Registro público
Informe de salud del softwareesquema 0.30.0 · métricas 2.5.0 · 2026-08-04 04:43 UTC

turbopuffer / turbopuffer-python

Official Python API client library for turbopuffer

PythonMIT★ 158 estrellas⑂ 11 forksdesde dic 2023Ver en GitHub ↗
TipoBibliotecacómo se determina

turbopuffer/turbopuffer-python tiene un índice de salud de 87 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (98/100) y la más baja, AI Readiness (51/100). Se actualizó por última vez hoy. 2 personas concentran la mayor parte del trabajo reciente.

87
global / 100
Excelente

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala estandarizada de 1 a 100. El resultado global parte de su media ponderada, calibrada contra la distribución del registro público para que las bandas tengan significado percentil; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe un límite «En riesgo» de 34.

87
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas 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.

El resultado global ponderado 73 se calibra a 87 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

turbopufferOrganización
267 seguidores22 repositorios públicosdesde nov 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
PyPIturbopuffer2.7.14.019.587136hace 0 días

Métricas por categoría

Vitalidad

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

98Excepcional · 21% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
31.8/36Cadencia de commits — 46/52 semanas con commits
18/18Volumen de commits — 261 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year261
human_commit_share0,21
days_since_last_push0
active_weeks_last_year46
Cómo se puntúa
27/27Publica versiones — 96 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~9,5 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count96
latest_release_tagv2.7.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases9,5
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?

68Bueno · 17% del índice global
Cómo se puntúa
35.6/60Estrellas — 158 estrellas
8.3/25Forks — 11 forks
1.7/15Observadores — 3 observadores
Datos de entrada utilizados
forks11
stars158
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges2
has_contributing
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno
Cómo se puntúa
80/80Descargas mensuales — 4.019.587 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesturbopuffer
dependents
ecosystemspypi
total_downloads
monthly_downloads4.019.587
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?

79Bueno · 23% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
15.8/22.5Distribución de commits — el principal contribuyente firma el 30% de los commits
13.5/13.5Amplitud de contribuyentes — 14 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations
Datos de entrada utilizados
bus_factor2
contributors_sampled14
top_contributor_share0,296
Cómo se puntúa
42/42Resolución de issues — 100% de issues cerradas
25.7/30Aceptación de PR — 213/249 PR decididos fusionados
13/13Newcomer PR acceptance — 4/4 PR de contribuyentes primerizos fusionados en 30 d
0/15OpenSSF Scorecard: Code-Review — sin datos
Datos de entrada utilizados
merged_prs213
open_issues0
closed_issues3
prs_merged_7d5
prs_decided_7d5
prs_merged_30d6
prs_decided_30d6
issue_closed_ratio1
closed_unmerged_prs36
first_time_authors_30d1
first_time_prs_merged_30d4
first_time_prs_decided_30d4
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Code-Review. Los pesos restantes se han renormalizado.
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
17.5/25Alcance del propietario — 267 seguidores de turbopuffer
15.3/25Trayectoria — 22 repos públicos, cuenta de ~2 años
Datos de entrada utilizados
followers267
owner_typeOrganization
is_verified
owner_loginturbopuffer
public_repos22
account_age_days992
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 136 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesturbopuffer
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

63Moderado · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 5 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

55Moderado
Cómo se puntúa
30/30README
0/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://turbopuffer.com
10/10Descripción del repositorio
0/10Topics
0/10Wiki
Datos de entrada utilizados
topics
has_wikino
homepagehttps://turbopuffer.com
has_readme
has_docs_dirno
has_description

Seguridad

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

54Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 8 out of 8 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
0/7.5Code-Review — sin datos
2.5/2.5Contributors — project has 13 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 30 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5,6
Excluidos de la puntuación (sin datos o no aplicable): code_review, packaging, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
8/35Dependencias directas libres de avisos conocidos — 2 afectados: aiohttp 3.13.3 (critical 9.1), orjson 3.11.5 (high 7.5)
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
28.3/40Sin avisos pendientes — 2 paquete(s) con avisos sin atender más allá de 90 días; el más antiguo publicado hace 193 días
Datos de entrada utilizados
sourceosv
advisories60
affected_packages8
assessed_packages72
unassessed_packages0
affected_by_severitycritical 1, high 2, moderate 4, low 1
direct_affected_packages2
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos. Los pesos restantes se han renormalizado. Se cotejaron 72 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Tiene un peso deliberadamente pequeño (4%): las herramientas para agentes son una señal real de mantenimiento, pero un repositorio sin ninguna puede alcanzar igualmente 100/100.

51Moderado · 4% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
38.1/40Historial de commits legible — 15 de 21 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,714
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
0/11Configuración de lint / formato
11/11Verificación estática de tipos — src/turbopuffer/py.typed
10/10Entorno reproducible — devcontainer, Dockerfile, lockfile
2/10Práctica demostrada con agentes — 1 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Datos de entrada utilizados
has_nixno
has_tests
lockfilespoetry.lock, uv.lock
has_dockerfile
typed_languageno
bootstrap_files
has_devcontainer
has_linter_configno
typecheck_configssrc/turbopuffer/py.typed
agent_commit_share0,01
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (src/turbopuffer/py.typed)
53.9/55Tamaños de archivo manejables — 3/151 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes81.580
source_files_sampled151
oversized_source_files3
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signalno
api_schema_files

Datos clave

158estrellas de GitHub
14contribuidores
261commits en los últimos 12 meses
0días desde el último push
96versiones publicadas
2factor bus
0issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:turbopuffer@2.7.1; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 0 ★ / 11 ⇿
0Estrellas
11Forks
92Versiones

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.

0246810121112024-012025-042026-07
Mayor 2Menor 28Parche 36

Cada punto abarca 3 días.

OpenSSF Scorecard 5.6 / 10
5.6agregado

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 · 2026-08-04 04:43 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
n/dCode-ReviewFound no human activity in the last 8 changesets
10Contributorsproject has 13 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities30 existing vulnerabilities detected
Dependencias directas 10
RegistroPaqueteRestricción de versiónManifiesto
PyPIhttpx>=0.23.0, <1pyproject.toml
PyPIaiohttp>=3.10.11, <4pyproject.toml
PyPIpydantic>=1.9.0, <3pyproject.toml
PyPIpybase64>=1.4.1, <2pyproject.toml
PyPItyping-extensions>=4.13, <5pyproject.toml
PyPItyping-extensions>=4.14, <5pyproject.toml
PyPIanyio>=3.5.0, <5pyproject.toml
PyPIdistro>=1.7.0, <2pyproject.toml
PyPIsniffiopyproject.toml
PyPIorjson>=3.10.15, <4pyproject.toml
Todas las dependencias 72

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 14 paquetes directos y 58 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIaiohttp3.13.3directa
PyPIanyio4.12.1directa
PyPIanyio4.5.2directa
PyPIdistro1.9.0directa
PyPIhttpx0.28.1directa
PyPIorjson3.11.5directa
PyPIorjson3.11.7directa
PyPIpybase641.4.3directa
PyPIpydantic1.10.26directa
PyPIpydantic2.10.6directa
PyPIpydantic2.12.5directa
PyPIsniffio1.3.1directa
PyPItyping-extensions4.13.2directa
PyPItyping-extensions4.15.0directa
PyPIaiohappyeyeballs2.6.1indirecta
PyPIaiosignal1.4.0indirecta
PyPIannotated-types0.7.0indirecta
PyPIasync-timeout5.0.1indirecta
PyPIattrs25.4.0indirecta
PyPIbackports-asyncio-runner1.2.0indirecta
PyPIcertifi2025.4.26indirecta
PyPIcertifi2026.1.4indirecta
PyPIcolorama0.4.6indirecta
PyPIdirty-equals0.11indirecta
PyPIexceptiongroup1.3.0indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIexecnet2.1.2indirecta
PyPIfrozenlist1.8.0indirecta
PyPIh110.16.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx-aiohttp0.1.12indirecta
PyPIidna3.10indirecta
PyPIidna3.11indirecta
PyPIimportlib-metadata8.7.1indirecta
PyPIiniconfig2.1.0indirecta
PyPIiniconfig2.3.0indirecta
PyPImarkdown-it-py3.0.0indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImdurl0.1.2indirecta
PyPImultidict6.7.0indirecta
PyPImypy1.17.0indirecta
PyPImypy-extensions1.1.0indirecta
PyPInodeenv1.10.0indirecta
PyPInumpy2.0.2indirecta
PyPInumpy2.2.6indirecta
PyPInumpy2.4.3indirecta
PyPIpackaging25.0indirecta
PyPIpathspec1.0.3indirecta
PyPIpluggy1.6.0indirecta
PyPIpropcache0.4.1indirecta
PyPIpydantic-core2.27.2indirecta
PyPIpydantic-core2.41.5indirecta
PyPIpygments2.19.2indirecta
PyPIpyright1.1.399indirecta
PyPIpytest8.4.2indirecta
PyPIpytest9.0.2indirecta
PyPIpytest-asyncio1.2.0indirecta
PyPIpytest-asyncio1.3.0indirecta
PyPIpytest-xdist3.8.0indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIrespx0.22.0indirecta
PyPIrich14.2.0indirecta
PyPIruff0.14.13indirecta
PyPIsix1.17.0indirecta
PyPItime-machine2.19.0indirecta
PyPItime-machine3.2.0indirecta
PyPItomli2.4.0indirecta
PyPIturbopuffer2.6.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPIurllib32.6.3indirecta
PyPIyarl1.22.0indirecta
PyPIzipp3.23.0indirecta
Avisos de dependencias 8

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 72 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 8 tienen avisos conocidos, de los cuales 2 son directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
aiohttp3.13.3directacrítica453.14.3
orjson3.11.5directaalta13.11.6
urllib32.6.3indirectaalta42.7.0
idna3.10indirectamoderada23.15
idna3.11indirectamoderada23.15
pytest8.4.2indirectamoderada29.0.3
pytest9.0.2indirectamoderada29.0.3
pygments2.19.2indirectabaja22.20.0

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": [],
      "is_fork": false,
      "size_kb": 1761,
      "has_wiki": false,
      "homepage": "https://turbopuffer.com",
      "languages": {
        "Ruby": 11,
        "Shell": 4662,
        "Python": 764006,
        "Dockerfile": 253
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      "pushed_at": "2026-08-04T04:39:03Z",
      "created_at": "2023-12-12T06:52:27Z",
      "owner_type": "Organization",
      "updated_at": "2026-08-04T04:38:46Z",
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      "is_archived": false,
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      "license_spdx": "MIT",
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      "primary_language": "Python",
      "significant_languages": [
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    "owner": {
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      "name": "turbopuffer",
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      "company": null,
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      "followers": 267,
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      "created_at": "2023-11-15T14:26:51Z",
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      "account_age_days": 992
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    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v2.7.1",
          "kind": "patch",
          "published_at": "2026-08-04T04:38:44Z"
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        {
          "tag": "v2.7.0",
          "kind": "minor",
          "published_at": "2026-07-30T22:09:57Z"
        },
        {
          "tag": "v2.6.0",
          "kind": "minor",
          "published_at": "2026-07-03T18:11:54Z"
        },
        {
          "tag": "v2.5.0",
          "kind": "minor",
          "published_at": "2026-06-27T01:24:20Z"
        },
        {
          "tag": "v2.4.0",
          "kind": "minor",
          "published_at": "2026-06-08T22:23:58Z"
        },
        {
          "tag": "v2.3.0",
          "kind": "minor",
          "published_at": "2026-06-03T15:09:38Z"
        },
        {
          "tag": "v2.3.0-alpha.1",
          "kind": "prerelease",
          "published_at": "2026-06-02T17:20:26Z"
        },
        {
          "tag": "v2.2.0",
          "kind": "minor",
          "published_at": "2026-05-28T15:58:12Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2026-05-17T21:00:43Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2026-05-11T01:57:00Z"
        },
        {
          "tag": "v2.0.0-alpha.5",
          "kind": "prerelease",
          "published_at": "2026-05-10T21:13:50Z"
        },
        {
          "tag": "v2.0.0-alpha.4",
          "kind": "prerelease",
          "published_at": "2026-05-10T19:51:33Z"
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              "human_commit_share": 0.21,
              "days_since_last_push": 0,
              "active_weeks_last_year": 46
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 36
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "46/52 weeks with commits",
                "points": 31.8,
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                "details": [
                  {
                    "code": "commit_cadence_weeks",
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                      "weeks": 46
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              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "261 commits in the last year",
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                "key": "openssf_scorecard_maintained",
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                "details": [],
                "max_points": 10
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            ]
          },
          {
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            "notes": [
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 100,
            "inputs": {
              "releases_count": 96,
              "latest_release_tag": "v2.7.1",
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              "days_since_latest_release": 0,
              "mean_days_between_releases": 9.5
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            "components": [
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                "key": "ships_releases",
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                "detail": "96 releases published",
                "points": 27,
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                  {
                    "code": "releases_published",
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                      "count": 96
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              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~9.5 days",
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                "details": [
                  {
                    "code": "release_cadence",
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "name": "Abandonment",
            "note": null,
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            "value": 100,
            "inputs": {
              "cap": null,
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                    "code": "abandonment_maintained",
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        ],
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      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "weight": 0.17,
        "metrics": [
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            "key": "popularity",
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            "note": null,
            "notes": [],
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              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "158 stars",
                "points": 35.6,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                      "count": 158
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "11 forks",
                "points": 8.3,
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                "details": [
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                    "code": "forks",
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                      "count": 11
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 2,
              "has_contributing": true,
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              "has_code_of_conduct": false,
              "readme_badge_services": [
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              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
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                "points": 22.5,
                "status": "met",
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                "max_points": 22.5
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              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
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                  },
                  {
                    "code": "license_spdx",
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                "max_points": 22.5
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              {
                "key": "contributing_guide",
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                "status": "met",
                "details": [],
                "max_points": 18
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              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "issue_template",
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              },
              {
                "key": "pr_template",
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "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": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 100,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
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              "monthly_downloads": 4019587
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            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "4,019,587 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 4019587,
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                  }
                ],
                "max_points": 80
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              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 79,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
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                "key": "bus_factor",
                "name": "Bus factor",
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                "max_points": 54
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                "key": "commit_distribution",
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                "max_points": 22.5
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                "status": "met",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 95,
            "inputs": {
              "merged_prs": 213,
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              "closed_issues": 3,
              "prs_merged_7d": 5,
              "prs_decided_7d": 5,
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
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                "points": 42,
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                    "code": "issues_closed_share",
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                "max_points": 42
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
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                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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          },
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            "notes": [],
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                "max_points": 30
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                "key": "verified_domain",
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                "max_points": 25
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            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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                "key": "not_deprecated",
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          }
        ],
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        "weight": 0.19,
        "metrics": [
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            "notes": [],
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                "key": "linter_config",
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                "key": "editorconfig",
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              {
                "key": "openssf_scorecard_ci_tests",
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          },
          {
            "key": "documentation",
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            "notes": [],
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            "inputs": {
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            "components": [
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              },
              {
                "key": "documentation_directory",
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            ]
          }
        ],
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        "metrics": [
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 56,
            "inputs": {
              "source": "openssf_scorecard",
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              "scorecard_version": "v5.5.0",
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              "scorecard_aggregate": 5.6
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
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              {
                "key": "branch_protection",
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              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "8 out of 8 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 no human activity in the last 8 changesets",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "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 detected",
                "points": 5,
                "status": "met",
                "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": "30 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "weak",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 72 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 72
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 48,
            "inputs": {
              "source": "osv",
              "advisories": 60,
              "affected_packages": 8,
              "assessed_packages": 72,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 2, moderate 4, low 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: aiohttp 3.13.3 (critical 9.1), orjson 3.11.5 (high 7.5)",
                "points": 8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "aiohttp 3.13.3 (critical 9.1), orjson 3.11.5 (high 7.5)"
                    }
                  }
                ],
                "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": "2 advisory-carrying package(s) unaddressed past 90 days; oldest published 193 days ago",
                "points": 28.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 2,
                      "oldest": 193
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 72,
              "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": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 18
            },
            "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": 51,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 38,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.714,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "15 of 21 human commits state their intent (structured subject or explanatory body)",
                "points": 38.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 15,
                      "sampled": 21
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": false,
              "typecheck_configs": [
                "src/turbopuffer/py.typed"
              ],
              "agent_commit_share": 0.01,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/turbopuffer/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/turbopuffer/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "1 of the last 100 commits agent-authored or agent-credited",
                "points": 2,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 81580,
              "source_files_sampled": 151,
              "oversized_source_files": 3
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/turbopuffer/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/turbopuffer/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/151 source files over 60KB",
                "points": 53.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 151,
                      "oversized": 3
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 14
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "declared",
          "label": "library",
          "source": "pypi.classifier:Topic :: Software Development :: Libraries",
          "weight": 6
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "description",
          "label": "library",
          "source": "description:library",
          "weight": 2
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "library"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:turbopuffer@2.7.1; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T04:43:48.316086Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/turbopuffer/turbopuffer-python.svg",
  "full_name": "turbopuffer/turbopuffer-python",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.5.0, esquema v0.30.0 — metodología completa · wiki de métricas.

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