf55f4337b6b721db3e11c87f0cef4",
          "body": "… honest-unavailable; consolidate mdvqa_score",
          "is_bot": false,
          "headline": "revive mc360iqa/vfips/provqa/mdvqa with real backends; serfiq/gamival…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "090d8ca7f50ee3c30bec7283e5354273dfe26dc2",
          "body": "…stablevqa, zoomvqa, chronomagic); fix decord bridge leak",
          "is_bot": false,
          "headline": "revive 6 modules with real backends (stream_metric, simplevqa, sama, …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "868d8136dd0ce2a1f7185c8c8ad76e45cefe7050",
          "body": "…he flag, VideoCapture leaks, save_state, failure markers)",
          "is_bot": false,
          "headline": "fix real-backend and cache bugs (inference contracts, frame-view, cac…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c810cdd2f75c675402d61a64e7839460a7b671d4",
          "body": "…from counts, model-id false positives)",
          "is_bot": false,
          "headline": "regen docs; fix generators (unavailable metrics, provenance excluded …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "405fb38e0666135b568b1ce15681c641b064e7c0",
          "body": null,
          "is_bot": false,
          "headline": "tests: assert no-heuristic None semantics; fix test_mode env leak",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88d343b7791ea7e4c376a4f94517532403ce8a35",
          "body": "… Sample.metadata",
          "is_bot": false,
          "headline": "cleanup: gut proxy modules, fix InsightFace BGR, videoscore head, add…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c32b6ca26c7dcb9d604644faef9f44a4ec35d0b7",
          "body": "…amerabench, av_desync, av_align, opens2v, anatomy_check, grid_layout)",
          "is_bot": false,
          "headline": "add 9 metric modules (vision_reward, physics_iq, camera_trajectory, c…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a2708feacb29c84c149ba8f4c5ca8906417fc04",
          "body": "…ring; wire real msswd/sfid",
          "is_bot": false,
          "headline": "no-heuristic sweep for modules M-Z; fix RAFT range in temporal_flicke…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7de3f75583a4a052c55b946791cd0bee57038d70",
          "body": "…d or None, backend provenance, device resolution, shared backbones, frame cache adoption",
          "is_bot": false,
          "headline": "remove heuristic and proxy tiers from metric modules A-M: real backen…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T00:09:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3751f5acb432e6c1b2eb1e6ab0c94af7b82198a",
          "body": "…ame cache, stable fingerprints, config merge",
          "is_bot": false,
          "headline": "fix pipeline provenance, module failure retry, hook revert, shared fr…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T23:21:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c23480b80cd0af102cbdbeab292355fa066d66e",
          "body": null,
          "is_bot": false,
          "headline": "fix TUI event-loop blocking and config/CLI/scanner bugs from repo review",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T22:57:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fccb08228375a0826ff1ef53e9cdd43c6d33746",
          "body": "…inputs compute",
          "is_bot": false,
          "headline": "bump: ayase 0.1.60 - dreamsim reference mode samples frames so video …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T20:40:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a773e1aa6a11483b7d5ce3a741e70cdbc1ae10b",
          "body": "… the metric populates",
          "is_bot": false,
          "headline": "bump: ayase 0.1.59 - fix dreamsim preprocess double batch + device so…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T20:21:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0cbc4c198a61c26bb968e4bd00508b6cafc915a8",
          "body": null,
          "is_bot": false,
          "headline": "Update release docs for 0.1.58",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T14:50:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3543ed91c9b35033f607ae9208a3f23fc8b464ce",
          "body": null,
          "is_bot": false,
          "headline": "cache DreamSim DINO backbone from model mirror",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T14:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97768194c68495fc831cd7a9dbd11fa3bb75c9d9",
          "body": "…els mirror",
          "is_bot": false,
          "headline": "bump: ayase 0.1.57 - dino_face_identity DINOv2 weights from ayase-mod…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-03T22:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfde0a08d92b32b247dcadf48577a45a35a1a9e5",
          "body": "…g installs",
          "is_bot": false,
          "headline": "bump: ayase 0.1.56 - raise torch ceiling to <2.11 for cu12 GPU-workin…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-03T13:53:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "718ca864107263631c312d6d808ee13bc165723f",
          "body": null,
          "is_bot": false,
          "headline": "fix wrong claims",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-01T23:56:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59eb3a61d33c1d5a1ccaf3ec9f4b27fbf5341005",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.55",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-29T17:21:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd778c05f20d91336a3fd352ab2cb7d411088e6d",
          "body": null,
          "is_bot": false,
          "headline": "fix(flow): cap RAFT input resolution to avoid CUDA OOM on HD clips",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-29T17:19:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bf242cd03d7dd8efd82b87487cab75bfd3bdbcc",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.54",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T18:00:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "099b1b6d23ccd04dd20efc9445990048c5623bdd",
          "body": "…ith a warning",
          "is_bot": false,
          "headline": "pipeline: drop unknown metric keys from older state caches on load, w…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T17:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c275bc949d352779dd5ab17eaa70900e0e2e024b",
          "body": "…ps; drop dead placeholder fields",
          "is_bot": false,
          "headline": "metrics: migrate all module metric groups into per-module metric_grou…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T17:03:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02afd8e7f5dc607fe623e89f00f373759b951b51",
          "body": "…-group consistency tests",
          "is_bot": false,
          "headline": "metrics: let modules own metric grouping via metric_groups; add field…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T13:02:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f80c6eb0f201b89daf1378fcf1c3f97b01c58d8b",
          "body": null,
          "is_bot": false,
          "headline": "feat: add HPSv2, UnifiedReward 2.0/Edit, and EvoQuality quality metrics",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T12:14:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f3a31c4e78be78b72f22dc04787dbc4b0c82948",
          "body": "…ed HF model IDs",
          "is_bot": false,
          "headline": "metrics_doc/models_doc: filter MIME types and local paths from detect…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T12:13:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a89d7718c6d8401e7d64813860f97c642e49d6dd",
          "body": null,
          "is_bot": false,
          "headline": "pipeline: optional cache_enabled / content_hash_keys flags (both opt-in)",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-28T21:47:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f657521c209e91c49d9fd9871b6e628c9ff4041",
          "body": null,
          "is_bot": false,
          "headline": "feat: add Qwen-Image-Bench metrics and release prep",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-28T16:26:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d2f0a819f4f86170ff6e0bde29ce6daf96ede2e",
          "body": "Bumps version to 0.1.52.",
          "is_bot": false,
          "headline": "hpsv3: load checkpoint across transformers schema, score 2-dim reward",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-28T15:06:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9574d912fc981f51a3bc5139dae55c311893ae9",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.51",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T20:43:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "058bcd309c463b84026c342fe51a35f4f5dac71b",
          "body": null,
          "is_bot": false,
          "headline": "vendor(imagebind): patch torchvision compatibility for ib_score",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T20:38:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05696860b5ecd64c60affd840599afed1aed67ee",
          "body": null,
          "is_bot": false,
          "headline": "imagebind_score: vendor ImageBind source",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T19:18:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b713688f71ed9e4ac81e724d5abbc15b6f14485d",
          "body": null,
          "is_bot": false,
          "headline": "packaging: include runtime metric backends",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T19:06:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58cc90e62aaafcf83ccb448c73b9b77e5dc4c4c0",
          "body": null,
          "is_bot": false,
          "headline": "aqascore: add proxy backend option",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T14:29:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1a65dedfaf6cc3d7aef814ecff2606decdd8684",
          "body": null,
          "is_bot": false,
          "headline": "modules: fill remaining metric backend gaps",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T13:07:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfb391d792baf4f2f03d2cb2598bbf4d396ed45a",
          "body": null,
          "is_bot": false,
          "headline": "audio_visual_sync: mirror Synchformer weights via HF",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T00:40:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afea5fadb13dfcabb7c22f9927b53bd46ced646d",
          "body": null,
          "is_bot": false,
          "headline": "imagebind_score: mirror weights via HF",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-21T20:23:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ede7c6262845cfb14ce9f47123dbb21226002744",
          "body": "Adds a dedicated image-vs-image CLIP similarity module — the legacy \"CLIP-I\"\nmetric used by IP-Adapter, DreamBooth, InstantID-style benchmarks. Encodes\nboth sample.path and sample.reference_path with CLIP image encoder and writes\ntheir cosine similarity to qm.clip_image_similarity.\n\nDefaults to open\n[…]\nd of true CLIP-I — that's the regression this fixes\ndownstream (cf. RND2-403 i2i adapter sanity check: identical-image pair now\nyields CLIP-I=1.0 instead of 0.33).\n\nAlso: bump version 0.1.45 → 0.1.46.",
          "is_bot": false,
          "headline": "modules: add clip_image_similarity (image-to-image CLIP cosine)",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-21T14:42:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cbe133f9677ba1b501874022f9864078a69d6d87",
          "body": null,
          "is_bot": false,
          "headline": "_compat: probe paddle via importlib.metadata, not import paddle",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T13:07:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a779848a4deafe74bdf5c550b23e4566915064d8",
          "body": null,
          "is_bot": false,
          "headline": "ocr: lazy-install paddlepaddle-gpu on CUDA hosts via subprocess",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:35:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e27fce0cc70f0d795b2891faf29d0286e5d15bd",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.43",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:12:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dab1728c8670f183d361be0e5240d6f3a20257a2",
          "body": "…se-bootstrap",
          "is_bot": false,
          "headline": "deps: paddlepaddle-gpu via direct URL for linux+py310+cu126, drop aya…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:08:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea4bb6397ec638a9812fc34e6fbec702648095cb",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.42",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:04:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14343e178be1d6ebb67e45942fa8e0e3c4480ab8",
          "body": null,
          "is_bot": false,
          "headline": "add ayase-bootstrap CLI: auto-install paddlepaddle-gpu by detected CUDA",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd8015c731e185ab9c9a71a0e6e9919e2e070d7b",
          "body": null,
          "is_bot": false,
          "headline": "ocr: drop paddleocr 2.x compat, require paddle 3.x",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:00:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bda047e7b688c6894b5fe1bca941155ff99e7fd",
          "body": null,
          "is_bot": false,
          "headline": "ocr: accept text_recognition_model_name, allow paddleocr 3.x",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T09:31:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58a319910c34f31de4ff21555a90783a56c11d6e",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.41",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:49:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "794a231f66222d620ffbcee351ab034a27854a52",
          "body": null,
          "is_bot": false,
          "headline": "text_detection: support PaddleOCR 2.x .ocr() alongside 3.x .predict()",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:49:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d86ada990f4190cd5d1b05f3858751bc0251548",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.40",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:05:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f58324f0a437d93c4bee90fa1398c70a43e8d27",
          "body": null,
          "is_bot": false,
          "headline": "text_detection: read lang from config",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:04:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9329a6eef31430214e24342eeb84cce32d4d417d",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.39",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T12:40:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ae8f012584d5c577031146301198a8503a76308",
          "body": null,
          "is_bot": false,
          "headline": "ocr_fidelity: best NED per frame",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T12:40:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f99aa550928901be7f699570326e40d2979ee22a",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.38",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T01:05:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe55568e9e83cb85422e8bf4450de72d783fa1f9",
          "body": "…valCrafter rolling window)",
          "is_bot": false,
          "headline": "clip_temporal: face_consistency back to consecutive-pair averaging (E…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T23:21:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b2af624a06541beecbc5493abdd4d7f0933c123",
          "body": "…_resolution, vocab_size) before open_clip load_state_dict",
          "is_bot": false,
          "headline": "i2v_similarity: drop OpenAI-CLIP metadata keys (context_length, input…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T23:21:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f86307ff06cecea36ae649dfb469332c6343ceaf",
          "body": "…mbeddings[i:i+1] with dim=1",
          "is_bot": false,
          "headline": "background_consistency: fix F.cosine_similarity 1D crash by slicing e…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T23:10:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b0637df4c863a87813b9a1b6f6966009b8b6476",
          "body": null,
          "is_bot": false,
          "headline": "optimize inference caching and batching, add metrics",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T08:58:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4775c26eee89e3bab769cbb91ef0d22d7d095f80",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T19:08:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cccf2da099f24aef38c4ae6f3e90db7f1cb9353",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T18:41:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "344f65b430997fec1f9412a57a5ca6598c541fd3",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.36",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T18:41:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5bfa6de86ba065dedc2cd624d35afb91dc25484",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T00:55:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc199fbdec8f31dd4e1d323c3f5be0087c9e76ba",
          "body": null,
          "is_bot": false,
          "headline": "audio_nisqa: vendor source, fetch weights from hf",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T00:55:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d0e4652b4f1af05e80e81bf52b3aa59ae4fbc1e",
          "body": null,
          "is_bot": false,
          "headline": "deps: tighten pins (torch<2.8, transformers<5.0) for cu12 compat",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-15T22:54:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "976119c4e1034b1f0bb921dbf226286df7728cbe",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-15T22:27:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc3ccba780e619d1af4e5aa68e3323fc4a339cb0",
          "body": "…vd: add content-debiased and dinov2 backbones",
          "is_bot": false,
          "headline": "modules: add nisqa, peaq, geneval, tc_bench, videophy, entitybench; f…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-15T22:27:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb0094036a7b09ccbd0f23ca69d526dd10f9e3dc",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-14T12:51:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fd09064f0ebede06516b26ef21106f2edc0bdaf",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.35",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-14T11:37:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6bef8b3498f5bef4150cbdfc4ad2efd6073a4a1",
          "body": null,
          "is_bot": false,
          "headline": "ram_tagging: use recognize-anything package instead of broken AutoModel",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-14T11:37:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 0,
      "commits_last_year": 183,
      "latest_release_at": null,
      "latest_release_tag": null,
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 16,
      "days_since_latest_release": null,
      "mean_days_between_releases": null
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 71,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "ayase",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "ai",
            "computer-vision",
            "dataset",
            "image",
            "metrics",
            "ml",
            "quality-assessment",
            "video",
            "vqa",
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.9",
            "Topic :: Multimedia :: Video",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/ayase/",
          "is_deprecated": false,
          "latest_version": "0.1.67",
          "repository_url": "https://github.com/seruva19/ayase",
          "versions_count": 65,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-03-02T22:06:48.856936Z",
          "latest_published_at": "2026-07-22T21:27:15.669308Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 0,
      "stars": 0,
      "watchers": 0,
      "fork_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_forks": 0
      },
      "star_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_stars": 0,
        "collected_at": null
      },
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "src/ayase/py.typed"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 100879,
      "source_files_sampled": 795,
      "oversized_source_files": 3,
      "agent_instruction_files": [
        "AGENTS.md"
      ],
      "agent_instruction_max_bytes": 27045
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": null,
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "typer",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12.0,<1.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13.7.0,<15.0"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.5.0,<3.0"
        },
        {
          "name": "pydantic-settings",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<3.0"
        },
        {
          "name": "opencv-python",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.9.0,<5.0"
        },
        {
          "name": "pillow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=10.2.0,<13.0"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.24.0,<3.0"
        },
        {
          "name": "tqdm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.66.0,<5.0"
        },
        {
          "name": "pyarrow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=15.0.0,<23.0"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<3.0"
        },
        {
          "name": "imageio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.33.0,<3.0"
        },
        {
          "name": "imageio-ffmpeg",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.9,<1.0"
        },
        {
          "name": "textual",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.52.0"
        },
        {
          "name": "torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<2.11"
        },
        {
          "name": "torchvision",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.16.0,<0.26"
        },
        {
          "name": "torchaudio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<2.11"
        },
        {
          "name": "transformers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.45.0,<5.0"
        },
        {
          "name": "qwen-vl-utils",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.8"
        },
        {
          "name": "huggingface-hub",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.20.0,<2.0"
        },
        {
          "name": "safetensors",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.0"
        },
        {
          "name": "timm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.9.12"
        },
        {
          "name": "einops",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.0"
        },
        {
          "name": "ftfy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0"
        },
        {
          "name": "regex",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2024.0.0"
        },
        {
          "name": "iopath",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.10,<0.2"
        },
        {
          "name": "pytorchvideo",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.5,<0.2"
        },
        {
          "name": "lpips",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.4"
        },
        {
          "name": "open-clip-torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.24.0"
        },
        {
          "name": "pyiqa",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.13,<1.0"
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.11.0"
        },
        {
          "name": "scikit-image",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.19.0"
        },
        {
          "name": "scikit-video",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.1.11"
        },
        {
          "name": "decord",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6.0"
        },
        {
          "name": "v-stream",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.2"
        },
        {
          "name": "prdc",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2"
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.0"
        },
        {
          "name": "joblib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.0"
        },
        {
          "name": "numba",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.58.0"
        },
        {
          "name": "matplotlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.7.0"
        },
        {
          "name": "colour-science",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.0"
        },
        {
          "name": "PyWavelets",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.0"
        },
        {
          "name": "pyrtools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.9"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.31.0"
        },
        {
          "name": "scenedetect",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6.5,<1.0"
        },
        {
          "name": "omegaconf",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.3.0"
        },
        {
          "name": "nltk",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.8.0"
        },
        {
          "name": "accelerate",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.25.0"
        },
        {
          "name": "diffusers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.25.0"
        },
        {
          "name": "paddlepaddle",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0"
        },
        {
          "name": "paddleocr",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0"
        },
        {
          "name": "python-Levenshtein",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.21.0"
        },
        {
          "name": "faster-whisper",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2.0,<2.0"
        },
        {
          "name": "msclap",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.4,<2.0"
        },
        {
          "name": "audiobox_aesthetics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.4,<0.1.0"
        },
        {
          "name": "mediapipe",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.10.0,<1.0"
        },
        {
          "name": "rtmlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.13"
        },
        {
          "name": "insightface",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.0"
        },
        {
          "name": "onnxruntime",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.14.0"
        },
        {
          "name": "ultralytics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.0.0,<9.0"
        },
        {
          "name": "invisible-watermark",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2.0"
        },
        {
          "name": "librosa",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.10.0"
        },
        {
          "name": "muq",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.0"
        },
        {
          "name": "moviepy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.3,<2.0"
        },
        {
          "name": "pyloudnorm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.1,<1.0"
        },
        {
          "name": "python_speech_features",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6,<1.0"
        },
        {
          "name": "soundfile",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12.0"
        },
        {
          "name": "torchmetrics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0"
        },
        {
          "name": "transnetv2-pytorch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0"
        },
        {
          "name": "umap-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.5.0"
        },
        {
          "name": "wget",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.2,<4.0"
        },
        {
          "name": "setuptools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=69,<70"
        },
        {
          "name": "tomli",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.1,<3.0"
        },
        {
          "name": "tomli-w",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0,<2.0"
        },
        {
          "name": "typing_extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.0.0"
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 0,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 0
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "seruva19",
          "commits": 183,
          "avatar_url": "https://avatars.githubusercontent.com/u/26826215?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "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",
            "score": null,
            "reason": "no pull request found",
            "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": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "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": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "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": "no SAST tool detected",
            "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": "5a2d6bc98de79e44c860c20d1bc0354879b8316b",
        "ran_at": "2026-07-23T00:03:35Z",
        "aggregate_score": 3.9,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-22T21:28:41Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": null,
      "ci_last_conclusion": null,
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/seruva19/ayase",
    "host": "github.com",
    "name": "ayase",
    "owner": "seruva19"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "critical",
      "name": "Overall health",
      "note": "High-Risk Jurisdiction Policy applies a 20% multiplier to weighted overall health and gives it an At risk ceiling of 49.",
      "notes": [
        {
          "code": "jurisdiction_overall_adjustment",
          "params": {
            "cap": 49,
            "pct": 20
          }
        }
      ],
      "value": 8,
      "inputs": {
        "security": 8,
        "vitality": 45,
        "community": 33,
        "governance": 36,
        "engineering": 66,
        "high_risk_jurisdiction_cap": 49,
        "high_risk_jurisdiction_multiplier": 20,
        "weighted_overall_before_jurisdiction": 39,
        "overall_after_jurisdiction_multiplier": 8
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "at_risk",
        "name": "Vitality",
        "value": 45,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "commits_last_year": 183,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 16
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "16/52 weeks with commits",
                "points": 11.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 16
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "183 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 183
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "critical",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "releases_count": 0
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "no releases published",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_releases_published",
                    "params": {}
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "no releases",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_releases",
                    "params": {}
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "no releases",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_releases",
                    "params": {}
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 33,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "forks": 0,
              "stars": 0,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "0 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "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"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "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
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 36,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 49,
            "inputs": {
              "followers": 29,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "seruva19",
              "public_repos": 8,
              "account_age_days": 3400
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "29 followers of seruva19",
                "points": 10.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 29,
                      "login": "seruva19"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8 public repos, account ~9 yr old",
                "points": 18.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "ayase"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "65 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 65
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
        "value": 8,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 20% multiplier to Security posture and gives it an At risk ceiling of 49.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "jurisdiction_posture_adjustment",
                "params": {
                  "cap": 49,
                  "pct": 20
                }
              }
            ],
            "value": 8,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 3.9,
              "high_risk_jurisdiction_cap": 49,
              "high_risk_jurisdiction_multiplier": 20,
              "security_posture_after_multiplier": 8,
              "security_posture_before_jurisdiction": 39
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "critical",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 20,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
                {
                  "role": "owner",
                  "count": 1,
                  "country": "Russia"
                },
                {
                  "role": "top_contributor",
                  "count": 1,
                  "country": "Russia"
                }
              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Russia: owner (1); Russia: top_contributor (1)",
                "points": 20,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "owner",
                      "count": 1,
                      "country": "Russia"
                    }
                  },
                  {
                    "code": "jurisdiction_exposure_next",
                    "params": {
                      "role": "top_contributor",
                      "count": 1,
                      "country": "Russia"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 58,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.57,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 27045
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "57 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 30.4,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 57,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "src/ayase/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/ayase/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/ayase/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 100879,
              "source_files_sampled": 795,
              "oversized_source_files": 3
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/ayase/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/ayase/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/795 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 795,
                      "oversized": 3
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:ayase@0.1.67; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T00:03:41.393947Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/seruva19/ayase.svg",
  "full_name": "seruva19/ayase",
  "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.