Registro público
Informe de salud del softwareesquema 0.30.0 · métricas 2.5.0 · 2026-08-04 16:20 UTC

MinishLab / model2vec

Fast State-of-the-Art Static Embeddings

Python · Jupyter NotebookMIT★ 2172 estrellas⑂ 122 forksdesde jul 2024Ver en GitHub ↗
TipoBibliotecacómo se determina

MinishLab/model2vec tiene un índice de salud de 87 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Engineering Quality (92/100) y la más baja, Security (58/100). Se actualizó por última vez hace 1 día. Una sola persona concentra 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

MinishOrganización
388 seguidores12 repositorios públicosdesde ago 2024

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
PyPImodel2vec0.8.2-26hace 67 días

Métricas por categoría

Vitalidad

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

80Excelente · 21% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 1 días
15.9/36Cadencia de commits — 23/52 semanas con commits
15.1/18Volumen de commits — 47 commits en el último año
5/10OpenSSF Scorecard: Maintained — 5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5
Datos de entrada utilizados
commits_last_year47
human_commit_share1
days_since_last_push1
active_weeks_last_year23
Cómo se puntúa
27/27Publica versiones — 26 versiones publicadas
36/36Recencia de las versiones — última versión hace 67 días
19.8/27Cadencia de publicación — una versión cada ~54,1 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count26
latest_release_tagv0.8.2
releases_from_tagsno
days_since_latest_release67
mean_days_between_releases54,1
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?

65Bueno · 17% del índice global
Cómo se puntúa
54.1/60Estrellas — 2172 estrellas
17.4/25Forks — 122 forks
6.4/15Observadores — 15 observadores
Datos de entrada utilizados
forks122
stars2172
watchers15
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges6
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicescodecov.io, shields.io
has_pull_request_templateno

Sostenibilidad y Gobernanza

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

70Bueno · 23% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
8.6/22.5Distribución de commits — el principal contribuyente firma el 62% de los commits
13.5/13.5Amplitud de contribuyentes — 11 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled11
top_contributor_share0,619
Cómo se puntúa
40.9/42Resolución de issues — 97% de issues cerradas
28.8/30Aceptación de PR — 238/248 PR decididos fusionados
0/13Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d
9/15OpenSSF Scorecard: Code-Review — Found 20/30 approved changesets -- score normalized to 6
Datos de entrada utilizados
merged_prs238
open_issues2
closed_issues74
prs_merged_7d2
prs_decided_7d2
prs_merged_30d2
prs_decided_30d2
issue_closed_ratio0,974
closed_unmerged_prs10
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluidos de la puntuación (sin datos o no aplicable): newcomer_pr_acceptance. Los pesos restantes se han renormalizado.
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
18.6/25Alcance del propietario — 388 seguidores de MinishLab
12.1/25Trayectoria — 12 repos públicos, cuenta de ~1 años
Datos de entrada utilizados
followers388
owner_typeOrganization
is_verified
owner_loginMinishLab
public_repos12
account_age_days724
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 67 días
20/20Historial de versiones — 26 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesmodel2vec
ecosystemspypi
any_deprecatedno
min_days_since_publish67

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

92Excelente · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 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://minish.ai/packages/model2vec/introduction
10/10Descripción del repositorio
10/10Topics — 8 topics
0/10Wiki
Datos de entrada utilizados
topicsembeddings, machine-learning, model2vec, nlp, python, sentence-transformers, ai, word-embeddings
has_wikino
homepagehttps://minish.ai/packages/model2vec/introduction
has_readme
has_docs_dir
has_description

Seguridad

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

58Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 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
4.5/7.5Code-Review — Found 20/30 approved changesets -- score normalized to 6
2.5/2.5Contributors — project has 4 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
3.8/7.5Maintained — 5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 16 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,8
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages21
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:model2vec@0.8.2 —lo que arrastra la instalación del paquete publicado—: 21 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? 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.

63Moderado · 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)
40/40Historial de commits legible — 100 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — model2vec/py.typed
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_config
typecheck_configsmodel2vec/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (model2vec/py.typed)
55/55Tamaños de archivo manejables — 0/43 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes22.537
source_files_sampled43
oversized_source_files0
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

2172estrellas de GitHub
11contribuidores
47commits en los últimos 12 meses
1días desde el último push
26versiones publicadas
1factor bus
2issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

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

Más detalle

Historial de estrellas y forks 0 ★ / 122 ⇿
0Estrellas
122Forks
23Versiones

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.

0255075100125122172024-092025-082026-07
Mayor 0Menor 7Parche 16

Cada punto abarca 2 días.

OpenSSF Scorecard 4.8 / 10
4.8agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-08-04 16:20 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-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
6Code-ReviewFound 20/30 approved changesets -- score normalized to 6
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
5Maintained5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
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
0Vulnerabilities16 existing vulnerabilities detected
Dependencias directas 6
RegistroPaqueteRestricción de versiónManifiesto
PyPIjinja2pyproject.toml
PyPIjoblibpyproject.toml
PyPInumpypyproject.toml
PyPIsafetensorspyproject.toml
PyPItokenizers>=0.20pyproject.toml
PyPItqdmpyproject.toml
Todas las dependencias 108

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 7 paquetes directos y 101 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIjinja23.1.6directa
PyPIjoblib1.5.3directa
PyPInumpy2.2.6directa
PyPInumpy2.4.3directa
PyPIsafetensors0.7.0directa
PyPItokenizers0.22.2directa
PyPItqdm4.67.3directa
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.13.0indirecta
PyPIasttokens3.0.1indirecta
PyPIcertifi2026.2.25indirecta
PyPIcfgv3.5.0indirecta
PyPIclick8.3.1indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.13.5indirecta
PyPIcuda-bindings12.9.4indirecta
PyPIcuda-pathfinder1.5.0indirecta
PyPIdecorator5.2.1indirecta
PyPIdistlib0.4.0indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIexecuting2.2.1indirecta
PyPIfilelock3.25.2indirecta
PyPIfsspec2026.2.0indirecta
PyPIh110.16.0indirecta
PyPIhf-xet1.4.2indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx0.28.1indirecta
PyPIhuggingface-hub1.8.0indirecta
PyPIidentify2.6.18indirecta
PyPIidna3.11indirecta
PyPIiniconfig2.3.0indirecta
PyPIipython8.39.0indirecta
PyPIipython9.10.1indirecta
PyPIipython9.12.0indirecta
PyPIipython-pygments-lexers1.1.1indirecta
PyPIjedi0.19.2indirecta
PyPIlibrt0.8.1indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImatplotlib-inline0.2.1indirecta
PyPImdurl0.1.2indirecta
PyPIml-dtypes0.5.4indirecta
PyPImpmath1.3.0indirecta
PyPImypy1.19.1indirecta
PyPImypy-extensions1.1.0indirecta
PyPInetworkx3.4.2indirecta
PyPInetworkx3.6.1indirecta
PyPInodeenv1.10.0indirecta
PyPInvidia-cublas-cu1212.8.4.1indirecta
PyPInvidia-cuda-cupti-cu1212.8.90indirecta
PyPInvidia-cuda-nvrtc-cu1212.8.93indirecta
PyPInvidia-cuda-runtime-cu1212.8.90indirecta
PyPInvidia-cudnn-cu129.10.2.21indirecta
PyPInvidia-cufft-cu1211.3.3.83indirecta
PyPInvidia-cufile-cu121.13.1.3indirecta
PyPInvidia-curand-cu1210.3.9.90indirecta
PyPInvidia-cusolver-cu1211.7.3.90indirecta
PyPInvidia-cusparse-cu1212.5.8.93indirecta
PyPInvidia-cusparselt-cu120.7.1indirecta
PyPInvidia-nccl-cu122.27.5indirecta
PyPInvidia-nvjitlink-cu1212.8.93indirecta
PyPInvidia-nvshmem-cu123.4.5indirecta
PyPInvidia-nvtx-cu1212.8.90indirecta
PyPIonnx1.20.1indirecta
PyPIpackaging26.0indirecta
PyPIparso0.8.6indirecta
PyPIpathspec1.0.4indirecta
PyPIpexpect4.9.0indirecta
PyPIplatformdirs4.9.4indirecta
PyPIpluggy1.6.0indirecta
PyPIpre-commit4.5.1indirecta
PyPIprettytable3.17.0indirecta
PyPIprompt-toolkit3.0.52indirecta
PyPIprotobuf7.34.1indirecta
PyPIptyprocess0.7.0indirecta
PyPIpure-eval0.2.3indirecta
PyPIpydantic2.12.5indirecta
PyPIpydantic-core2.41.5indirecta
PyPIpygments2.19.2indirecta
PyPIpytest9.0.2indirecta
PyPIpytest-cov7.1.0indirecta
PyPIpython-discovery1.2.1indirecta
PyPIpyyaml6.0.3indirecta
PyPIregex2026.2.28indirecta
PyPIrich14.3.3indirecta
PyPIruff0.15.8indirecta
PyPIscikit-learn1.7.2indirecta
PyPIscikit-learn1.8.0indirecta
PyPIscipy1.15.3indirecta
PyPIscipy1.17.1indirecta
PyPIsetuptools82.0.1indirecta
PyPIshellingham1.5.4indirecta
PyPIskeletoken0.3.3indirecta
PyPIskops0.13.0indirecta
PyPIstack-data0.6.3indirecta
PyPIsympy1.14.0indirecta
PyPIthreadpoolctl3.6.0indirecta
PyPItomli2.4.1indirecta
PyPItorch2.10.0indirecta
PyPItraitlets5.14.3indirecta
PyPItransformers5.3.0indirecta
PyPItriton3.6.0indirecta
PyPItyper0.24.1indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPIvirtualenv21.2.0indirecta
PyPIwcwidth0.6.0indirecta
Avisos de dependencias 0

Instalar pypi:model2vec@0.8.2 arrastra 21 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
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          "headline": "feat: faster loading if model already cached (#278)",
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          "headline": "fix: small typing issue (#250)",
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          "headline": "clean-up print statement (#249)",
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          "headline": "feat: add supertokenizers (#236)",
          "author_name": "Stephan Tulkens",
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          "headline": "fix: distillation for models without card (#248)",
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          "body": "* Added multilingual results\n\n* Updated readme\n\n* Updated readme\n\n* Updated readme\n\n* Updated readme\n\n* Updated readme",
          "is_bot": false,
          "headline": "docs: Added multilingual results (#247)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
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          "oid": "af6f67c8b0ad5567ac71a159f08b8638d119dd46",
          "body": "* feat: allow passing validation set explicitly\n\n* fix: typing\n\n* fix: input validation\n\n* add tests, extra check, pre-commit\n\n---------\n\nCo-authored-by: stephantul <stephantul@gmail.com>",
          "is_bot": false,
          "headline": "feat: allow passing validation set explicitly (#245)",
          "author_name": "JarbasAI",
          "author_login": "JarbasAl",
          "committed_at": "2025-05-22T14:10:23Z",
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          "body": "* feat: update lock\n\n* pin transformers",
          "is_bot": false,
          "headline": "feat: update lock (#246)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
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          "headline": "feat: smaller tokenizers (#243)",
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          "committed_at": "2025-05-21T17:45:32Z",
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          "headline": "fix: remove direct dependency on specific hf utils (#244)",
          "author_name": "Stephan Tulkens",
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          "headline": "fix: add default arg for push_to_hub (#240)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-05-14T12:16:08Z",
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          "is_bot": false,
          "headline": "Fix dates in README.md (#238)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
          "committed_at": "2025-05-08T05:57:18Z",
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          "oid": "aef3c4274c9f23207efb3c8cfab09579746da8f1",
          "body": "The new link is:\r\nhttps://github.com/chonkie-inc/chonkie",
          "is_bot": false,
          "headline": "docs: update chonkie link on tutorial readme (#235)",
          "author_name": "Italo A.",
          "author_login": "iaurg",
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          "headline": "increment version (#232)",
          "author_name": "Stephan Tulkens",
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          "committed_at": "2025-04-30T17:58:48Z",
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          "body": "* docs\n\n* add dim",
          "is_bot": false,
          "headline": "docs: add info about quantization and dimensionality reduction (#231)",
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          "headline": "fix issue with unk in unigram (#227)",
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          "headline": "fix: precision during training (#228)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
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          "is_bot": false,
          "headline": "fix 0 score in evaluate (#226)",
          "author_name": "Stephan Tulkens",
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          "committed_at": "2025-04-28T08:06:54Z",
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          "body": "* fix: issues with unk and pad\n\n* fix tests\n\n* upper case deprecated\n\n* Clearify code\n\n* fix: separate tokenizers",
          "is_bot": false,
          "headline": "fix: issues with unk and pad (#225)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-27T07:21:49Z",
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          "headline": "fix: typing issues, bug in infernece (#224)",
          "author_name": "Stephan Tulkens",
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          "body": null,
          "is_bot": false,
          "headline": "feat: track token provenance (#222)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-25T06:26:58Z",
          "body_truncated": false,
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          "is_bot": false,
          "headline": "feat: faster inference for large vocab (#221)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-24T17:51:49Z",
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        {
          "oid": "79900e709fa8a21453697400d620fd77cb8e53ef",
          "body": "* Added quantization for from_sentence_transformers\n\n* Updates\n\n* feat: remove flag argument (#220)\n\n* feat: remove flag argument\n\n* fix typing\n\n* add future anns\n\n---------\n\nCo-authored-by: Stephan Tulkens <stephantul@gmail.com>",
          "is_bot": false,
          "headline": "feat: Added quantization for from_sentence_transformers (#219)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
          "committed_at": "2025-04-24T17:44:09Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "4c69a6853ab4f80cf05fbe893b89a15dd2afcaf2",
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          "is_bot": false,
          "headline": "feat: add subfolder loading (#218)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-22T11:11:27Z",
          "body_truncated": false,
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          "body": "* feat: add quantization\n\n* add comment",
          "is_bot": false,
          "headline": "feat: add quantization (#217)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-21T16:47:10Z",
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          "body": null,
          "is_bot": false,
          "headline": "feat: add dimensionality during loading (#216)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-21T16:41:14Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "fix: pretokenize tokens before checking vocabulary (#215)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
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          "body": null,
          "is_bot": false,
          "headline": "feat: Added py typed file (#214)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
          "committed_at": "2025-04-21T07:58:19Z",
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          "body": null,
          "is_bot": false,
          "headline": "fix bibtex (#208)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-10T12:24:35Z",
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        {
          "oid": "844c3fa2b5083491deca668670824c104b3e846b",
          "body": "* rewrite backend\n\n* fixes, clean-up\n\n* fix multiword, clean\n\n* add pad token\n\n* fix tests\n\n* Fix backend\n\n* comments/docstring",
          "is_bot": false,
          "headline": "rewrite backend (#207)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-09T14:44:17Z",
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        {
          "oid": "a00aaaba56fd209d429e0af93d90a3ac206b47c6",
          "body": "Add \"chonkie[semantic]\" to the installs and add the new chunking params",
          "is_bot": false,
          "headline": "fix: Updated semantic chunking tutorial",
          "author_name": "Bhavnick Minhas",
          "author_login": "bhavnicksm",
          "committed_at": "2025-03-02T12:56:42Z",
          "body_truncated": false,
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        {
          "oid": "de70624a9d28fc9de21862b0acf0aec808b07cb5",
          "body": "* Bumped version\r\n\r\n* Bumped version\r\n\r\n* Bumped version\r\n\r\n* Fixed merge conflict\r\n\r\n* Updated version\r\n\r\n* Updated version\r\n\r\n* Bumped version\r\n\r\n* Bumped version\r\n\r\n* bumped version\r\n\r\n* Bumped version\r\n\r\n* Bumped version\r\n\r\n* Bump version",
          "is_bot": false,
          "headline": "Bump version (#204)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
          "committed_at": "2025-02-28T07:26:03Z",
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        {
          "oid": "0581046c11af43662e82fee00426f2f0ed663256",
          "body": "* fix: named arguments for from_pretrained\n\n* docs: update README",
          "is_bot": false,
          "headline": "fix: only allows named args in pretrain (#200)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-02-26T18:30:11Z",
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          "oid": "62dcef9e24bdbe05b4631b210c4c99a3247b10b0",
          "body": "* Added discord badge\n\n* Added discord badge",
          "is_bot": false,
          "headline": "docs: Added discord badge (#193)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
          "committed_at": "2025-02-26T18:26:16Z",
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                "details": [
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                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 20/30 approved changesets -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 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": "5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "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": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "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": "16 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:model2vec@0.8.2 runtime dependency closure — what installing the published package pulls in — 21 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:model2vec@0.8.2",
                  "assessed": 21
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 21,
              "unassessed_packages": 0,
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": "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": 21,
              "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": 21
            },
            "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": 63,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "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": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "model2vec/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": "model2vec/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "model2vec/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 22537,
              "source_files_sampled": 43,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (model2vec/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "model2vec/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/43 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 43,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "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? 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": 12,
        "notebook": 3
      },
      "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": "structure",
          "label": "notebook",
          "source": "tree.notebook",
          "weight": 3
        }
      ],
      "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T16:20:36.040248Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MinishLab/model2vec.svg",
  "full_name": "MinishLab/model2vec",
  "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.