Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-27 08:20 UTC

beetbox / confuse

painless YAML config files for Python

PythonMIT★ 424 estrellas⑂ 55 forksdesde feb 2012Ver en GitHub ↗

beetbox/confuse tiene un índice de salud de 68 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Engineering Quality (81/100) y la más baja, AI Readiness (47/100). Se actualizó por última vez hace 7 días. Una sola persona concentra la mayor parte del trabajo reciente.

68
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.

68
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

beetboxOrganización
143 seguidores8 repositorios públicosdesde nov 2015

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
PyPIconfuse2.2.11.557.83417hace 7 días

Métricas por categoría

Vitalidad

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

73Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 7 días
7.6/36Cadencia de commits — 11/52 semanas con commits
16.6/18Volumen de commits — 69 commits en el último año
6/10OpenSSF Scorecard: Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
Datos de entrada utilizados
commits_last_year69
human_commit_share1
days_since_last_push7
active_weeks_last_year11
Cómo se puntúa
27/27Publica versiones — 3 versiones publicadas
36/36Recencia de las versiones — última versión hace 7 días
12.6/27Cadencia de publicación — una versión cada ~132,6 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count3
latest_release_tagv2.2.1
releases_from_tagsno
days_since_latest_release7
mean_days_between_releases132,6
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?

68Moderado · 18% del índice global
Cómo se puntúa
42.6/60Estrellas — 424 estrellas
14.4/25Forks — 55 forks
6.2/15Observadores — 14 observadores
Datos de entrada utilizados
forks55
stars424
watchers14
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
Cómo se puntúa
80/80Descargas mensuales — 1.557.834 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesconfuse
dependents
ecosystemspypi
total_downloads
monthly_downloads1.557.834
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

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

64Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
9.8/22.5Distribución de commits — el principal contribuyente firma el 56% de los commits
13.5/13.5Amplitud de contribuyentes — 30 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled30
top_contributor_share0,564
Cómo se puntúa
25.5/46.8Resolución de issues — 55% de issues cerradas
33/38.3Aceptación de PR — 75/87 PR decididos fusionados
4.5/15OpenSSF Scorecard: Code-Review — Found 3/8 approved changesets -- score normalized to 3
Datos de entrada utilizados
merged_prs75
open_issues46
closed_issues55
issue_closed_ratio0,545
closed_unmerged_prs12
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
15.5/25Alcance del propietario — 143 seguidores de beetbox
18.9/25Trayectoria — 8 repos públicos, cuenta de ~10 años
Datos de entrada utilizados
followers143
owner_typeOrganization
is_verified
owner_loginbeetbox
public_repos8
account_age_days3903
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 7 días
20/20Historial de versiones — 17 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesconfuse
ecosystemspypi
any_deprecatedno
min_days_since_publish7

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

81Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 4 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://pypi.org/project/confuse/
10/10Descripción del repositorio
10/10Topics — 3 topics
10/10Wiki
Datos de entrada utilizados
topicsconfiguration, python, yaml
has_wiki
homepagehttps://pypi.org/project/confuse/
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?

50Moderado · 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
2.5/2.5CI-Tests — 4 out of 4 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
2.2/7.5Code-Review — Found 3/8 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 11 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
4.5/7.5Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0.8/7.5Vulnerabilities — 9 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3,8
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
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_packages1
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:confuse@2.2.1 —lo que arrastra la instalación del paquete publicado—: 1 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? 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.

47En 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)
14.9/40Historial de commits legible — 28 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,28
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — docs/Makefile
22/22Pruebas automatizadas
0/11Configuración de lint / formato
11/11Verificación estática de tipos — confuse/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
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_configno
typecheck_configsconfuse/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 (confuse/py.typed)
55/55Tamaños de archivo manejables — 0/20 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes31.005
source_files_sampled20
oversized_source_files0
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — example
Datos de entrada utilizados
example_dirsexample
has_mcp_signalno
api_schema_files

Datos clave

424estrellas de GitHub
30contribuidores
69commits en los últimos 12 meses
7días desde el último push
3versiones publicadas
1factor bus
46issues 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 ★ / 55 ⇿
0Estrellas
55Forks
2Versiones

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.

01020304050605522013-072019-122026-06
Mayor 0Menor 2Parche 0

Cada punto abarca 12 días.

OpenSSF Scorecard 3.8 / 10
3.8agregado

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 · 2026-07-27 08:19 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests4 out of 4 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 3/8 approved changesets -- score normalized to 3
10Contributorsproject has 11 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
6Maintained8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
1Vulnerabilities9 existing vulnerabilities detected
Dependencias directas 2
RegistroPaqueteRestricción de versiónManifiesto
PyPIpyyamlpyproject.toml
PyPItyping_extensions>= 4.4pyproject.toml
Todas las dependencias 54

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 2 paquetes directos y 52 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIpyyaml6.0.3directa
PyPItyping-extensions4.15.0directa
PyPIalabaster1.0.0indirecta
PyPIbabel2.17.0indirecta
PyPIblack26.1.0indirecta
PyPIcertifi2026.1.4indirecta
PyPIcharset-normalizer3.4.4indirecta
PyPIclick8.3.1indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.13.2indirecta
PyPIdocstrfmt2.0.1indirecta
PyPIdocutils0.21.2indirecta
PyPIdocutils-stubs0.0.22indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIidna3.11indirecta
PyPIimagesize1.4.1indirecta
PyPIiniconfig2.3.0indirecta
PyPIjinja23.1.6indirecta
PyPIlibcst1.8.6indirecta
PyPIlibrt0.7.8indirecta
PyPImarkupsafe3.0.3indirecta
PyPImypy1.19.1indirecta
PyPImypy-extensions1.1.0indirecta
PyPIpackaging26.0indirecta
PyPIpathspec1.0.4indirecta
PyPIplatformdirs4.5.1indirecta
PyPIpluggy1.6.0indirecta
PyPIpolib1.2.0indirecta
PyPIpygments2.19.2indirecta
PyPIpytest9.0.2indirecta
PyPIpytest-cov7.0.0indirecta
PyPIpytokens0.4.0indirecta
PyPIpyyaml-ft8.0.0indirecta
PyPIregex2026.1.15indirecta
PyPIrequests2.32.5indirecta
PyPIroman5.2indirecta
PyPIroman-numerals4.1.0indirecta
PyPIruff0.14.14indirecta
PyPIsnowballstemmer3.0.1indirecta
PyPIsphinx8.1.3indirecta
PyPIsphinx-lint1.0.2indirecta
PyPIsphinx-rtd-theme3.1.0indirecta
PyPIsphinxcontrib-applehelp2.0.0indirecta
PyPIsphinxcontrib-devhelp2.0.0indirecta
PyPIsphinxcontrib-htmlhelp2.1.0indirecta
PyPIsphinxcontrib-jquery4.1indirecta
PyPIsphinxcontrib-jsmath1.0.1indirecta
PyPIsphinxcontrib-qthelp2.0.0indirecta
PyPIsphinxcontrib-serializinghtml2.0.0indirecta
PyPItabulate0.9.0indirecta
PyPItomli2.4.0indirecta
PyPItypes-docutils0.22.3.20251115indirecta
PyPItypes-pyyaml6.0.12.20250915indirecta
PyPIurllib32.6.3indirecta
Avisos de dependencias 0

Instalar pypi:confuse@2.2.1 arrastra 1 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
{
  "data": {
    "repo": {
      "topics": [
        "configuration",
        "python",
        "yaml"
      ],
      "is_fork": false,
      "size_kb": 587,
      "has_wiki": true,
      "homepage": "https://pypi.org/project/confuse/",
      "languages": {
        "Python": 158855
      },
      "pushed_at": "2026-07-19T14:55:38Z",
      "created_at": "2012-02-02T03:16:05Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-19T14:55:46Z",
      "description": "painless YAML config files for Python",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "http://beets.io",
      "name": "beetbox",
      "type": "Organization",
      "login": "beetbox",
      "company": null,
      "location": null,
      "followers": 143,
      "avatar_url": "https://avatars.githubusercontent.com/u/15920313?v=4",
      "created_at": "2015-11-19T06:16:04Z",
      "is_verified": null,
      "public_repos": 8,
      "account_age_days": 3903
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v2.2.1",
          "kind": "patch",
          "published_at": "2026-07-19T14:58:08Z"
        },
        {
          "tag": "v2.2.0",
          "kind": "minor",
          "published_at": "2026-01-28T10:41:22Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2025-10-27T10:23:13Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "99d55efbd30d04701ea896041b2edb80f3838eb4",
          "body": null,
          "is_bot": false,
          "headline": "Increment version to 2.2.1",
          "author_name": "snejus",
          "author_login": "snejus",
          "committed_at": "2026-07-19T14:55:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "937f8996e32f303f22e578b50a429b7ea72d94cc",
          "body": null,
          "is_bot": false,
          "headline": "Fix changelog before release",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-07-19T14:54:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4b1500fec0c1f5860711d3e186e127e2a8e5ad0",
          "body": "I was adding types to beetsplug/fetchart.py and found that this\n\n```py\n@cached_property\ndef fallback(self) -> Path | None:\n    return self.config[\"fallback\"].get(\n        confuse.Optional(confuse.templates.Path())\n    )\n```\n\nfails with\n\n```\nbeetsplug/fetchart.py:1370: error: Incompatible return value type (got \"PurePath | None\", expected \"Path | None\")  [return-value]\n```",
          "is_bot": false,
          "headline": "Resolve optional Path correctly (#197)",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-07-19T14:52:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e24ce6eb7a6d7cb59237b946b509d4c38ee1f4e7",
          "body": null,
          "is_bot": false,
          "headline": "Fix confuse.Path",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-07-18T17:50:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c1cde4e27cc56bb177c3796f43b320676c83553",
          "body": "I was adding types to beetsplug/fetchart.py and found that this\n\n  @cached_property\n  def fallback(self) -> Path | None:\n      return self.config[\"fallback\"].get(\n          confuse.Optional(confuse.templates.Path())\n      )\n\nfails with\n\n  beetsplug/fetchart.py:1370: error: Incompatible return value type (got \"PurePath | None\", expected \"Path | None\")  [return-value]",
          "is_bot": false,
          "headline": "Fix incompatibility with pathlib.Path",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-07-18T17:50:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5fea14410d8dfd2e11685528a7fe4e5c96c1865",
          "body": "On newer Python releases, the typing module has all we need.\n\nFixes: #189",
          "is_bot": false,
          "headline": "Require typing_extensions on Python < 3.13 (#193)",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2026-05-20T18:45:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e07604200fc6a32b0402741795520e0f6a2cea31",
          "body": null,
          "is_bot": false,
          "headline": "Reformatted docs",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2026-05-20T18:40:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f93c1ede275922fa5e49abbd8b1c7f5eee8b5bc",
          "body": "On newer Python releases, the typing module has all we need.\n\nFixes: #189",
          "is_bot": false,
          "headline": "Require typing_extensions on Python < 3.13",
          "author_name": "Stefano Rivera",
          "author_login": "stefanor",
          "committed_at": "2026-05-14T22:00:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc1e7514d8194fd658277295f39ec89f848048ee",
          "body": null,
          "is_bot": false,
          "headline": "Increment version to 2.2.0",
          "author_name": "snejus",
          "author_login": "snejus",
          "committed_at": "2026-01-28T10:39:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d2a450756ecf21261a532cc457b406234a7230e2",
          "body": null,
          "is_bot": false,
          "headline": "Fix PYTHON_VERSION env var in make_release.yaml",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-28T10:38:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0218ca2b35b753843c4be2981b977977bb43df99",
          "body": "This PR adds types to the library and includes `py.typed` so that `mypy`\ndiscovers them in packages that depend on `confuse`.\n\nI have tested this against `beets`: it makes complicated templates, such\nas `MappingTemplate`, `OneOf` and `Choices` transparent, for example:\n\n```py\nColorName = Literal[\n  \n[…]\nRecommendation.low,\n                    \"none\": Recommendation.none,\n                }\n            )\n            reveal_type(max_rec)  # mypy: Revealed type is \"beets.autotag.match.Recommendation\"\n```",
          "is_bot": false,
          "headline": "Add strict types to the entire library (#187)",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-28T10:19:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4256bc5b0395c8663ca8230e4489c8fc99f83081",
          "body": null,
          "is_bot": false,
          "headline": "Update dependencies",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-28T10:03:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2cfe1c6daa8b9cae04d9b037ff197720ad052c37",
          "body": null,
          "is_bot": false,
          "headline": "Add changelog note",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-28T10:03:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afd7d98a4de9d95609fbf6cb036e1ebb2d607941",
          "body": null,
          "is_bot": false,
          "headline": "Fix types in examples",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T20:44:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc0573046db83b528d5d2a87d398ef05899d1fc5",
          "body": null,
          "is_bot": false,
          "headline": "Fix types in test directory",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T20:44:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b935200daf96451a7a5263a78cfe240800cf77ef",
          "body": null,
          "is_bot": false,
          "headline": "templates: use covariant type var",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T20:44:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "445b9a6414df576933e2f6556407ee04175d62d9",
          "body": null,
          "is_bot": false,
          "headline": "core: fix config key type",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T20:42:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cfc0b8c35cff40c7bad434291d6ddbf9b9f2005d",
          "body": null,
          "is_bot": false,
          "headline": "Add py.typed",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T20:42:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e1f56bfea06a9b069dee91bc22fbb3669556cc8",
          "body": null,
          "is_bot": false,
          "headline": "Finish typing confuse.core",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T20:42:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0793e9f1966d5a3ad66aa92f46a2179f1e27d9e7",
          "body": null,
          "is_bot": false,
          "headline": "Type confuse.templates",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T20:41:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6d30a28ec1a7efb5d686c5c7e3869d611c7be35",
          "body": null,
          "is_bot": false,
          "headline": "Type confuse.exceptions",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T19:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9077a2db8c4eec8dce4dcf4d03b15e21b88e75b8",
          "body": null,
          "is_bot": false,
          "headline": "Type confuse.sources",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T19:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22dae36f92c1e7fa13501559c6bd0d55c3b5d004",
          "body": null,
          "is_bot": false,
          "headline": "Type confuse.yaml_util",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T19:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4413d4c9028936a1f46b8d1165abab52a922374d",
          "body": null,
          "is_bot": false,
          "headline": "Type confuse.util",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T19:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbc154bc1b2673d4026a6a58402d35a6616fbc07",
          "body": null,
          "is_bot": false,
          "headline": "Configure mypy with strict settings",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-27T19:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "353b491ad127ab2fd774f0f25a50271e4261568a",
          "body": "…s on Windows (#186)\n\n* Configure linting and lint the codebase\n* Drop support for Python 3.9\n* Enable tests on Windows.",
          "is_bot": false,
          "headline": "Configure linting and lint the codebase, drop Python 3.9, enable test…",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-05T13:20:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6cfcba971b168d6375b671cc6d61f6ed70051e23",
          "body": null,
          "is_bot": false,
          "headline": "Upgrade GitHub actions",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-05T13:18:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e77eb97185bcda273e77cf894040832257f1ef38",
          "body": null,
          "is_bot": false,
          "headline": "Add some earlier clean-up commits to .git-blame-ignore-revs",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-05T11:34:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c19683439dbb1d6a32676525df2b7f0b2fd1154f",
          "body": null,
          "is_bot": false,
          "headline": "Add git blame ignore revs",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-05T11:34:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8d8b3d05d1952f024103020b287454c0c35204a",
          "body": null,
          "is_bot": false,
          "headline": "Configure pytest",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-05T11:34:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b86ec28c607941e32fc4fe68bbcb9bd7051107d6",
          "body": null,
          "is_bot": false,
          "headline": "Enable coverage",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-05T03:19:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89691e0917a21b37d3550cb73ebd8489ac05ccd8",
          "body": null,
          "is_bot": false,
          "headline": "Try removing --only=lint",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6975363f373b7064827d02331c9f2e178fb70059",
          "body": null,
          "is_bot": false,
          "headline": "Drop support for Python 3.9, re-enable docstrfmt",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cdb4c79290de4cb725457bc35523b4d9fc487806",
          "body": null,
          "is_bot": false,
          "headline": "Enable tests on windows",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afd36c617068526139cb93aa298c530977e4a934",
          "body": null,
          "is_bot": false,
          "headline": "Fix python-version ci config",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8aa6d237ac6479971ffe38608b2526ef0abe55f4",
          "body": null,
          "is_bot": false,
          "headline": "Update URLs in the docs",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "424a17ceeccf93d92cb2e6b4062907af858854b1",
          "body": null,
          "is_bot": false,
          "headline": "Format docs",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9577d23ca42033ad475fb8c1a6c7a6f5f213b2f",
          "body": null,
          "is_bot": false,
          "headline": "Configure mypy",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23bcec4bcabe3f1718b90e89d85cfa53d36a4445",
          "body": null,
          "is_bot": false,
          "headline": "Fix linting issues",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2026-01-03T17:47:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bb508ef08a0acfd0c8f8b6f8b48a240d2309740",
          "body": null,
          "is_bot": false,
          "headline": "Reformat the codebase",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-12-29T11:32:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d4fcbaeb85584dc2f8c3ec7042e1a9d6d215e6a",
          "body": null,
          "is_bot": false,
          "headline": "Configure linting",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-12-29T11:32:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb41d33d0fa9d4c9d12f71d6df447a6cb402b158",
          "body": "Adds a workflow that automatically reminds contributors to update the\nchangelog by commenting on pull requests that lack changelog entries.",
          "is_bot": false,
          "headline": "Added changelog reminder (#184)",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-12-19T03:06:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04e0a0cb43d68444d408dccbb8c30c0a075c1b6d",
          "body": "creation slightly.",
          "is_bot": false,
          "headline": "Added changelog reminder and enhanced dev docs on release",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-11-17T09:07:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bf77e15842ebd79d4e94b27d897ec214eeabe07",
          "body": "Include tests and docs in build distribution.",
          "is_bot": false,
          "headline": "Include docs and test folders in sdist (#182)",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-11-17T09:00:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc1d635313e358f997c1a4ea85ddfb61ede1801f",
          "body": null,
          "is_bot": false,
          "headline": "Include docs and test folders in sdist",
          "author_name": "Jack Wilsdon",
          "author_login": "jackwilsdon",
          "committed_at": "2025-10-28T09:35:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac32af90cafee5e81ae70db7e0ae889e25c83932",
          "body": "Proof it works:\n\n```py\n>>> from docs import conf\n\n>>> conf.version\n'2.1'\n\n>>> conf.release\n'2.1.0'\n```",
          "is_bot": false,
          "headline": "Fix docs dependencies spec, resolve docs version automatically (#180)",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T11:25:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9493671c88c836796c5fd28136e6a6526d11eca2",
          "body": null,
          "is_bot": false,
          "headline": "Resolve docs version/release automatically",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T11:18:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb0ef542517dc12fd74e505a9d7b2ab1ac3adaaa",
          "body": null,
          "is_bot": false,
          "headline": "Reformat docs/conf.py",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T11:06:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28e9f5e2a128ca2dd981a68e159f690ab072b9de",
          "body": null,
          "is_bot": false,
          "headline": "Move docs dependencies to docs extra",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T11:05:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "361e5a8abc8996ba2dc54975f434d22c6325042e",
          "body": null,
          "is_bot": false,
          "headline": "Increment version to 2.1.0",
          "author_name": "semohr",
          "author_login": "semohr",
          "committed_at": "2025-10-27T10:21:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64a88e0f1ad9ff122a4f01e41297e9ab5ef8ac67",
          "body": null,
          "is_bot": false,
          "headline": "Revert version to current 2.0.1 allow the release action to run...",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-10-27T10:19:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c3716a27f75a557d8ece25bdf0510cbd9281d6c",
          "body": "Updated the build badge link in README.rst.",
          "is_bot": false,
          "headline": "Change build badge link to main.yml",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-10-27T10:05:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4f04354d92de9e8ed6d2bd09965475314062257",
          "body": "…nfig (#179)\n\nI was about to submit the release when I noticed that `keywords` in\n`pyproject.toml` do not include Python 3.13 or 3.14, and that the\npackage isn't tested with those pythons.\n\nI also noticed I forgot to adjust `.readthedocs.yaml` and developer docs\nwith release instructions. While I'm here I updated the docs dev setup\nto be similar to what we're used to.",
          "is_bot": false,
          "headline": "Explicitly support Python 3.13, 3.14 and synchronise docs and docs co…",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T09:04:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b1d3485a12850b1ec7c3f0e2a4a8e74ef9fe9b6",
          "body": null,
          "is_bot": false,
          "headline": "Make sure docs are deployed fine",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T01:02:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76fdc747b2a993b151912a58e5c2f76e0b589597",
          "body": null,
          "is_bot": false,
          "headline": "Add configuration for working with docs",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T01:01:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53d74ed0b3ef434bdeb84fe88da6c1766521d1e2",
          "body": null,
          "is_bot": false,
          "headline": "fixup! Use dev dependency group for test deps",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T00:59:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2730975478b41bde10f141da0e42f03341ae8e47",
          "body": null,
          "is_bot": false,
          "headline": "Update release docs",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T00:56:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05689c294c21d6723478a501a8f58ade3460bc58",
          "body": null,
          "is_bot": false,
          "headline": "Use dev dependency group for test deps",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T00:56:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "373a6a9a3dd59fac4e4887f8188f6404966980d7",
          "body": null,
          "is_bot": false,
          "headline": "Add support for Python 3.13 and 3.14",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-27T00:18:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f18442a103abefb1a17f38c51ad673b23682eac5",
          "body": "Modernize the package setup following what we've got in `beets` - just a\nmuch simpler version.\n\nThis is essentially a copy paste from\nhttps://github.com/beetbox/audioread.",
          "is_bot": false,
          "headline": "Modernize package setup (#178)",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-26T22:27:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fc9b74cf8599017143c8fbf515161b76016c884",
          "body": "See the exception below\n\nTraceback (most recent call last):\n  File \"/media/poetry/virtualenvs/beets-yAypcYUQ-py3.9/bin/beet\", line 3, in <module>\n    from beets.ui import main\n  File \"/home/sarunas/repo/beets/beets/__init__.py\", line 39, in <module>\n    class IncludeLazyConfig(confuse.LazyConfig):\nAttributeError: module 'confuse' has no attribute 'LazyConfig'",
          "is_bot": false,
          "headline": "Fix absence of LazyConfig",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-26T15:13:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da3b251f9e02311ac675b8dfde0c366e49beb5ac",
          "body": null,
          "is_bot": false,
          "headline": "Update workflows",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-26T14:48:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d5ca13816379165bb397d0b626b5847c4d49edc",
          "body": null,
          "is_bot": false,
          "headline": "Update test setup",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-26T14:30:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b182985d091b31127d0492ff4e66a7354197843",
          "body": null,
          "is_bot": false,
          "headline": "Add poetry",
          "author_name": "Šarūnas Nejus",
          "author_login": "snejus",
          "committed_at": "2025-10-26T14:29:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b84d359f21e694aa873f0871fbd0669bd8dee3fa",
          "body": "Updated the build badge link to the new GitHub Actions URL.",
          "is_bot": false,
          "headline": "Fix build badge link in README",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-10-22T15:52:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3bb9c02256748974ac856b788acfaabb9720471",
          "body": "This PR introduces a minimal release workflow that automatically publishes a new version to PyPI when a GitHub release is created.\n\nUnlike the approach used in beets, where the release is triggered manually, this workflow opts for automation to keep things simple for now. While we may revisit and refine this logic later, this setup should be sufficient for our current needs.",
          "is_bot": false,
          "headline": "Added release workflow and added changelog entries for last few PRs",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-10-22T15:47:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fc2fd13abead2e24cc6deffd0625dfdf39f86bd",
          "body": null,
          "is_bot": false,
          "headline": "Bumped version",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-10-22T15:41:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb0223b653f8250fabab89b568bd09820f8ea534",
          "body": null,
          "is_bot": false,
          "headline": "Added minor documentation for how to create a release.",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-10-22T15:40:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09cc26570639ffc4d35f46d0cc1c96f3fe31b05d",
          "body": null,
          "is_bot": false,
          "headline": "Moved release into two steps one building and one publishing.",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-10-22T15:40:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9be28e22aa7e9c63a89d156f183ddf15f29c85f9",
          "body": null,
          "is_bot": false,
          "headline": "Added a minimal release workflow.",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-07-02T10:15:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2ec2b03cca291a8457906f74e9bbb7eb81c42a5",
          "body": "* Added typehints to the as_* helpers.\n* Added __all__ dunder to fix unwanted exported typing alias.",
          "is_bot": false,
          "headline": "Added typehints to the as_* helpers. (#173)",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-06-25T10:38:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0eefd5fccd6e8e63855fef44c5e567f56859f9c",
          "body": "Remove template_with_relatives",
          "is_bot": false,
          "headline": "Merge pull request #172 from beetbox/remove_template_with_realtives",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-06-25T09:58:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c8b36fec995694dd747f035a25c883f6a2a7ece",
          "body": "error.",
          "is_bot": false,
          "headline": "Removed template_with_relatives as it does not exist and will always",
          "author_name": "Sebastian Mohr",
          "author_login": "semohr",
          "committed_at": "2025-06-23T13:18:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed79b4b9f53fe99293139c18f053168e564508b8",
          "body": "Closes https://github.com/beetbox/confuse/issues/165",
          "is_bot": false,
          "headline": "address deprecation of  pkgutil.get_loader",
          "author_name": "wisp3rwind",
          "author_login": "wisp3rwind",
          "committed_at": "2025-06-18T13:25:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcda49a6afcb4a12a175e477cd8fd48f35e582ef",
          "body": "Bump Python to 3.9 and clean-up Python 2 leftovers",
          "is_bot": false,
          "headline": "Merge pull request #170 from wisp3rwind/enum-import",
          "author_name": "Benedikt",
          "author_login": "wisp3rwind",
          "committed_at": "2025-06-18T13:20:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94309b91a070d0f64755fe0a7c83e9908b5de42e",
          "body": null,
          "is_bot": false,
          "headline": "style",
          "author_name": "wisp3rwind",
          "author_login": "wisp3rwind",
          "committed_at": "2025-04-15T11:02:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d41faf0bdf0ba5e899625c0f2fd2421aaad8ff1c",
          "body": null,
          "is_bot": false,
          "headline": "remove u'' string prefixes",
          "author_name": "wisp3rwind",
          "author_login": "wisp3rwind",
          "committed_at": "2025-04-15T10:31:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "142d3d9226228e8fc9cac73013990b1ff41d9782",
          "body": null,
          "is_bot": false,
          "headline": "clean up from Python 3 transition: class XYZ(object) -> class XYZ",
          "author_name": "wisp3rwind",
          "author_login": "wisp3rwind",
          "committed_at": "2025-04-15T10:15:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97c43eb36fa04c8dde2bb5acacdb00782697ad86",
          "body": null,
          "is_bot": false,
          "headline": "adapt super() calls to Python 3",
          "author_name": "wisp3rwind",
          "author_login": "wisp3rwind",
          "committed_at": "2025-04-15T09:52:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc2097176cad7f641d7cdadb6d77f02df9bce5ad",
          "body": "which is EOL, and fails to install with our current CI setup",
          "is_bot": false,
          "headline": "drop Python < 3.9",
          "author_name": "wisp3rwind",
          "author_login": "wisp3rwind",
          "committed_at": "2025-04-15T09:40:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0c59e06cf9a68a97d4f0d23208c20f77169d982",
          "body": "which was added in Python 3.4, but the minimum Python version we still\nclaim to support is 3.6",
          "is_bot": false,
          "headline": "remove version detection for enum module",
          "author_name": "wisp3rwind",
          "author_login": "wisp3rwind",
          "committed_at": "2025-04-15T09:30:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5001e185ade4a27c613d35904147af19931690e8",
          "body": "Align tox and package metadata with GH actions (add Python 3.9-3.12)",
          "is_bot": false,
          "headline": "Merge pull request #163 from Jmennius/align-python-versions",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-12-02T18:58:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5fc92f59f53253f270ba660f2dcc9c10ea8ff3e",
          "body": "Signed-off-by: Ievgen Popovych <jmennius@gmail.com>",
          "is_bot": false,
          "headline": "Add 3.11 and 3.12 to classifiers, 3.9-3.12 to tox",
          "author_name": "Ievgen Popovych",
          "author_login": "Jmennius",
          "committed_at": "2023-11-29T20:08:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "662dffa089fe2d8fb030e4def40bd25773248c8b",
          "body": "docs: Mention Choice's Enum support in published docs, publish __init__ docs",
          "is_bot": false,
          "headline": "Merge pull request #161 from Jmennius/document-choice-better",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-11-09T21:56:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff68ea7e3153e47833d7d4cb6d0ec8911a83206d",
          "body": "…__ docs\n\nThe fact that Choice/as_choice() support working with Enums\nwas not visible in built/published documentation - fix this.\n\nSigned-off-by: Ievgen Popovych <jmennius@gmail.com>",
          "is_bot": false,
          "headline": "docs: Mention Choice's Enum support in published docs, publish __init…",
          "author_name": "Ievgen Popovych",
          "author_login": "Jmennius",
          "committed_at": "2023-11-09T18:52:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8c649efde4cf6d9f0e75d8f5464cda64f0a8a84",
          "body": "File this under \"not sure how this ever worked\"... as debugged in #160.",
          "is_bot": false,
          "headline": "Use \"old\" os.path when making temporary directory",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-10-14T13:45:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e8f42fec0ee6af875aafc03e7f1809cc26da6d4",
          "body": null,
          "is_bot": false,
          "headline": "Use Python 3.12 final",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-10-13T19:53:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8063b70c311f0306f61ae07c7496fcb276ed598d",
          "body": "docs: Add readthedocs configuration file",
          "is_bot": false,
          "headline": "Merge pull request #159 from Jmennius/add-readthedocs-config",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-10-13T19:52:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93f6663861a9bbe9e7e68d98bdc89cf35aeff165",
          "body": "This should fix missing API docs.\n\nFixes: #158\nSigned-off-by: Ievgen Popovych <jmennius@gmail.com>",
          "is_bot": false,
          "headline": "docs: Add readthedocs configuration file",
          "author_name": "Ievgen Popovych",
          "author_login": "Jmennius",
          "committed_at": "2023-10-10T13:29:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb041a8012b18f20d333b0da9aa4bc7f5a79f044",
          "body": null,
          "is_bot": false,
          "headline": "Changelog and version for #156",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-04-01T23:26:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "677475b8d97f951ed4e33f5e2364ded1672a2912",
          "body": "Remove <4 requirement for Python",
          "is_bot": false,
          "headline": "Merge pull request #156 from rbebb/remove-python-upper-bound",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-04-01T23:24:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9884439cff7cb7c6525155eb7dac690c26f78872",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into remove-python-upper-bound",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-04-01T23:16:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76bbee66d34ad0a27af1d9568616a8c2f8400194",
          "body": null,
          "is_bot": false,
          "headline": "Update Python versions in CI",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2023-04-01T23:14:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d272efafc90a67945e9210207d0cf7c388070e37",
          "body": "This will prevent downstream projects that use poetry from having to set <4 as an upper bound for Python",
          "is_bot": false,
          "headline": "Remove <4 requirement for Python",
          "author_name": "rbebb",
          "author_login": "rbebb",
          "committed_at": "2023-03-29T17:29:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46504692f9f6c26e248a90243062ccca1fd29992",
          "body": null,
          "is_bot": false,
          "headline": "Changelog entry",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2022-07-16T18:36:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58d92b99d08fefa4f724d067b123829f9dc5f00e",
          "body": "Remove some Python 2isms",
          "is_bot": false,
          "headline": "Merge pull request #149 from beetbox/py3-cleanup",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2022-07-16T18:35:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5af81ebd2baaf3347b3df120dc06aae0ad5f58c6",
          "body": null,
          "is_bot": false,
          "headline": "Remove all __future__ imports",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2022-07-16T18:31:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "299404338c85867bf4b701ff83fb42ba966c9c8a",
          "body": null,
          "is_bot": false,
          "headline": "Remove Python 2isms",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2022-07-16T18:27:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e3a2deb9f1fb2bd1202e50064b5b1d49810cb02",
          "body": null,
          "is_bot": false,
          "headline": "Rename branch master -> main",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2022-07-16T18:17:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de30a44287768416f34a7d50e3b02f47423fb69e",
          "body": "Drop support for Python <3.6",
          "is_bot": false,
          "headline": "Merge pull request #147 from beetbox/py3",
          "author_name": "Adrian Sampson",
          "author_login": "sampsyo",
          "committed_at": "2022-07-16T18:15:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 3,
      "commits_last_year": 69,
      "latest_release_at": "2026-07-19T14:58:08Z",
      "latest_release_tag": "v2.2.1",
      "releases_from_tags": false,
      "days_since_last_push": 7,
      "active_weeks_last_year": 11,
      "days_since_latest_release": 7,
      "mean_days_between_releases": 132.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 37,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "confuse",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/confuse/",
          "is_deprecated": false,
          "latest_version": "2.2.1",
          "repository_url": "https://github.com/beetbox/confuse",
          "versions_count": 17,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 1557834,
          "first_published_at": "2015-12-07T17:12:14.335451Z",
          "latest_published_at": "2026-07-19T14:56:24.289500Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 7
        }
      ]
    },
    "popularity": {
      "forks": 55,
      "stars": 424,
      "watchers": 14,
      "fork_history": {
        "days": [
          {
            "date": "2013-07-03",
            "count": 1
          },
          {
            "date": "2014-02-12",
            "count": 1
          },
          {
            "date": "2015-01-22",
            "count": 1
          },
          {
            "date": "2015-04-05",
            "count": 1
          },
          {
            "date": "2015-12-02",
            "count": 1
          },
          {
            "date": "2017-03-10",
            "count": 1
          },
          {
            "date": "2018-01-02",
            "count": 1
          },
          {
            "date": "2018-02-21",
            "count": 1
          },
          {
            "date": "2018-04-16",
            "count": 1
          },
          {
            "date": "2018-04-30",
            "count": 2
          },
          {
            "date": "2018-06-16",
            "count": 1
          },
          {
            "date": "2018-08-20",
            "count": 1
          },
          {
            "date": "2018-09-04",
            "count": 1
          },
          {
            "date": "2018-10-10",
            "count": 1
          },
          {
            "date": "2018-10-24",
            "count": 1
          },
          {
            "date": "2019-04-01",
            "count": 1
          },
          {
            "date": "2019-05-26",
            "count": 1
          },
          {
            "date": "2019-06-03",
            "count": 1
          },
          {
            "date": "2019-06-17",
            "count": 1
          },
          {
            "date": "2019-07-11",
            "count": 1
          },
          {
            "date": "2019-08-02",
            "count": 1
          },
          {
            "date": "2019-08-06",
            "count": 1
          },
          {
            "date": "2019-08-27",
            "count": 1
          },
          {
            "date": "2019-11-29",
            "count": 1
          },
          {
            "date": "2019-12-12",
            "count": 1
          },
          {
            "date": "2020-02-25",
            "count": 1
          },
          {
            "date": "2020-04-21",
            "count": 1
          },
          {
            "date": "2020-05-25",
            "count": 2
          },
          {
            "date": "2020-07-10",
            "count": 1
          },
          {
            "date": "2020-08-05",
            "count": 1
          },
          {
            "date": "2020-08-11",
            "count": 1
          },
          {
            "date": "2020-09-03",
            "count": 1
          },
          {
            "date": "2020-09-25",
            "count": 1
          },
          {
            "date": "2020-12-04",
            "count": 1
          },
          {
            "date": "2021-01-06",
            "count": 1
          },
          {
            "date": "2021-04-10",
            "count": 1
          },
          {
            "date": "2021-04-13",
            "count": 1
          },
          {
            "date": "2021-05-01",
            "count": 1
          },
          {
            "date": "2021-05-12",
            "count": 1
          },
          {
            "date": "2021-11-11",
            "count": 1
          },
          {
            "date": "2021-12-13",
            "count": 1
          },
          {
            "date": "2022-01-07",
            "count": 1
          },
          {
            "date": "2022-05-03",
            "count": 1
          },
          {
            "date": "2022-08-27",
            "count": 1
          },
          {
            "date": "2023-02-01",
            "count": 1
          },
          {
            "date": "2023-02-15",
            "count": 1
          },
          {
            "date": "2023-10-10",
            "count": 1
          },
          {
            "date": "2024-08-15",
            "count": 1
          },
          {
            "date": "2025-01-15",
            "count": 1
          },
          {
            "date": "2025-01-16",
            "count": 1
          },
          {
            "date": "2026-02-03",
            "count": 1
          },
          {
            "date": "2026-02-05",
            "count": 1
          },
          {
            "date": "2026-06-24",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 55,
        "total_forks": 55
      },
      "star_history": null,
      "open_issues_and_prs": 55
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "example"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "confuse/py.typed"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 31005,
      "source_files_sampled": 20,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "setup.cfg"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 1,
        "malicious_count": 0,
        "assessed_package": "pypi:confuse@2.2.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "pyyaml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "typing_extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">= 4.4"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "docstrfmt",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils-stubs",
            "direct": false,
            "version": "0.0.22",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.11",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "libcst",
            "direct": false,
            "version": "1.8.6",
            "ecosystem": "pypi"
          },
          {
            "name": "librt",
            "direct": false,
            "version": "0.7.8",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "1.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "polib",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytokens",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-ft",
            "direct": false,
            "version": "8.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.1.15",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.5",
            "ecosystem": "pypi"
          },
          {
            "name": "roman",
            "direct": false,
            "version": "5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "roman-numerals",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.14.14",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "8.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-lint",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jquery",
            "direct": false,
            "version": "4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "types-docutils",
            "direct": false,
            "version": "0.22.3.20251115",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pyyaml",
            "direct": false,
            "version": "6.0.12.20250915",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.6.3",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 54,
        "direct_count": 2,
        "indirect_count": 52
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 9,
        "merged_prs": 75,
        "open_issues": 46,
        "closed_ratio": 0.545,
        "closed_issues": 55,
        "closed_unmerged_prs": 12
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "sampsyo",
          "commits": 260,
          "avatar_url": "https://avatars.githubusercontent.com/u/188033?v=4"
        },
        {
          "type": "User",
          "login": "snejus",
          "commits": 55,
          "avatar_url": "https://avatars.githubusercontent.com/u/16212750?v=4"
        },
        {
          "type": "User",
          "login": "arroyoj",
          "commits": 24,
          "avatar_url": "https://avatars.githubusercontent.com/u/82246664?v=4"
        },
        {
          "type": "User",
          "login": "semohr",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/39738318?v=4"
        },
        {
          "type": "User",
          "login": "jackwilsdon",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/1843197?v=4"
        },
        {
          "type": "User",
          "login": "beasteers",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/6741720?v=4"
        },
        {
          "type": "User",
          "login": "ThinkChaos",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/4761135?v=4"
        },
        {
          "type": "User",
          "login": "wisp3rwind",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/17089248?v=4"
        },
        {
          "type": "User",
          "login": "arcresu",
          "commits": 7,
          "avatar_url": "https://avatars.githubusercontent.com/u/322256?v=4"
        },
        {
          "type": "User",
          "login": "jbaiter",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/608610?v=4"
        }
      ],
      "contributors_sampled": 30,
      "top_contributor_share": 0.564
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "changelog_reminder.yaml",
        "lint.yaml",
        "main.yml",
        "make_release.yaml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "4 out of 4 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 3,
            "reason": "Found 3/8 approved changesets -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 11 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 6,
            "reason": "8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 1,
            "reason": "9 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "99d55efbd30d04701ea896041b2edb80f3838eb4",
        "ran_at": "2026-07-27T08:19:57Z",
        "aggregate_score": 3.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-19T14:56:28Z",
      "oldest_open_prs": [
        {
          "number": 16,
          "created_at": "2015-04-10T00:25:15Z",
          "last_comment_at": "2015-04-13T05:30:33Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 61,
          "created_at": "2019-08-27T08:48:27Z",
          "last_comment_at": "2019-08-29T17:38:30Z",
          "last_comment_author": "hebote"
        },
        {
          "number": 80,
          "created_at": "2020-04-22T04:14:20Z",
          "last_comment_at": "2020-04-24T14:03:15Z",
          "last_comment_author": "beasteers"
        },
        {
          "number": 96,
          "created_at": "2020-06-08T13:20:47Z",
          "last_comment_at": "2020-06-26T17:09:33Z",
          "last_comment_author": "beasteers"
        },
        {
          "number": 131,
          "created_at": "2021-05-12T21:11:07Z",
          "last_comment_at": "2021-05-13T20:44:12Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 132,
          "created_at": "2021-05-14T19:13:00Z",
          "last_comment_at": "2021-10-26T18:39:43Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 145,
          "created_at": "2021-12-15T18:16:00Z",
          "last_comment_at": "2021-12-23T20:18:23Z",
          "last_comment_author": "A2va"
        },
        {
          "number": 146,
          "created_at": "2022-05-11T16:45:18Z",
          "last_comment_at": "2023-03-22T06:53:25Z",
          "last_comment_author": "iamkroot"
        },
        {
          "number": 188,
          "created_at": "2026-01-08T06:22:53Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-19T14:52:03Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 5,
          "created_at": "2014-06-24T00:31:36Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 7,
          "created_at": "2015-03-28T19:41:15Z",
          "last_comment_at": "2016-06-26T05:09:10Z",
          "last_comment_author": null
        },
        {
          "number": 8,
          "created_at": "2015-03-28T20:00:55Z",
          "last_comment_at": "2015-03-29T20:43:11Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 9,
          "created_at": "2015-03-28T20:07:50Z",
          "last_comment_at": "2015-03-29T21:26:13Z",
          "last_comment_author": "thejohnfreeman"
        },
        {
          "number": 10,
          "created_at": "2015-03-28T20:16:36Z",
          "last_comment_at": "2021-02-26T00:17:56Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 11,
          "created_at": "2015-03-28T20:41:42Z",
          "last_comment_at": "2015-03-30T00:48:32Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 12,
          "created_at": "2015-03-28T20:49:19Z",
          "last_comment_at": "2015-03-30T00:51:10Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 13,
          "created_at": "2015-03-28T21:04:35Z",
          "last_comment_at": "2015-03-30T01:01:34Z",
          "last_comment_author": "thejohnfreeman"
        },
        {
          "number": 14,
          "created_at": "2015-03-28T21:22:30Z",
          "last_comment_at": "2021-11-18T17:08:08Z",
          "last_comment_author": "dougcooper"
        },
        {
          "number": 17,
          "created_at": "2015-05-10T23:27:31Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 52,
          "created_at": "2015-11-06T02:38:44Z",
          "last_comment_at": "2020-06-30T16:28:25Z",
          "last_comment_author": "sbrugman"
        },
        {
          "number": 51,
          "created_at": "2016-06-20T09:55:49Z",
          "last_comment_at": "2016-06-20T21:52:42Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 40,
          "created_at": "2018-07-02T06:10:26Z",
          "last_comment_at": "2018-07-02T19:25:07Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 41,
          "created_at": "2018-10-18T13:22:30Z",
          "last_comment_at": "2019-02-01T12:20:23Z",
          "last_comment_author": "pupkinsen"
        },
        {
          "number": 53,
          "created_at": "2019-06-01T02:29:39Z",
          "last_comment_at": "2021-07-22T00:09:22Z",
          "last_comment_author": "maddenfederico"
        },
        {
          "number": 62,
          "created_at": "2019-10-01T02:24:01Z",
          "last_comment_at": "2019-10-01T21:01:24Z",
          "last_comment_author": "agorina"
        },
        {
          "number": 69,
          "created_at": "2020-02-27T19:20:22Z",
          "last_comment_at": "2020-04-21T11:37:00Z",
          "last_comment_author": "sampsyo"
        },
        {
          "number": 70,
          "created_at": "2020-03-10T12:47:21Z",
          "last_comment_at": "2020-03-10T13:48:57Z",
          "last_comment_author": "sbrugman"
        },
        {
          "number": 75,
          "created_at": "2020-04-20T22:24:02Z",
          "last_comment_at": "2024-11-12T12:28:28Z",
          "last_comment_author": "bendikro"
        },
        {
          "number": 81,
          "created_at": "2020-04-23T20:44:05Z",
          "last_comment_at": "2020-04-24T12:04:08Z",
          "last_comment_author": "sampsyo"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/beetbox/confuse",
    "host": "github.com",
    "name": "confuse",
    "owner": "beetbox"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 68,
      "inputs": {
        "security": 50,
        "vitality": 73,
        "community": 68,
        "governance": 64,
        "engineering": 81
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 73,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "commits_last_year": 69,
              "human_commit_share": 1,
              "days_since_last_push": 7,
              "active_weeks_last_year": 11
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 11
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "69 commits in the last year",
                "points": 16.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 69
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 84,
            "inputs": {
              "releases_count": 3,
              "latest_release_tag": "v2.2.1",
              "releases_from_tags": false,
              "days_since_latest_release": 7,
              "mean_days_between_releases": 132.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "3 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~132.6 days",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 132.6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 7,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 7 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 68,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "forks": 55,
              "stars": 424,
              "watchers": 14,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "424 stars",
                "points": 42.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 424
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "55 forks",
                "points": 14.4,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 55
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "14 watchers",
                "points": 6.2,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "confuse"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 1557834
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,557,834 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 1557834,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 64,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 30,
              "top_contributor_share": 0.564
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 56% of commits",
                "points": 9.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 56
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "30 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 11 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "merged_prs": 75,
              "open_issues": 46,
              "closed_issues": 55,
              "issue_closed_ratio": 0.545,
              "closed_unmerged_prs": 12
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "55% of issues closed",
                "points": 25.5,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 55
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "75/87 decided PRs merged",
                "points": 33,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 75,
                      "decided": 87
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/8 approved changesets -- score normalized to 3",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "followers": 143,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "beetbox",
              "public_repos": 8,
              "account_age_days": 3903
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "143 followers of beetbox",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 143,
                      "login": "beetbox"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8 public repos, account ~10 yr old",
                "points": 18.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "confuse"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 7
            },
            "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 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "17 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "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": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "4 out of 4 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "configuration",
                "python",
                "yaml"
              ],
              "has_wiki": true,
              "homepage": "https://pypi.org/project/confuse/",
              "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://pypi.org/project/confuse/",
                "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": "3 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": "moderate",
        "name": "Security",
        "value": 50,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 38,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 3.8
            },
            "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": "4 out of 4 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 3/8 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 11 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": "8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6",
                "points": 4.5,
                "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": "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": "9 existing vulnerabilities detected",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:confuse@2.2.1 runtime dependency closure — what installing the published package pulls in — 1 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:confuse@2.2.1",
                  "assessed": 1
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 1,
              "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": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 1,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 7
            },
            "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": 47,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.28,
              "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": "28 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 14.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 28,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "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": false,
              "typecheck_configs": [
                "confuse/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "confuse/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "confuse/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": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 31005,
              "source_files_sampled": 20,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (confuse/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "confuse/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/20 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 20,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "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": "example",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T08:20:24.157873Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/beetbox/confuse.svg",
  "full_name": "beetbox/confuse",
  "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 v0.27.0 — metodología completa · wiki de métricas.

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