Registro público
Informe de salud del softwareesquema 0.17.0 · métricas 1.13.0 · 2026-07-21 04:41 UTC

mozilla-ai / any-llm

Communicate with an LLM provider using a single interface

PythonApache-2.0★ 2133 estrellas⑂ 193 forksdesde jul 2025Ver en GitHub ↗

mozilla-ai/any-llm tiene un índice de salud de 84 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (99/100) y la más baja, AI Readiness (62/100). Se actualizó por última vez hace 3 días. 2 personas concentran la mayor parte del trabajo reciente.

84
global / 100
Bueno

Índice de salud del software

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

84
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

Mozilla.aiOrganización
794 seguidores80 repositorios públicosdesde abr 2023

Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIany-llm-sdk1.21.0130.57574hace 4 días

Métricas por categoría

Vitalidad

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

99Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 3 días
35.3/36Cadencia de commits — 51/52 semanas con commits
18/18Volumen de commits — 711 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year711
human_commit_share
days_since_last_push3
active_weeks_last_year51
Cómo se puntúa
27/27Publica versiones — 73 versiones publicadas
36/36Recencia de las versiones — última versión hace 4 días
27/27Cadencia de publicación — una versión cada ~13,3 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count73
latest_release_tag1.21.0
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases13,3
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?

85Excelente · 18% del índice global
Cómo se puntúa
54/60Estrellas — 2133 estrellas
19/25Forks — 193 forks
5.3/15Observadores — 10 observadores
Datos de entrada utilizados
forks193
stars2133
watchers10
growth_stateorganic
growth_factor_pct100
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conduct
has_pull_request_template
Cómo se puntúa
68.2/80Descargas mensuales — 130.575 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesany-llm-sdk
dependents
ecosystemspypi
total_downloads
monthly_downloads130.575
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?

78Bueno · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
12.4/22.5Distribución de commits — el principal contribuyente firma el 45% de los commits
13.5/13.5Amplitud de contribuyentes — 50 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 9 contributing companies or organizations
Datos de entrada utilizados
bus_factor2
contributors_sampled50
top_contributor_share0,447
Cómo se puntúa
43.7/46.8Resolución de issues — 94% de issues cerradas
33.7/38.3Aceptación de PR — 661/750 PR decididos fusionados
10.5/15OpenSSF Scorecard: Code-Review — Found 19/25 approved changesets -- score normalized to 7
Datos de entrada utilizados
merged_prs661
open_issues28
closed_issues402
issue_closed_ratio0,935
closed_unmerged_prs89
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
20.9/25Alcance del propietario — 794 seguidores de mozilla-ai
19.6/25Trayectoria — 80 repos públicos, cuenta de ~3 años
Datos de entrada utilizados
followers794
owner_typeOrganization
is_verified
owner_loginmozilla-ai
public_repos80
account_age_days1204
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 4 días
20/20Historial de versiones — 74 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesany-llm-sdk
ecosystemspypi
any_deprecatedno
min_days_since_publish4

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

92Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 10 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://docs.mozilla.ai/any-llm
10/10Descripción del repositorio
10/10Topics — 8 topics
0/10Wiki
Datos de entrada utilizados
topicsinference, llm, text-completion, ai, anthropic, developer-tools, openai, python
has_wikino
homepagehttps://docs.mozilla.ai/any-llm
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?

63Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 19/25 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 9 contributing companies or organizations
0/10Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,4
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
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
advisories0
affected_packages0
assessed_packages2
unassessed_packages22
affected_by_severitynone
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 2 dependencias resueltas con OSV. 22 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. 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.

62Moderado · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md, CLAUDE.md
0/15Documentación legible por máquinas (llms.txt)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes6230
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — src/any_llm/py.typed
0/10Entorno reproducible
0/10Práctica demostrada con agentes — sin datos
5/8Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados
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_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configssrc/any_llm/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes. Los pesos restantes se han renormalizado.
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (src/any_llm/py.typed)
54.2/55Tamaños de archivo manejables — 4/274 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes72.002
source_files_sampled274
oversized_source_files4
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — notebooks
Datos de entrada utilizados
example_dirsnotebooks
has_mcp_signalno
api_schema_files

Datos clave

2133estrellas de GitHub
50contribuidores
711commits en los últimos 12 meses
3días desde el último push
73versiones publicadas
2factor bus
28issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • deps.dev does not index pypi:any-llm-sdk@1.21.0; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 2133 ★ / 0 ⇿
2133Estrellas

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.

Solo se muestra el historial más reciente: este repositorio supera la ventana de recopilación, por lo que no se captura el historial más antiguo.

10001200140016001800200022002133472025-112026-032026-07
OpenSSF Scorecard 5.4 / 10
5.4agregado

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 · 2026-07-21 04:40 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 19/25 approved changesets -- score normalized to 7
10Contributorsproject has 9 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 7
RegistroPaqueteRestricción de versiónManifiesto
PyPIpydantic>2,<3pyproject.toml
PyPIopenai>=1.99.3pyproject.toml
PyPIopenresponses-types>=2.3.0.post1pyproject.toml
PyPIanthropic>=0.83.0pyproject.toml
PyPIrichpyproject.toml
PyPIhttpxpyproject.toml
PyPItyping_extensions>=4.5.0pyproject.toml
Todas las dependencias 24

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 5 paquetes directos y 19 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIanthropicdirecta
PyPIopenaidirecta
PyPIopenresponses-typesdirecta
PyPIpydanticdirecta
PyPItyping-extensionsdirecta
PyPIany-llm-platform-clientindirecta
PyPIcerebras-cloud-sdkindirecta
PyPIlmstudioindirecta
PyPImistralaiindirecta
PyPImktestdocsindirecta
PyPIollamaindirecta
PyPIopentelemetry-exporter-otlp-proto-httpindirecta
PyPIopentelemetry-sdkindirecta
PyPIotariindirecta
PyPIpre-commit4.6.0indirecta
PyPIpre-commit-uv4.2.2indirecta
PyPIpytestindirecta
PyPIpytest-asyncioindirecta
PyPIpytest-covindirecta
PyPIpytest-rerunfailuresindirecta
PyPIpytest-xdistindirecta
PyPIsetuptoolsindirecta
PyPItogetherindirecta
PyPIxai-sdkindirecta
Avisos de dependencias 0

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 2 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 0 tienen avisos conocidos, de los cuales 0 son directas. 22 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [
        "inference",
        "llm",
        "text-completion",
        "ai",
        "anthropic",
        "developer-tools",
        "openai",
        "python"
      ],
      "is_fork": false,
      "size_kb": 14928,
      "has_wiki": false,
      "homepage": "https://docs.mozilla.ai/any-llm",
      "languages": {
        "Python": 1815661
      },
      "pushed_at": "2026-07-17T19:46:55Z",
      "created_at": "2025-07-14T15:38:20Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-20T21:36:01Z",
      "description": "Communicate with an LLM provider using a single interface",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://mozilla.ai",
      "name": "Mozilla.ai",
      "type": "Organization",
      "login": "mozilla-ai",
      "company": null,
      "location": null,
      "followers": 794,
      "avatar_url": "https://avatars.githubusercontent.com/u/129804596?v=4",
      "created_at": "2023-04-03T23:17:51Z",
      "is_verified": null,
      "public_repos": 80,
      "account_age_days": 1204
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 73,
      "commits_last_year": 711,
      "latest_release_at": "2026-07-16T14:59:01Z",
      "latest_release_tag": "1.21.0",
      "releases_from_tags": false,
      "days_since_last_push": 3,
      "active_weeks_last_year": 51,
      "days_since_latest_release": 4,
      "mean_days_between_releases": 13.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "any-llm-sdk",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/any-llm-sdk/",
          "is_deprecated": false,
          "latest_version": "1.21.0",
          "repository_url": "https://github.com/mozilla-ai/any-llm",
          "versions_count": 74,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 130575,
          "first_published_at": "2025-07-15T13:43:30.482735Z",
          "latest_published_at": "2026-07-16T14:59:27.549927Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 4
        }
      ]
    },
    "popularity": {
      "forks": 193,
      "stars": 2133,
      "watchers": 10,
      "star_history": {
        "days": [
          {
            "date": "2025-11-08",
            "count": 47
          },
          {
            "date": "2025-11-09",
            "count": 45
          },
          {
            "date": "2025-11-10",
            "count": 43
          },
          {
            "date": "2025-11-11",
            "count": 12
          },
          {
            "date": "2025-11-12",
            "count": 10
          },
          {
            "date": "2025-11-13",
            "count": 11
          },
          {
            "date": "2025-11-14",
            "count": 12
          },
          {
            "date": "2025-11-15",
            "count": 8
          },
          {
            "date": "2025-11-16",
            "count": 3
          },
          {
            "date": "2025-11-17",
            "count": 3
          },
          {
            "date": "2025-11-18",
            "count": 13
          },
          {
            "date": "2025-11-19",
            "count": 30
          },
          {
            "date": "2025-11-20",
            "count": 22
          },
          {
            "date": "2025-11-21",
            "count": 20
          },
          {
            "date": "2025-11-22",
            "count": 4
          },
          {
            "date": "2025-11-23",
            "count": 7
          },
          {
            "date": "2025-11-24",
            "count": 3
          },
          {
            "date": "2025-11-25",
            "count": 6
          },
          {
            "date": "2025-11-26",
            "count": 6
          },
          {
            "date": "2025-11-27",
            "count": 7
          },
          {
            "date": "2025-11-28",
            "count": 2
          },
          {
            "date": "2025-11-29",
            "count": 5
          },
          {
            "date": "2025-11-30",
            "count": 1
          },
          {
            "date": "2025-12-01",
            "count": 3
          },
          {
            "date": "2025-12-02",
            "count": 1
          },
          {
            "date": "2025-12-03",
            "count": 1
          },
          {
            "date": "2025-12-04",
            "count": 2
          },
          {
            "date": "2025-12-05",
            "count": 5
          },
          {
            "date": "2025-12-06",
            "count": 2
          },
          {
            "date": "2025-12-07",
            "count": 2
          },
          {
            "date": "2025-12-08",
            "count": 1
          },
          {
            "date": "2025-12-09",
            "count": 1
          },
          {
            "date": "2025-12-11",
            "count": 1
          },
          {
            "date": "2025-12-12",
            "count": 3
          },
          {
            "date": "2025-12-13",
            "count": 3
          },
          {
            "date": "2025-12-14",
            "count": 2
          },
          {
            "date": "2025-12-16",
            "count": 4
          },
          {
            "date": "2025-12-17",
            "count": 3
          },
          {
            "date": "2025-12-18",
            "count": 1
          },
          {
            "date": "2025-12-19",
            "count": 1
          },
          {
            "date": "2025-12-21",
            "count": 1
          },
          {
            "date": "2025-12-22",
            "count": 1
          },
          {
            "date": "2025-12-25",
            "count": 1
          },
          {
            "date": "2025-12-26",
            "count": 1
          },
          {
            "date": "2025-12-27",
            "count": 2
          },
          {
            "date": "2025-12-28",
            "count": 2
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2025-12-30",
            "count": 1
          },
          {
            "date": "2025-12-31",
            "count": 3
          },
          {
            "date": "2026-01-01",
            "count": 4
          },
          {
            "date": "2026-01-02",
            "count": 2
          },
          {
            "date": "2026-01-03",
            "count": 1
          },
          {
            "date": "2026-01-04",
            "count": 1
          },
          {
            "date": "2026-01-05",
            "count": 1
          },
          {
            "date": "2026-01-06",
            "count": 1
          },
          {
            "date": "2026-01-07",
            "count": 10
          },
          {
            "date": "2026-01-08",
            "count": 3
          },
          {
            "date": "2026-01-09",
            "count": 2
          },
          {
            "date": "2026-01-10",
            "count": 1
          },
          {
            "date": "2026-01-11",
            "count": 2
          },
          {
            "date": "2026-01-12",
            "count": 3
          },
          {
            "date": "2026-01-13",
            "count": 8
          },
          {
            "date": "2026-01-14",
            "count": 4
          },
          {
            "date": "2026-01-15",
            "count": 4
          },
          {
            "date": "2026-01-16",
            "count": 5
          },
          {
            "date": "2026-01-17",
            "count": 1
          },
          {
            "date": "2026-01-18",
            "count": 2
          },
          {
            "date": "2026-01-19",
            "count": 4
          },
          {
            "date": "2026-01-20",
            "count": 3
          },
          {
            "date": "2026-01-21",
            "count": 3
          },
          {
            "date": "2026-01-22",
            "count": 3
          },
          {
            "date": "2026-01-23",
            "count": 1
          },
          {
            "date": "2026-01-24",
            "count": 2
          },
          {
            "date": "2026-01-26",
            "count": 3
          },
          {
            "date": "2026-01-27",
            "count": 2
          },
          {
            "date": "2026-01-28",
            "count": 5
          },
          {
            "date": "2026-01-29",
            "count": 10
          },
          {
            "date": "2026-01-30",
            "count": 10
          },
          {
            "date": "2026-01-31",
            "count": 3
          },
          {
            "date": "2026-02-01",
            "count": 3
          },
          {
            "date": "2026-02-02",
            "count": 2
          },
          {
            "date": "2026-02-03",
            "count": 1
          },
          {
            "date": "2026-02-04",
            "count": 6
          },
          {
            "date": "2026-02-05",
            "count": 3
          },
          {
            "date": "2026-02-06",
            "count": 14
          },
          {
            "date": "2026-02-07",
            "count": 3
          },
          {
            "date": "2026-02-08",
            "count": 1
          },
          {
            "date": "2026-02-09",
            "count": 1
          },
          {
            "date": "2026-02-10",
            "count": 1
          },
          {
            "date": "2026-02-11",
            "count": 3
          },
          {
            "date": "2026-02-12",
            "count": 5
          },
          {
            "date": "2026-02-13",
            "count": 3
          },
          {
            "date": "2026-02-14",
            "count": 1
          },
          {
            "date": "2026-02-15",
            "count": 3
          },
          {
            "date": "2026-02-16",
            "count": 3
          },
          {
            "date": "2026-02-17",
            "count": 5
          },
          {
            "date": "2026-02-18",
            "count": 5
          },
          {
            "date": "2026-02-19",
            "count": 1
          },
          {
            "date": "2026-02-20",
            "count": 1
          },
          {
            "date": "2026-02-21",
            "count": 2
          },
          {
            "date": "2026-02-22",
            "count": 2
          },
          {
            "date": "2026-02-24",
            "count": 5
          },
          {
            "date": "2026-02-25",
            "count": 2
          },
          {
            "date": "2026-02-26",
            "count": 5
          },
          {
            "date": "2026-02-27",
            "count": 1
          },
          {
            "date": "2026-02-28",
            "count": 2
          },
          {
            "date": "2026-03-02",
            "count": 2
          },
          {
            "date": "2026-03-03",
            "count": 5
          },
          {
            "date": "2026-03-04",
            "count": 8
          },
          {
            "date": "2026-03-05",
            "count": 3
          },
          {
            "date": "2026-03-06",
            "count": 5
          },
          {
            "date": "2026-03-07",
            "count": 3
          },
          {
            "date": "2026-03-08",
            "count": 1
          },
          {
            "date": "2026-03-09",
            "count": 5
          },
          {
            "date": "2026-03-10",
            "count": 3
          },
          {
            "date": "2026-03-11",
            "count": 3
          },
          {
            "date": "2026-03-12",
            "count": 4
          },
          {
            "date": "2026-03-13",
            "count": 1
          },
          {
            "date": "2026-03-14",
            "count": 4
          },
          {
            "date": "2026-03-16",
            "count": 2
          },
          {
            "date": "2026-03-17",
            "count": 1
          },
          {
            "date": "2026-03-18",
            "count": 4
          },
          {
            "date": "2026-03-19",
            "count": 4
          },
          {
            "date": "2026-03-20",
            "count": 2
          },
          {
            "date": "2026-03-21",
            "count": 5
          },
          {
            "date": "2026-03-22",
            "count": 2
          },
          {
            "date": "2026-03-23",
            "count": 1
          },
          {
            "date": "2026-03-24",
            "count": 19
          },
          {
            "date": "2026-03-25",
            "count": 22
          },
          {
            "date": "2026-03-26",
            "count": 6
          },
          {
            "date": "2026-03-27",
            "count": 8
          },
          {
            "date": "2026-03-28",
            "count": 6
          },
          {
            "date": "2026-03-29",
            "count": 11
          },
          {
            "date": "2026-03-31",
            "count": 4
          },
          {
            "date": "2026-04-01",
            "count": 4
          },
          {
            "date": "2026-04-02",
            "count": 2
          },
          {
            "date": "2026-04-03",
            "count": 1
          },
          {
            "date": "2026-04-04",
            "count": 4
          },
          {
            "date": "2026-04-05",
            "count": 1
          },
          {
            "date": "2026-04-06",
            "count": 2
          },
          {
            "date": "2026-04-07",
            "count": 2
          },
          {
            "date": "2026-04-08",
            "count": 9
          },
          {
            "date": "2026-04-09",
            "count": 3
          },
          {
            "date": "2026-04-10",
            "count": 3
          },
          {
            "date": "2026-04-11",
            "count": 1
          },
          {
            "date": "2026-04-12",
            "count": 2
          },
          {
            "date": "2026-04-13",
            "count": 4
          },
          {
            "date": "2026-04-14",
            "count": 3
          },
          {
            "date": "2026-04-15",
            "count": 3
          },
          {
            "date": "2026-04-16",
            "count": 4
          },
          {
            "date": "2026-04-17",
            "count": 2
          },
          {
            "date": "2026-04-18",
            "count": 4
          },
          {
            "date": "2026-04-19",
            "count": 3
          },
          {
            "date": "2026-04-20",
            "count": 1
          },
          {
            "date": "2026-04-21",
            "count": 3
          },
          {
            "date": "2026-04-22",
            "count": 6
          },
          {
            "date": "2026-04-23",
            "count": 4
          },
          {
            "date": "2026-04-24",
            "count": 4
          },
          {
            "date": "2026-04-25",
            "count": 1
          },
          {
            "date": "2026-04-26",
            "count": 1
          },
          {
            "date": "2026-04-27",
            "count": 2
          },
          {
            "date": "2026-04-28",
            "count": 2
          },
          {
            "date": "2026-04-29",
            "count": 4
          },
          {
            "date": "2026-04-30",
            "count": 2
          },
          {
            "date": "2026-05-01",
            "count": 4
          },
          {
            "date": "2026-05-02",
            "count": 4
          },
          {
            "date": "2026-05-03",
            "count": 1
          },
          {
            "date": "2026-05-04",
            "count": 1
          },
          {
            "date": "2026-05-05",
            "count": 3
          },
          {
            "date": "2026-05-06",
            "count": 4
          },
          {
            "date": "2026-05-07",
            "count": 2
          },
          {
            "date": "2026-05-08",
            "count": 2
          },
          {
            "date": "2026-05-09",
            "count": 2
          },
          {
            "date": "2026-05-10",
            "count": 14
          },
          {
            "date": "2026-05-11",
            "count": 5
          },
          {
            "date": "2026-05-12",
            "count": 2
          },
          {
            "date": "2026-05-13",
            "count": 6
          },
          {
            "date": "2026-05-14",
            "count": 2
          },
          {
            "date": "2026-05-15",
            "count": 2
          },
          {
            "date": "2026-05-16",
            "count": 4
          },
          {
            "date": "2026-05-17",
            "count": 2
          },
          {
            "date": "2026-05-18",
            "count": 5
          },
          {
            "date": "2026-05-20",
            "count": 6
          },
          {
            "date": "2026-05-21",
            "count": 1
          },
          {
            "date": "2026-05-22",
            "count": 3
          },
          {
            "date": "2026-05-23",
            "count": 2
          },
          {
            "date": "2026-05-24",
            "count": 1
          },
          {
            "date": "2026-05-25",
            "count": 1
          },
          {
            "date": "2026-05-27",
            "count": 9
          },
          {
            "date": "2026-05-28",
            "count": 7
          },
          {
            "date": "2026-05-29",
            "count": 5
          },
          {
            "date": "2026-05-30",
            "count": 2
          },
          {
            "date": "2026-05-31",
            "count": 2
          },
          {
            "date": "2026-06-01",
            "count": 4
          },
          {
            "date": "2026-06-02",
            "count": 3
          },
          {
            "date": "2026-06-03",
            "count": 2
          },
          {
            "date": "2026-06-04",
            "count": 3
          },
          {
            "date": "2026-06-05",
            "count": 1
          },
          {
            "date": "2026-06-06",
            "count": 1
          },
          {
            "date": "2026-06-07",
            "count": 1
          },
          {
            "date": "2026-06-08",
            "count": 1
          },
          {
            "date": "2026-06-09",
            "count": 4
          },
          {
            "date": "2026-06-10",
            "count": 4
          },
          {
            "date": "2026-06-11",
            "count": 2
          },
          {
            "date": "2026-06-12",
            "count": 3
          },
          {
            "date": "2026-06-13",
            "count": 1
          },
          {
            "date": "2026-06-14",
            "count": 4
          },
          {
            "date": "2026-06-15",
            "count": 3
          },
          {
            "date": "2026-06-16",
            "count": 2
          },
          {
            "date": "2026-06-17",
            "count": 1
          },
          {
            "date": "2026-06-18",
            "count": 1
          },
          {
            "date": "2026-06-19",
            "count": 1
          },
          {
            "date": "2026-06-20",
            "count": 1
          },
          {
            "date": "2026-06-21",
            "count": 1
          },
          {
            "date": "2026-06-22",
            "count": 2
          },
          {
            "date": "2026-06-23",
            "count": 4
          },
          {
            "date": "2026-06-24",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 2
          },
          {
            "date": "2026-06-27",
            "count": 1
          },
          {
            "date": "2026-06-28",
            "count": 2
          },
          {
            "date": "2026-06-29",
            "count": 1
          },
          {
            "date": "2026-06-30",
            "count": 2
          },
          {
            "date": "2026-07-01",
            "count": 2
          },
          {
            "date": "2026-07-02",
            "count": 2
          },
          {
            "date": "2026-07-04",
            "count": 1
          },
          {
            "date": "2026-07-05",
            "count": 2
          },
          {
            "date": "2026-07-06",
            "count": 2
          },
          {
            "date": "2026-07-07",
            "count": 9
          },
          {
            "date": "2026-07-08",
            "count": 2
          },
          {
            "date": "2026-07-09",
            "count": 2
          },
          {
            "date": "2026-07-10",
            "count": 1
          },
          {
            "date": "2026-07-11",
            "count": 3
          },
          {
            "date": "2026-07-12",
            "count": 1
          },
          {
            "date": "2026-07-13",
            "count": 1
          },
          {
            "date": "2026-07-14",
            "count": 2
          },
          {
            "date": "2026-07-15",
            "count": 2
          },
          {
            "date": "2026-07-16",
            "count": 2
          },
          {
            "date": "2026-07-17",
            "count": 8
          },
          {
            "date": "2026-07-18",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 6
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_stars": 2133
      },
      "open_issues_and_prs": 28
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "src/any_llm/py.typed"
      ],
      "largest_source_bytes": 72002,
      "source_files_sampled": 274,
      "oversized_source_files": 4,
      "agent_instruction_files": [
        "AGENTS.md",
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 6230
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 2,
        "assessed_package": null,
        "unassessed_count": 22,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">2,<3"
        },
        {
          "name": "openai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.99.3"
        },
        {
          "name": "openresponses-types",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.3.0.post1"
        },
        {
          "name": "anthropic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.83.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "httpx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "typing_extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.5.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "anthropic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openresponses-types",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "any-llm-platform-client",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cerebras-cloud-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lmstudio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mistralai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mktestdocs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ollama",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "otari",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit-uv",
            "direct": false,
            "version": "4.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-rerunfailures",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "together",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xai-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 24,
        "direct_count": 5,
        "indirect_count": 19
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 661,
        "open_issues": 28,
        "closed_ratio": 0.935,
        "closed_issues": 402,
        "closed_unmerged_prs": 89
      },
      "bus_factor": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "njbrake",
          "commits": 359,
          "avatar_url": "https://avatars.githubusercontent.com/u/33383515?v=4"
        },
        {
          "type": "User",
          "login": "daavoo",
          "commits": 182,
          "avatar_url": "https://avatars.githubusercontent.com/u/12677733?v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 53,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "User",
          "login": "tbille",
          "commits": 40,
          "avatar_url": "https://avatars.githubusercontent.com/u/2707508?v=4"
        },
        {
          "type": "User",
          "login": "besaleli",
          "commits": 40,
          "avatar_url": "https://avatars.githubusercontent.com/u/80226248?v=4"
        },
        {
          "type": "Bot",
          "login": "github-actions[bot]",
          "commits": 26,
          "avatar_url": "https://avatars.githubusercontent.com/in/15368?v=4"
        },
        {
          "type": "User",
          "login": "angpt",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/19672864?v=4"
        },
        {
          "type": "User",
          "login": "Anandesh-Sharma",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/30695364?v=4"
        },
        {
          "type": "User",
          "login": "dpoulopoulos",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/12573705?v=4"
        },
        {
          "type": "User",
          "login": "bilelomrani1",
          "commits": 7,
          "avatar_url": "https://avatars.githubusercontent.com/u/16692099?v=4"
        }
      ],
      "contributors_sampled": 50,
      "top_contributor_share": 0.447
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "close-stale.yaml",
        "docs.yaml",
        "lint.yaml",
        "pages-redirect.yaml",
        "pr-template-check.yml",
        "pre-commit-update.yaml",
        "release.yaml",
        "tests-docs.yaml",
        "tests-integration.yaml",
        "tests-unit.yaml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 6,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "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": 7,
            "reason": "Found 19/25 approved changesets -- score normalized to 7",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 9 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 0,
            "reason": "dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "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 18 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": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "40d7b0ca78863082022ef12fea38fb25054a5b44",
        "ran_at": "2026-07-21T04:40:51Z",
        "aggregate_score": 5.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/mozilla-ai/any-llm",
    "host": "github.com",
    "name": "any-llm",
    "owner": "mozilla-ai"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 84,
      "inputs": {
        "security": 63,
        "vitality": 99,
        "community": 85,
        "governance": 78,
        "engineering": 92
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 99,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "commits_last_year": 711,
              "human_commit_share": null,
              "days_since_last_push": 3,
              "active_weeks_last_year": 51
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 3 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 3
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "51/52 weeks with commits",
                "points": 35.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 51
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "711 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 711
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "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": 100,
            "inputs": {
              "releases_count": 73,
              "latest_release_tag": "1.21.0",
              "releases_from_tags": false,
              "days_since_latest_release": 4,
              "mean_days_between_releases": 13.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "73 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 73
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 4 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~13.3 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 13.3
                    }
                  }
                ],
                "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": "no_commit_sample",
              "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": "excellent",
        "name": "Community & Adoption",
        "value": 85,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "forks": 193,
              "stars": 2133,
              "watchers": 10,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "2,133 stars",
                "points": 54,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 2133
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "193 forks",
                "points": 19,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 193
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "10 watchers",
                "points": 5.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "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": 13.5,
                "status": "met",
                "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 85,
            "inputs": {
              "packages": [
                "any-llm-sdk"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 130575
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "130,575 downloads/month across pypi",
                "points": 68.2,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 130575,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 78,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 50,
              "top_contributor_share": 0.447
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 45% of commits",
                "points": 12.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 45
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "50 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 50
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "merged_prs": 661,
              "open_issues": 28,
              "closed_issues": 402,
              "issue_closed_ratio": 0.935,
              "closed_unmerged_prs": 89
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "94% of issues closed",
                "points": 43.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 94
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "661/750 decided PRs merged",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 661,
                      "decided": 750
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 19/25 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 794,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "mozilla-ai",
              "public_repos": 80,
              "account_age_days": 1204
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "794 followers of mozilla-ai",
                "points": 20.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 794,
                      "login": "mozilla-ai"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "80 public repos, account ~3 yr old",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 80
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "any-llm-sdk"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "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 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "74 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 74
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "inference",
                "llm",
                "text-completion",
                "ai",
                "anthropic",
                "developer-tools",
                "openai",
                "python"
              ],
              "has_wiki": false,
              "homepage": "https://docs.mozilla.ai/any-llm",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://docs.mozilla.ai/any-llm",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 63,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.4
            },
            "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 is not maximal on development and all release branches",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "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 19/25 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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 18 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "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 2 resolved dependencies against OSV; 22 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 2
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 22
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 2,
              "unassessed_packages": 22,
              "affected_by_severity": "none",
              "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": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "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": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 2,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 9
            },
            "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": 62,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 6230
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/any_llm/py.typed"
              ],
              "agent_commit_share": null,
              "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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/any_llm/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/any_llm/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "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": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 72002,
              "source_files_sampled": 274,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/any_llm/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/any_llm/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/274 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 274,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "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": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "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": [
    "deps.dev does not index pypi:any-llm-sdk@1.21.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T04:41:20.339853Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mozilla-ai/any-llm.svg",
  "full_name": "mozilla-ai/any-llm",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v0.17.0 — metodología completa · wiki de métricas.

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