Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-24 09:57 UTC

hung-yueh / react-native-litert-lm

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

C++ · TypeScript · CMIT★ 49 estrellas⑂ 15 forksdesde ene 2026Ver en GitHub ↗
#android#ios#llm#nitro-module#on-device-ai#react-native#expo#gemma3n#gemma4#nitromodule

hung-yueh/react-native-litert-lm tiene un índice de salud de 62 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (86/100) y la más baja, Community & Adoption (46/100). Se actualizó por última vez hace 5 días. Una sola persona concentra la mayor parte del trabajo reciente.

62
global / 100
Moderado

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.

62
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

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

Titularidad

HughCuenta personal
4 seguidores8 repositorios públicosdesde feb 2012

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
npmreact-native-litert-lm0.5.1223918hace 5 díasreact-nativenitrolitertlitert-lmllmgemmagemma-4gemma-3naimachine-learningon-deviceinferenceexpo

Métricas por categoría

Vitalidad

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

86Excelente · 22% del índice global

Actividad de desarrollo

76Bueno
Cómo se puntúa
36/36Recencia de push — último push hace 5 días
12.5/36Cadencia de commits — 18/52 semanas con commits
17/18Volumen de commits — 77 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year77
human_commit_share1
days_since_last_push5
active_weeks_last_year18

Disciplina de publicación

100Excelente
Cómo se puntúa
27/27Publica versiones — 18 versiones publicadas
36/36Recencia de las versiones — última versión hace 5 días
27/27Cadencia de publicación — una versión cada ~11,4 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count18
latest_release_tagv0.5.1
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases11,4
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

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

46En riesgo · 18% del índice global

Popularidad y adopción

37En riesgo
Cómo se puntúa
27.3/60Estrellas — 49 estrellas
9.6/25Forks — 15 forks
0/15Observadores — 0 observadores
Datos de entrada utilizados
forks15
stars49
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Salud de la comunidad

50Moderado
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readmesí
has_licensesí
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Adopción en el ecosistema (descargas)

56Moderado
Cómo se puntúa
44.7/80Descargas mensuales — 2239 descargas/mes en npm
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesreact-native-litert-lm
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads2239
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

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

53Moderado · 24% del índice global

Resiliencia de mantenedores (factor bus)

24Crítico
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
3.5/22.5Distribución de commits — el principal contribuyente firma el 84% de los commits
5.4/13.5Amplitud de contribuyentes — 4 contribuyentes
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Datos de entrada utilizados
bus_factor1
contributors_sampled4
top_contributor_share0,844

Capacidad de respuesta a issues y PR

63Moderado
Cómo se puntúa
36.4/46.8Resolución de issues — 78% de issues cerradas
26.8/38.3Aceptación de PR — 7/10 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 2/24 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs7
open_issues2
closed_issues7
issue_closed_ratio0,778
closed_unmerged_prs3

Propiedad y custodia

42En riesgo
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
5/25Alcance del propietario — 4 seguidores de hung-yueh
18.9/25Trayectoria — 8 repos públicos, cuenta de ~14 años
Datos de entrada utilizados
followers4
owner_typeUser
is_verified—
owner_loginhung-yueh
public_repos8
account_age_days5274
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.

Mantenimiento de paquetes

100Excelente
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en npm
35/35Recencia de publicación — última publicación hace 5 días
20/20Historial de versiones — 18 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesreact-native-litert-lm
ecosystemsnpm
any_deprecatedno
min_days_since_publish5

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

68Moderado · 20% del índice global

Prácticas de ingeniería

74Bueno
Cómo se puntúa
24/24Flujos de trabajo de CI — 4 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — eslint.config.js
0/9.6Hooks de pre-commit
0/6.4.editorconfig
10/20OpenSSF Scorecard: CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
Datos de entrada utilizados
has_cisí
has_testssí
has_editorconfigno
has_linter_configsí
has_precommit_configno

Documentación

60Moderado
Cómo se puntúa
30/30README
0/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
10/10Topics — 10 topics
10/10Wiki
Datos de entrada utilizados
topicsandroid, ios, llm, nitro-module, on-device-ai, react-native, expo, gemma3n, gemma4, nitromodule
has_wikisí
homepage—
has_readmesí
has_docs_dirno
has_descriptionsí

Seguridad

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

55Moderado · 16% del índice global

Postura de seguridad

44En riesgo
Cómo se puntúa
6/7.5Binary-Artifacts — binaries present in source code
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
1.2/2.5CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 2/24 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 28 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,4
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.

Avisos de dependencias

100Excelente
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories34
affected_packages16
assessed_packages975
unassessed_packages0
affected_by_severitycritical 1, high 13, moderate 1, low 1
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 975 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

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

60Moderado · 0% del índice global

Contexto y guía para agentes

40En riesgo
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 62 de 77 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,805
agent_instruction_files—
agent_instruction_max_bytes—

Bucle de verificación (compilación / pruebas / verificación de tipos)

67Moderado
Cómo se puntúa
12.6/18Arranque con un solo comando — android/build.gradle (convención del toolchain, sin ejecutor de tareas)
22/22Pruebas automatizadas
11/11Configuración de lint / formato — eslint.config.js
11/11Verificación estática de tipos — example/tsconfig.json, tsconfig.json
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 77
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_testssí
lockfilespackage-lock.json
has_dockerfileno
typed_languagesí
bootstrap_files—
has_devcontainerno
has_linter_configsí
typecheck_configsexample/tsconfig.json, tsconfig.json
agent_commit_share0
toolchain_manifestsandroid/build.gradle
dependency_bot_commit_share0

Legibilidad del código para modelos

99Excelente
Cómo se puntúa
45/45Código verificable por tipos — C++ (tipado estático)
54.1/55Tamaños de archivo manejables — 1/60 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageC++
largest_source_bytes283.010
source_files_sampled60
oversized_source_files1

Interfaces legibles por máquina

40En riesgo
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — example
Datos de entrada utilizados
example_dirsexample
has_mcp_signalno
api_schema_files—

Datos clave

49estrellas de GitHub
4contribuidores
77commits en los últimos 12 meses
5días desde el último push
18versiones publicadas
1factor bus
2issues abiertas
Maven, npmecosistemas de paquetes

Advertencias de recopilación de datos

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

Más detalle

Historial de estrellas y forks 0 ★ / 15 ⇿
0Estrellas
15Forks
7Versiones

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

03581013151412026-042026-052026-06
Mayor 0Menor 1Parche 6
OpenSSF Scorecard 4.4 / 10
4.4agregado

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 · 2026-07-24 09:57 UTC

8Binary-Artifactsbinaries present in source code
5Branch-Protectionbranch protection is not maximal on development and all release branches
5CI-Tests1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 2/24 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities28 existing vulnerabilities detected
Todas las dependencias 975

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 975 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

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Avisos de dependencias 16

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 975 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 16 tienen avisos conocidos, de los cuales 0 son directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
shell-quote1.8.3indirectacrítica21.9.0
@xmldom/xmldom0.8.12indirectaalta40.9.10
basic-ftp5.2.2indirectaalta25.3.1
brace-expansion1.1.13indirectaalta15.0.7
brace-expansion1.1.14indirectaalta15.0.7
brace-expansion2.1.0indirectaalta15.0.7
brace-expansion5.0.5indirectaalta25.0.7
js-yaml3.14.2indirectaalta24.3.0
js-yaml4.1.1indirectaalta24.3.0
postcss8.4.49indirectaalta28.5.12
undici6.23.0indirectaalta98.5.0
uuid7.0.3indirectaalta113.0.1
ws7.5.10indirectaalta18.21.0
ws8.20.0indirectaalta28.21.0
ip-address10.1.0indirectamoderada110.1.1
@babel/core7.29.0indirectabaja18.0.0-rc.6

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

Informe JSON sin procesar legible por máquina
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          "headline": "fix: repair broken test tiers, useModel config drops, and doc/downloa…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
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          "oid": "9145e7d673feee94ea93f740cb6420f206f27104",
          "body": "- Android: getContextTokenCount returns -1 (Kotlin SDK lacks this API)\n- iOS: use ARCHS=arm64 + EXCLUDED_ARCHS=x86_64 instead of\n  ONLY_ACTIVE_ARCH (which CodeQL tracing overrides to NO)",
          "is_bot": false,
          "headline": "fix(ci): correct CodeQL build — stub tokenCount, force arm64 arch",
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          "author_login": "hung-yueh",
          "committed_at": "2026-07-18T02:48:30Z",
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        },
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          "body": "- Remove invalid 'options' parameter from executeVoid calls\n- Replace non-existent Conversation.tokenCount with sizeInTokens\n- Add ONLY_ACTIVE_ARCH=YES to iOS xcodebuild for ARM64-only xcframework",
          "is_bot": false,
          "headline": "fix(ci): resolve CodeQL build failures for Android and iOS",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-15T18:45:06Z",
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        },
        {
          "oid": "bee55d5f8394203bf815efc035179544f68d1307",
          "body": null,
          "is_bot": false,
          "headline": "fix(ios): add simulator available memory fallback for pre-flight check",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-10T21:03:13Z",
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        {
          "oid": "baa268d045878d711a23dc0d97cd4d1fbb70a143",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-10T20:39:27Z",
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          "oid": "3fddcfd5c03ee30a92e037ca4fc3653212113660",
          "body": "…treaming\n\n- Modern two-tab UI (Chat / Memory) with a refined dark design system\n  (src/theme.ts, reusable primitives in src/components/ui.tsx)\n- Memory dashboard (src/components/MemoryPanel.tsx): pre-flight estimate with\n  verdict badge + breakdown, context/KV forecast, live RSS sparkline, OS\n  pre\n[…]\nquired by the dev client's native module set)\n\nVerified on iOS simulator with argent: app boots, tab switching, all settings\ncontrols, load-card config reflection, and live memory dashboard confirmed.",
          "is_bot": false,
          "headline": "feat(example): redesign showcase app around memory controls & typed s…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-10T19:51:48Z",
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        },
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          "oid": "4aa36b20871972f1bc761f8564015a4cfe1c0745",
          "body": "…rols, typed streaming events\n\nEngine upgrade (0.12.0 → 0.14.0):\n- Bump Android Maven AAR and iOS CLiteRTLM.xcframework to v0.14.0\n- Re-vendor cpp/include headers (c/engine.h + capabilities_c.h)\n- Migrate iOS sampler params to the new opaque create/set/delete C API\n- Bump react-native-nitro-modules \n[…]\n (typecheck, jest, nitrogen drift, framework\n  guardrail) and litert-release-watch.yml (weekly upstream release check\n  with C-header diff)\n- On-device memory scenario runbook + peak-RSS baseline file",
          "is_bot": false,
          "headline": "feat: v0.5.0 — LiteRT-LM 0.14.0, Nitro 0.36.1, crash-free memory cont…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-07-10T19:18:40Z",
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          "is_coding_agent": false
        },
        {
          "oid": "fa20e65f43c4ae391c9bad0a2750a2600c29296b",
          "body": "…hronization, iOS image scaling fallback, and file:// stripping)",
          "is_bot": false,
          "headline": "fix: address PR feedback (JSON serialization, tmp files, Android sync…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-14T03:46:51Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Fix libOpenCL loading on more android devices",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-11T08:40:57Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "fix: address PR review feedback",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-06T10:59:31Z",
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        },
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          "oid": "4d41c83ad326c1780cb2eaa57c6b67daf0506d76",
          "body": "# Conflicts:\n#\tandroid/src/main/java/com/margelo/nitro/dev/litert/litertlm/HybridLiteRTLM.kt\n#\tios/HybridLiteRTLM.swift\n#\tsrc/index.ts",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'umm/main'",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-06T10:45:43Z",
          "body_truncated": false,
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        },
        {
          "oid": "aea73952097c19d1018c18b9956ab844132a28af",
          "body": null,
          "is_bot": false,
          "headline": "Handle auto properly",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-06T10:35:12Z",
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          "is_coding_agent": false
        },
        {
          "oid": "8f4708f74a56620b411c9e6add780f36e7a766cd",
          "body": "… PR build check workflow",
          "is_bot": false,
          "headline": "fix(android): add missing CountDownLatch/AtomicReference imports, add…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-06T05:57:48Z",
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        },
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          "body": "Android previously threw RuntimeException when GPU/NPU backend failed,\ncrashing the app. iOS already had a silent 4-step fallback chain.\n\n- Add tryCreateEngine helper + 4-step fallback chain on Android,\n  mirroring iOS: primary → CPU+GPU vision → full CPU → text-only CPU\n- Downgrade OpenCL probe fro\n[…]\nroid when fallback occurs\n- Remove validate field from LLMConfig (breaking change)\n- Delete validateEngine() method and related imports\n- Update checkBackendSupport() messages to reflect auto-fallback",
          "is_bot": false,
          "headline": "fix: replace validate flag with automatic GPU/NPU fallback (#8)",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-06T03:33:50Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d9c2d7debed63ec0e46c71700e9a3e77176fc26b",
          "body": "`maxTokens` was applied to both the engine KV-cache budget and the\nper-session output cap, making it impossible to set a large context\nwindow without also inflating the output limit (or vice versa).\n\n- Add `maxContextTokens` (default 4096) for engine context budget\n- Add `maxOutputTokens` (default 1\n[…]\nTokens works; maxOutputTokens stored but not\n  yet exposed by upstream Kotlin SDK (PRs #2470, #2476 landed for\n  C/Python; Kotlin pending)\n- Add 5 unit tests covering new fields and legacy passthrough",
          "is_bot": false,
          "headline": "fix: split maxTokens into maxContextTokens and maxOutputTokens (#10)",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-06T00:06:55Z",
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        },
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          "oid": "ba7491c1198c6dab0ab397de3b0be9a4b135252c",
          "body": "… add timeouts",
          "is_bot": false,
          "headline": "ci: fix iOS CodeQL — dynamic workspace, remove redundant pod install,…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T22:52:33Z",
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          "oid": "db6335fcc644621b9ed8177636d51b5f8d349043",
          "body": null,
          "is_bot": false,
          "headline": "ci: use macos-15 runner for Xcode 16.x requirement",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T21:21:01Z",
          "body_truncated": false,
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        },
        {
          "oid": "74542bbe2dc24419c3ca7c837fd77b98f01ec6a7",
          "body": null,
          "is_bot": false,
          "headline": "ci: fix CodeQL by running expo prebuild and upgrade to codeql v4",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T04:29:32Z",
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        },
        {
          "oid": "a4b09e0e36fd515854b88cb116fc46913c2e9a2b",
          "body": null,
          "is_bot": false,
          "headline": "ci: add custom CodeQL workflow and security policy",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-05T04:24:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a798d75d3272fca20d4301cbc438410128db0f81",
          "body": null,
          "is_bot": false,
          "headline": "update example app to use the new way",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-04T09:45:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7345599770b4c0fea22d77a09708379dee1c50b",
          "body": "- Align execute() JS proxy to return Promise<string> when streaming\n- Simplify generate() in useModel hook by removing custom Promise wrap\n- Android: fix async streaming errors to reject execute Promise\n- Android: trigger completion last in onDone to avoid getHistory race\n- Align mock execute responses with stream output to fix unit tests",
          "is_bot": false,
          "headline": "refactor: align execute types & stream callbacks",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-04T09:45:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b2eae329b5793fad1502282cbd25ba9dd70d077",
          "body": null,
          "is_bot": false,
          "headline": "feat: decouple model management into ModelRegistry and ModelStore",
          "author_name": "Sahil Soni",
          "author_login": "SscSPs",
          "committed_at": "2026-06-03T22:03:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02a6855aa7a46bb284f19a125350b5de9f5ecd64",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.4.2",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-02T17:03:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34ee1bacf8d5a72e778d072faa86284960b2b3fd",
          "body": "…odal streaming thread safety races",
          "is_bot": false,
          "headline": "fix(ios): resolve C closure context capture compiler error and multim…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-02T16:59:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db7f318cd8022477a4767a2cdbdb856096f29ac2",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.4.1",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-01T23:53:53Z",
          "body_truncated": false,
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        },
        {
          "oid": "50cd8ceaa87ccf9620849990877fc39d540aa97b",
          "body": "…enders",
          "is_bot": false,
          "headline": "fix(hooks): serialize tools array dependency to prevent infinite re-r…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-01T23:33:23Z",
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        },
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          "oid": "6731c0d9d0ad35e06e2ae3f8f56f37cf8d743bc0",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'pr-12'",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-06-01T23:33:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "109e2362d6182cf0c61cd7b6f64fbb66c28a84db",
          "body": "Dependency\n- Bump react-native-nitro-modules 0.35.4 -> ^0.35.9 (lib + example), regen\n  the nitrogen bridge against it.\n\nCorrectness\n- iOS: route the streaming callback's lastStats/history writes (and the\n  conversation benchmark read) onto the serial engine queue. The C stream\n  API returns once th\n[…]\nks__ copy can't shadow src/__mocks__.\n- Stop tracking coverage/; fix podspec comment; remove redundant try in\n  countTokens.\n\nVerified: 22/22 jest, tsc clean, iOS BUILD SUCCEEDED, app launches on sim.",
          "is_bot": false,
          "headline": "chore: upgrade nitro to 0.35.9 and apply code-review fixes (#14)",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-30T05:32:14Z",
          "body_truncated": true,
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        },
        {
          "oid": "158a048c0490c64495e826f3bd6a1a55de44c02d",
          "body": "… sendMessageWithAudioAsync) (#13)\n\n* feat(spec): add sendMessageWithImageAsync and sendMessageWithAudioAsync\n\nExtends the Nitro spec with streaming variants of the multimodal API.\nBoth methods accept a token callback `(token: string, done: boolean)`\nand return `Promise<void>`, mirroring the existin\n[…]\n recording\n  for sendMessageWithImageAsync and sendMessageWithAudioAsync\n- XCTest: no-model and file-not-found rejection tests for both methods\n- Robolectric: no-model rejection tests for both methods",
          "is_bot": false,
          "headline": "feat: add streaming multimodal async API (sendMessageWithImageAsync /…",
          "author_name": "wh1tecat",
          "author_login": "wh1tecat-nya",
          "committed_at": "2026-05-30T00:00:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "bc01a6616bcab2b1227e753b4bc23300383938c8",
          "body": "Adds `libvndksupport.so` as an optional `<uses-native-library>` entry\nalongside the existing OpenCL declaration. Required for GPU delegate\nsupport on vendor-specific NNAPI/OpenCL loader stacks on Android 12+.",
          "is_bot": false,
          "headline": "fix(android): add libvndksupport.so native library declaration (#11)",
          "author_name": "wh1tecat",
          "author_login": "wh1tecat-nya",
          "committed_at": "2026-05-29T17:55:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed0f195d16a2cc5b94bb7f7e0eb334ef9d0b98fe",
          "body": "validate, multimodal, tools, and enableSpeculativeDecoding were\ndestructured from config but omitted from both the stable nativeConfig\nmemo and its dependency array, causing the native layer to silently\nignore these options when passed via the hook.",
          "is_bot": false,
          "headline": "fix(ts): propagate missing LLMConfig fields through useModel hook",
          "author_name": "wh1tecat-nya",
          "author_login": "wh1tecat-nya",
          "committed_at": "2026-05-26T07:18:58Z",
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        {
          "oid": "78746ee9e3d075a7b44079b06fc1d54367d93ef1",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): clean up obsolete release hooks and postinstall logs",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-19T21:02:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "268f986bbf1af60a37d9f348138e58409e8e6ebe",
          "body": "…I bridge, and implement multi-tier testing\n\nMigrates the `react-native-litert-lm` library to Google's LiteRT-LM v0.12.0 engine, transitions the iOS bridge to a highly optimized native Swift Direct-FFI architecture, implements major API expansions, and establishes a robust host-side unit testing sui\n[…]\nachment previews, and setting drawers for speculative decoding/tools.\n* Expanded the README.md with technical specs, iOS virtual memory allocation requirements, and multi-tier unit testing guidelines.",
          "is_bot": false,
          "headline": "feat(core): migrate to LiteRT-LM v0.12.0, rewrite iOS Swift Direct-FF…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-19T20:57:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e94658d210e8f843d7002d1d298e54341b2bb80e",
          "body": "* feat: add optional engine validation and refactor system prompt handling\n\n- Introduce `validate` config option to run a quick test inference on GPU/NPU backends after load, catching silent failures\n- Skip validation for CPU backend as it is inherently reliable\n- Move system prompt application into\n[…]\ntialize native LiteRTLM on supported primary ABI (arm64-v8a) to avoid crashes on other architectures. Also wrap initialization in try-catch to handle missing or incompatible native library gracefully.",
          "is_bot": false,
          "headline": "Add engine validation and refactor system prompt handling (#7)",
          "author_name": "Faizan Hemotra",
          "author_login": "fzhem",
          "committed_at": "2026-05-06T02:51:11Z",
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        },
        {
          "oid": "bb64ee84fc0d67dd02e320684e2c496d903c8243",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.7",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-02T05:17:16Z",
          "body_truncated": false,
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        },
        {
          "oid": "32d719dbaad3d739c6a3d5534a18857635d731b5",
          "body": null,
          "is_bot": false,
          "headline": "fix: use explicit </video> closing tag for GitHub markdown rendering",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-02T05:07:29Z",
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        },
        {
          "oid": "362efcdb63dec06797c3394cc7028720b2ec7f0f",
          "body": "…date\n\nAndroid:\n- Add OpenCL hardware probing with cached result before GPU engine init\n- Add validateEngine() canary inference to catch silent GPU failures\n- Add streaming stats tracking (TTFT, tok/s) via System.nanoTime()\n- Pass SamplerConfig in ConversationConfig (Gallery app pattern)\n- Clean up \n[…]\nocs:\n- Add demo video section (Samsung S22 screen recording)\n- Update backend tables, GenerationStats interface, architecture section\n- Update cpp/include/README.md for v0.10.2 and correct header path",
          "is_bot": false,
          "headline": "feat: Android GPU stabilization, iOS streaming hardening, and docs up…",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-05-02T05:03:45Z",
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          "oid": "a1b48bf649c1b86821cffcc4c3a2d37d606e0723",
          "body": null,
          "is_bot": false,
          "headline": "docs: use modern expo/fetch + File/Paths API in manual download example",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
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          "body": null,
          "is_bot": false,
          "headline": "docs: clarify all exported model URLs are public, fix stale auth info",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
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        },
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          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.3.6",
          "author_name": "Hugh",
          "author_login": "hung-yueh",
          "committed_at": "2026-04-25T04:02:06Z",
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          "oid": "8e79524fead1c258a52d67c5eef33f2aa5f7ef2f",
          "body": "Add -z,max-page-size=16384 to Android linker flags for 16 KB page size compatibility (Play Store requirement from Nov 2025).",
          "is_bot": false,
          "headline": "Update linker flags to include max-page-size option (#3)",
          "author_name": "Faizan Hemotra",
          "author_login": "fzhem",
          "committed_at": "2026-04-25T04:00:28Z",
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
                "points": 1.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 2/24 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
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                    "params": {}
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                "max_points": 7.5
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                "key": "token_permissions",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "28 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 975 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "no_advisories_left_outstanding"
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              },
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                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 975
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
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            "value": 100,
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              "affected_packages": 16,
              "assessed_packages": 975,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 13, moderate 1, low 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
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                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 975,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
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                "points": 100,
                "status": "met",
                "details": [
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                "max_points": 100
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 60,
        "weight": 0,
        "metrics": [
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            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
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                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "legible_commit_history",
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                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
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            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 67,
            "inputs": {
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              "has_tests": true,
              "lockfiles": [
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              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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                "tsconfig.json"
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              "toolchain_manifests": [
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                "key": "one_command_bootstrap",
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                "detail": "android/build.gradle (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
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                "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": "eslint.config.js",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js"
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                "max_points": 11
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                "detail": "example/tsconfig.json, tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example/tsconfig.json, tsconfig.json"
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                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 77",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_authored_commits",
                    "params": {
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                "max_points": 10
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                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
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                "key": "openssf_scorecard_pinned_dependencies",
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                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
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            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
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                "points": 45,
                "status": "met",
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                "points": 54.1,
                "status": "partial",
                "details": [
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            "key": "ai_interfaces",
            "band": "at_risk",
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            "note": null,
            "notes": [],
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        "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."
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
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}

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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.

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