Registro público
Informe de salud del softwareesquema 0.11.0 · métricas 1.13.0 · 2026-07-15 11:44 UTC

a-r-j / ProteinWorkshop

Benchmarking framework for protein representation learning. Includes a large number of pre-training and downstream task datasets, models and training/task utilities. (ICLR 2024)

Python · Jupyter NotebookMIT★ 275 estrellas⑂ 22 forksdesde may 2023Ver en GitHub ↗

a-r-j/ProteinWorkshop tiene un índice de salud de 54 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Engineering Quality (84/100) y la más baja, Vitality (25/100). Se actualizó por última vez hace 443 días. 2 personas concentran la mayor parte del trabajo reciente.

54
global / 100
Moderado

Índice de salud del software

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

54
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

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

Titularidad

Arian JamasbCuenta personal
238 seguidores34 repositorios públicosdesde nov 2016University of Cambridge

Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIproteinworkshop0.2.5-7hace 928 díasproteinsdeep-learningdatasetsbenchmarks

Métricas por categoría

Vitalidad

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

25Crítico · 22% del índice global
Cómo se puntúa
0/36Recencia de push — último push hace 443 días
0/36Cadencia de commits — 0/52 semanas con commits
0/18Volumen de commits — 0 commits en el último año
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Datos de entrada utilizados
commits_last_year0
human_commit_share
days_since_last_push443
active_weeks_last_year0
Cómo se puntúa
27/27Publica versiones — 6 versiones publicadas
0/36Recencia de las versiones — última versión hace 928 días
27/27Cadencia de publicación — una versión cada ~24,6 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count6
latest_release_tagv0.2.5
releases_from_tagsno
days_since_latest_release928
mean_days_between_releases24,6
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?

52Moderado · 18% del índice global
Cómo se puntúa
39.5/60Estrellas — 275 estrellas
11/25Forks — 22 forks
3.9/15Observadores — 6 observadores
Datos de entrada utilizados
forks22
stars275
watchers6
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
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sostenibilidad y Gobernanza

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

69Moderado · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
14.9/22.5Distribución de commits — el principal contribuyente firma el 34% de los commits
13.5/13.5Amplitud de contribuyentes — 10 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Datos de entrada utilizados
bus_factor2
contributors_sampled10
top_contributor_share0,339
Cómo se puntúa
36.4/46.8Resolución de issues — 78% de issues cerradas
33.7/38.3Aceptación de PR — 67/76 PR decididos fusionados
12/15OpenSSF Scorecard: Code-Review — Found 9/11 approved changesets -- score normalized to 8
Datos de entrada utilizados
merged_prs67
open_issues6
closed_issues21
issue_closed_ratio0,778
closed_unmerged_prs9
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
17.1/25Alcance del propietario — 238 seguidores de a-r-j
23.2/25Trayectoria — 34 repos públicos, cuenta de ~9 años
Datos de entrada utilizados
followers238
owner_typeUser
is_verified
owner_logina-r-j
public_repos34
account_age_days3520
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
4/35Recencia de publicación — última publicación hace 928 días
20/20Historial de versiones — 7 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesproteinworkshop
ecosystemspypi
any_deprecatedno
min_days_since_publish928

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

84Bueno · 20% 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
0/20OpenSSF Scorecard: CI-Tests — 0 out of 11 merged PRs checked by a CI test -- score normalized to 0
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://proteins.sh/
10/10Descripción del repositorio
10/10Topics — 8 topics
10/10Wiki
Datos de entrada utilizados
topicsbenchmark, dataset, deep-learning, lightning, pretraining, protein, protein-structure, pytorch
has_wiki
homepagehttps://proteins.sh/
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?

39En riesgo · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 11 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6/7.5Code-Review — Found 9/11 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 161 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3,9
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.

Preparación para IA

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

44En riesgo · 0% 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)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
18/18Arranque con un solo comando — docs/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — sin datos
0/8Mantenimiento automatizado — sin datos
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfilespoetry.lock
has_dockerfileno
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes, Mantenimiento automatizado. Los pesos restantes se han renormalizado.
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/130 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes42.094
source_files_sampled130
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

275estrellas de GitHub
10contribuidores
0commits en los últimos 12 meses
443días desde el último push
6versiones publicadas
2factor bus
6issues abiertas
PyPIecosistemas de paquetes

Más detalle

OpenSSF Scorecard 3.9 / 10
3.9agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-15 11:44 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 11 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 9/11 approved changesets -- score normalized to 8
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities161 existing vulnerabilities detected
Dependencias directas 32
RegistroPaqueteRestricción de versiónManifiesto
PyPIgraphein^1.7.5pyproject.toml
PyPIloguru^0.7.0pyproject.toml
PyPIfair-esm^2.0.0pyproject.toml
PyPIhydra-core^1.3.2pyproject.toml
PyPIbiotite^0.37.0pyproject.toml
PyPIe3nn^0.5.1pyproject.toml
PyPIeinops^0.6.1pyproject.toml
PyPIbeartype^0.15.0pyproject.toml
PyPIrich^13.5.2pyproject.toml
PyPIpytdc^0.4.1pyproject.toml
PyPIwandb^0.15.8pyproject.toml
PyPItorchmetrics^1.2.0pyproject.toml
PyPIlovely-tensors^0.1.15pyproject.toml
PyPIpsutil^5.9.5pyproject.toml
PyPItqdm^4.66.1pyproject.toml
PyPIjaxtyping^0.2.24pyproject.toml
PyPIomegaconf^2.3.0pyproject.toml
PyPIpytorch-lightning^2.0.7pyproject.toml
PyPIlightning^2.0.7pyproject.toml
PyPIpython-dotenv^1.0.0pyproject.toml
PyPIwget^3.2pyproject.toml
PyPIopt-einsum^3.3.0pyproject.toml
PyPItorch^2.1.2pyproject.toml
PyPIpyrootutils^1.0.4pyproject.toml
PyPItorch-geometric^2.4.0pyproject.toml
PyPIhydra-colorlog^1.2.0pyproject.toml
PyPIfoldcomp^0.0.5pyproject.toml
PyPIcaptum^0.6.0pyproject.toml
PyPIumap-learn^0.5.4pyproject.toml
PyPImatplotlib^3.7.2pyproject.toml
PyPIdatashader^0.16.0pyproject.toml
PyPIholoviews^1.18.0pyproject.toml
Todas las dependencias 240

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 31 paquetes directos y 209 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIbeartype0.15.0directa
PyPIbiotite0.37.0directa
PyPIcaptum0.6.0directa
PyPIdatashader0.16.0directa
PyPIe3nn0.5.1directa
PyPIeinops0.6.1directa
PyPIfair-esm2.0.0directa
PyPIfoldcomp0.0.5directa
PyPIgraphein1.7.6directa
PyPIholoviews1.18.3directa
PyPIhydra-colorlog1.2.0directa
PyPIhydra-core1.3.2directa
PyPIjaxtyping0.2.28directa
PyPIlightning2.2.1directa
PyPIloguru0.7.2directa
PyPIlovely-tensors0.1.15directa
PyPImatplotlib3.8.3directa
PyPIomegaconf2.3.0directa
PyPIopt-einsum3.3.0directa
PyPIpsutil5.9.8directa
PyPIpyrootutils1.0.4directa
PyPIpytdc0.4.1directa
PyPIpython-dotenv1.0.1directa
PyPIpytorch-lightning2.2.1directa
PyPIrich13.7.1directa
PyPItorch-geometric2.5.2directa
PyPItorchmetrics1.3.2directa
PyPItqdm4.66.2directa
PyPIumap-learn0.5.5directa
PyPIwandb0.15.12directa
PyPIwget3.2directa
PyPIaiohttp3.9.3indirecta
PyPIaiosignal1.3.1indirecta
PyPIalabaster0.7.16indirecta
PyPIantlr4-python3-runtime4.9.3indirecta
PyPIanyio4.3.0indirecta
PyPIappdirs1.4.4indirecta
PyPIasttokens2.4.1indirecta
PyPIasync-timeout4.0.3indirecta
PyPIattrs23.2.0indirecta
PyPIbabel2.14.0indirecta
PyPIbeautifulsoup44.12.3indirecta
PyPIbiopandas0.5.1.dev0indirecta
PyPIbiopython1.83indirecta
PyPIbioservices1.11.2indirecta
PyPIblack23.12.1indirecta
PyPIbleach6.1.0indirecta
PyPIbokeh3.3.4indirecta
PyPIcattrs23.2.3indirecta
PyPIcertifi2024.2.2indirecta
PyPIcffi1.16.0indirecta
PyPIcfgv3.4.0indirecta
PyPIcharset-normalizer3.3.2indirecta
PyPIclick8.1.7indirecta
PyPIcloudpickle3.0.0indirecta
PyPIcolorama0.4.6indirecta
PyPIcolorcet3.1.0indirecta
PyPIcolorlog6.8.2indirecta
PyPIcontourpy1.2.0indirecta
PyPIcycler0.12.1indirecta
PyPIdask2024.3.1indirecta
PyPIdataclasses0.6indirecta
PyPIdecorator5.1.1indirecta
PyPIdeepdiff6.7.1indirecta
PyPIdefusedxml0.7.1indirecta
PyPIdistlib0.3.8indirecta
PyPIdocker-pycreds0.4.0indirecta
PyPIdocutils0.20.1indirecta
PyPIeasydev0.13.1indirecta
PyPIemoji2.11.0indirecta
PyPIentrypoints0.4indirecta
PyPIexceptiongroup1.2.0indirecta
PyPIexecuting2.0.1indirecta
PyPIfastcore1.5.29indirecta
PyPIfastjsonschema2.19.1indirecta
PyPIfilelock3.13.3indirecta
PyPIfonttools4.50.0indirecta
PyPIfrozenlist1.4.1indirecta
PyPIfsspec2024.3.1indirecta
PyPIfuro2023.9.10indirecta
PyPIfuzzywuzzy0.18.0indirecta
PyPIgevent24.2.1indirecta
PyPIgitdb4.0.11indirecta
PyPIgitpython3.1.42indirecta
PyPIgreenlet3.0.3indirecta
PyPIgrequests0.7.0indirecta
PyPIh110.14.0indirecta
PyPIhttpcore1.0.4indirecta
PyPIhttpx0.27.0indirecta
PyPIhuggingface-hub0.22.1indirecta
PyPIidentify2.5.35indirecta
PyPIidna3.6indirecta
PyPIimagesize1.4.1indirecta
PyPIimportlib-metadata7.1.0indirecta
PyPIimportlib-resources6.4.0indirecta
PyPIiniconfig2.0.0indirecta
PyPIipython8.18.1indirecta
PyPIisort5.13.2indirecta
PyPIjedi0.19.1indirecta
PyPIjinja23.1.3indirecta
PyPIjoblib1.3.2indirecta
PyPIjsonschema4.21.1indirecta
PyPIjsonschema-specifications2023.12.1indirecta
PyPIjupyter-client8.6.1indirecta
PyPIjupyter-core5.7.2indirecta
PyPIjupyterlab-pygments0.3.0indirecta
PyPIkiwisolver1.4.5indirecta
PyPIlightning-utilities0.11.1indirecta
PyPIline-profiler4.1.2indirecta
PyPIlinkify-it-py2.0.3indirecta
PyPIllvmlite0.42.0indirecta
PyPIlocket1.0.0indirecta
PyPIlooseversion1.1.2indirecta
PyPIlovely-numpy0.2.11indirecta
PyPIlxml5.1.0indirecta
PyPIm2r20.3.3.post2indirecta
PyPImarkdown3.6indirecta
PyPImarkdown-it-py3.0.0indirecta
PyPImarkupsafe2.1.5indirecta
PyPImatplotlib-inline0.1.6indirecta
PyPImdit-py-plugins0.4.0indirecta
PyPImdurl0.1.2indirecta
PyPImistune0.8.4indirecta
PyPImmtf-python1.1.3indirecta
PyPImpmath1.3.0indirecta
PyPImsgpack1.0.8indirecta
PyPImultidict6.0.5indirecta
PyPImultipledispatch1.0.0indirecta
PyPImypy-extensions1.0.0indirecta
PyPInbclient0.10.0indirecta
PyPInbconvert6.5.4indirecta
PyPInbformat5.10.3indirecta
PyPInbsphinx0.9.3indirecta
PyPInbsphinx-link1.3.0indirecta
PyPInbstripout0.6.2indirecta
PyPInetworkx3.2.1indirecta
PyPInodeenv1.8.0indirecta
PyPInumba0.59.1indirecta
PyPInumpy1.23.5indirecta
PyPIopt-einsum-fx0.1.4indirecta
PyPIordered-set4.1.0indirecta
PyPIpackaging24.0indirecta
PyPIpandas1.5.3indirecta
PyPIpandoc2.3indirecta
PyPIpandocfilters1.5.1indirecta
PyPIpanel1.3.8indirecta
PyPIparam2.1.0indirecta
PyPIparso0.8.3indirecta
PyPIpartd1.4.1indirecta
PyPIpastel0.2.1indirecta
PyPIpathspec0.12.1indirecta
PyPIpathtools0.1.2indirecta
PyPIpexpect4.9.0indirecta
PyPIpillow10.2.0indirecta
PyPIpip24.0indirecta
PyPIplatformdirs4.2.0indirecta
PyPIplotly5.20.0indirecta
PyPIpluggy1.4.0indirecta
PyPIplumbum1.8.2indirecta
PyPIply3.11indirecta
PyPIpoethepoet0.22.1indirecta
PyPIpre-commit3.7.0indirecta
PyPIprompt-toolkit3.0.43indirecta
PyPIprotobuf4.25.3indirecta
PyPIptyprocess0.7.0indirecta
PyPIpure-eval0.2.2indirecta
PyPIpycparser2.21indirecta
PyPIpyct0.5.0indirecta
PyPIpydantic1.10.14indirecta
PyPIpydocstyle6.3.0indirecta
PyPIpygments2.17.2indirecta
PyPIpynndescent0.5.11indirecta
PyPIpyparsing3.1.2indirecta
PyPIpytest8.1.1indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpytz2024.1indirecta
PyPIpyviz-comms3.0.2indirecta
PyPIpywin32306indirecta
PyPIpyyaml6.0.1indirecta
PyPIpyzmq25.1.2indirecta
PyPIrdkit-pypi2022.9.5indirecta
PyPIreferencing0.34.0indirecta
PyPIrequests2.31.0indirecta
PyPIrequests-cache1.2.0indirecta
PyPIrich-click1.7.4indirecta
PyPIrpds-py0.18.0indirecta
PyPIruff0.1.15indirecta
PyPIscikit-learn1.4.1.post1indirecta
PyPIscipy1.12.0indirecta
PyPIseaborn0.13.2indirecta
PyPIsentry-sdk1.43.0indirecta
PyPIsetproctitle1.3.3indirecta
PyPIsetuptools69.2.0indirecta
PyPIsix1.16.0indirecta
PyPIsmmap5.0.1indirecta
PyPIsniffio1.3.1indirecta
PyPIsnowballstemmer2.2.0indirecta
PyPIsoupsieve2.5indirecta
PyPIsphinx7.2.6indirecta
PyPIsphinx-basic-ng1.0.0b2indirecta
PyPIsphinx-codeautolink0.15.0indirecta
PyPIsphinx-copybutton0.5.2indirecta
PyPIsphinx-inline-tabs2023.4.21indirecta
PyPIsphinxcontrib-applehelp1.0.8indirecta
PyPIsphinxcontrib-devhelp1.0.6indirecta
PyPIsphinxcontrib-gtagjs0.2.1indirecta
PyPIsphinxcontrib-htmlhelp2.0.5indirecta
PyPIsphinxcontrib-jquery4.1indirecta
PyPIsphinxcontrib-jsmath1.0.1indirecta
PyPIsphinxcontrib-qthelp1.0.7indirecta
PyPIsphinxcontrib-serializinghtml1.1.10indirecta
PyPIsphinxext-opengraph0.8.2indirecta
PyPIstack-data0.6.3indirecta
PyPIsuds-community1.1.2indirecta
PyPIsympy1.12indirecta
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            "name": "zope-interface",
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          "avatar_url": "https://avatars.githubusercontent.com/u/6872117?u=ae4615771512e6cad095173d7ed8ff3bb7700abd&v=4"
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          "avatar_url": "https://avatars.githubusercontent.com/u/42680708?u=8a0543fb162bdf48552d57d234d1c6e643a6a553&v=4"
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          "login": "smathis-absci",
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          "avatar_url": "https://avatars.githubusercontent.com/u/146030267?v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "User",
          "login": "gokceuludogan",
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      "top_contributor_share": 0.339
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        "code-tests.yaml"
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      "linter_configs": [],
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      "has_linter_config": true,
      "has_precommit_config": true
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      "scorecard": {
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            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
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            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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          {
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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  "source": {
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      "components": []
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    "categories": [
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            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "points": 22.5,
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                "key": "license",
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                "points": 22.5,
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                "details": [
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                "points": 0,
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                "key": "commit_distribution",
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                "status": "partial",
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                "key": "contributor_breadth",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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            "notes": [],
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 9/11 approved changesets -- score normalized to 8",
                "points": 12,
                "status": "partial",
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              {
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            "value": 63,
            "inputs": {
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            "components": [
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                "key": "ownership_backing",
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                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
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                    "code": "owner_personal",
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                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "238 followers of a-r-j",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 238,
                      "login": "a-r-j"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "34 public repos, account ~9 yr old",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 34
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "moderate",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "packages": [
                "proteinworkshop"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 928
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 928 days ago",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 928
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "7 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 84,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 11 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "benchmark",
                "dataset",
                "deep-learning",
                "lightning",
                "pretraining",
                "protein",
                "protein-structure",
                "pytorch"
              ],
              "has_wiki": true,
              "homepage": "https://proteins.sh/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://proteins.sh/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 39,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 11 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 9/11 approved changesets -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool 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": "161 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 9
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 74,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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 data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 42094,
              "source_files_sampled": 130,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/130 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 130,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-15T11:44:55.281007Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/a-r-j/ProteinWorkshop.svg",
  "full_name": "a-r-j/ProteinWorkshop",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.11.0 — metodología completa · wiki de métricas.

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