Registro público
Informe de salud del softwareesquema 0.30.0 · métricas 2.3.1 · 2026-08-03 01:56 UTC

natekspencer / pylitterbot

Python package for controlling a Whisker connected self-cleaning litter boxes and feeders

PythonMIT★ 183 estrellas⑂ 37 forksdesde dic 2020Ver en GitHub ↗
TipoHerramienta de línea de comandosBibliotecacómo se determina
#litter-robot#python#whisker#feeder-robot#hacktoberfest

natekspencer/pylitterbot tiene un índice de salud de 88 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (93/100) y la más baja, AI Readiness (62/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

88
global / 100
Excelente

Índice de salud del software

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

88
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

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

El resultado global ponderado 74 se calibra a 88 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

Nathan SpencerCuenta personal
74 seguidores52 repositorios públicosdesde mar 2013

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIpylitterbot2025.6.381.89188hace 0 díasfeeder-robotlitter-robotwhiskerasynchronouslitter-boxpet-feeder

Métricas por categoría

Vitalidad

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

93Excepcional · 21% del índice global

Actividad de desarrollo

88Excelente
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
24.2/36Cadencia de commits — 35/52 semanas con commits
18/18Volumen de commits — 298 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year298
human_commit_share0,77
days_since_last_push0
active_weeks_last_year35

Disciplina de publicación

100Excepcional
Cómo se puntúa
27/27Publica versiones — 85 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~12,7 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count85
latest_release_tag2025.6.3
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases12,7
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?

67Bueno · 17% del índice global

Popularidad y adopción

56Moderado
Cómo se puntúa
36.7/60Estrellas — 183 estrellas
13/25Forks — 37 forks
6/15Observadores — 13 observadores
Datos de entrada utilizados
forks37
stars183
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Salud de la comunidad

70Bueno
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readmesí
has_licensesí
readme_badges8
has_contributingsí
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno

Adopción en el ecosistema (descargas)

82Excelente
Cómo se puntúa
65.5/80Descargas mensuales — 81.891 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagespylitterbot
dependents—
ecosystemspypi
total_downloads—
monthly_downloads81.891
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?

66Bueno · 23% del índice global

Resiliencia de mantenedores (factor bus)

30En riesgo
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
4/22.5Distribución de commits — el principal contribuyente firma el 82% de los commits
13.5/13.5Amplitud de contribuyentes — 13 contribuyentes
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Datos de entrada utilizados
bus_factor1
contributors_sampled13
top_contributor_share0,821

Capacidad de respuesta a issues y PR

90Excelente
Cómo se puntúa
42/42Resolución de issues — 100% de issues cerradas
25.7/30Aceptación de PR — 326/380 PR decididos fusionados
0/13Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d
10.5/15OpenSSF Scorecard: Code-Review — Found 3/4 approved changesets -- score normalized to 7
Datos de entrada utilizados
merged_prs326
open_issues0
closed_issues48
prs_merged_7d1
prs_decided_7d1
prs_merged_30d3
prs_decided_30d3
issue_closed_ratio1
closed_unmerged_prs54
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluidos de la puntuación (sin datos o no aplicable): newcomer_pr_acceptance. Los pesos restantes se han renormalizado.

Propiedad y custodia

60Moderado
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
13.5/25Alcance del propietario — 74 seguidores de natekspencer
24.6/25Trayectoria — 52 repos públicos, cuenta de ~13 años
Datos de entrada utilizados
followers74
owner_typeUser
is_verified—
owner_loginnatekspencer
public_repos52
account_age_days4897
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.

Mantenimiento de paquetes

100Excepcional
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 88 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagespylitterbot
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

80Excelente · 19% del índice global

Prácticas de ingeniería

94Excepcional
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — tox.ini
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_cisí
has_testssí
has_editorconfigno
has_linter_configsí
has_precommit_configsí

Documentación

60Moderado
Cómo se puntúa
30/30README
0/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
10/10Topics — 5 topics
10/10Wiki
Datos de entrada utilizados
topicslitter-robot, python, whisker, feeder-robot, hacktoberfest
has_wikisí
homepage—
has_readmesí
has_docs_dirno
has_descriptionsí

Seguridad

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

66Bueno · 16% del índice global

Postura de seguridad

58Moderado
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 3/4 approved changesets -- score normalized to 7
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,8
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.

Avisos de dependencias

100Excepcional
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages107
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 107 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

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

62Moderado · 4% del índice global

Contexto y guía para agentes

40Débil
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 70 de 77 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,909
agent_instruction_files—
agent_instruction_max_bytes—

Bucle de verificación (compilación / pruebas / verificación de tipos)

72Bueno
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — tox.ini
11/11Verificación estática de tipos — pylitterbot/py.typed
10/10Entorno reproducible — lockfile
10/10Práctica demostrada con agentes — 37 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 14 de los últimos 100 commits son 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_testssí
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configsí
typecheck_configspylitterbot/py.typed
agent_commit_share0,37
toolchain_manifests—
dependency_bot_commit_share0,14

Legibilidad del código para modelos

82Excelente
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (pylitterbot/py.typed)
55/55Tamaños de archivo manejables — 0/56 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes48.783
source_files_sampled56
oversized_source_files0

Datos clave

183estrellas de GitHub
13contribuidores
298commits en los últimos 12 meses
0días desde el último push
85versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 0 ★ / 37 ⇿
0Estrellas
37Forks
64Versiones

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.

01325383732021-092024-022026-07
Mayor 2Menor 22Parche 34

Cada punto abarca 5 días.

OpenSSF Scorecard 5.8 / 10
5.8agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-08-03 01:56 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 3/4 approved changesets -- score normalized to 7
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 4
RegistroPaqueteRestricción de versiónManifiesto
PyPIaiohttp>=3.8.1pyproject.toml
PyPIdeepdiff>=6.2.1pyproject.toml
PyPIpyjwt>=2.7.0pyproject.toml
PyPIpycognito>=2024.2.0pyproject.toml
Todas las dependencias 107

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 4 paquetes directos y 103 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIaiohttp3.14.3directa
PyPIdeepdiff9.1.0directa
PyPIpycognito2024.5.1directa
PyPIpyjwt2.13.0directa
PyPIaiohappyeyeballs2.6.2indirecta
PyPIaioice0.10.2indirecta
PyPIaiointercept0.1.9indirecta
PyPIaiortc1.15.0indirecta
PyPIaiosignal1.4.0indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.14.0indirecta
PyPIast-serialize0.6.0indirecta
PyPIasync-timeout5.0.1indirecta
PyPIattrs26.1.0indirecta
PyPIav16.1.0indirecta
PyPIbackports-asyncio-runner1.2.0indirecta
PyPIboto31.43.31indirecta
PyPIbotocore1.43.31indirecta
PyPIcachebox5.2.3indirecta
PyPIcachetools7.1.4indirecta
PyPIcertifi2026.5.20indirecta
PyPIcffi2.0.0indirecta
PyPIcfgv3.5.0indirecta
PyPIcharset-normalizer3.4.7indirecta
PyPIclick8.4.1indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.14.1indirecta
PyPIcryptography49.0.0indirecta
PyPIdistlib0.4.3indirecta
PyPIdnspython2.8.0indirecta
PyPIenvs1.4indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIfilelock3.29.4indirecta
PyPIfreezegun1.5.5indirecta
PyPIfrozenlist1.8.0indirecta
PyPIgoogle-crc32c1.8.0indirecta
PyPIh110.16.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx0.28.1indirecta
PyPIhttpx-sse0.4.3indirecta
PyPIidentify2.6.19indirecta
PyPIidna3.18indirecta
PyPIifaddr0.2.0indirecta
PyPIiniconfig2.3.0indirecta
PyPIjmespath1.1.0indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPIlibrt0.13.0indirecta
PyPImarkdown-it-py4.2.0indirecta
PyPImcp1.28.1indirecta
PyPImdurl0.1.2indirecta
PyPImultidict6.7.1indirecta
PyPImypy2.2.0indirecta
PyPImypy-extensions1.1.0indirecta
PyPInodeenv1.10.0indirecta
PyPIorderly-set5.5.0indirecta
PyPIpackaging26.2indirecta
PyPIpathspec1.1.1indirecta
PyPIplatformdirs4.10.0indirecta
PyPIpluggy1.6.0indirecta
PyPIpre-commit4.6.0indirecta
PyPIpropcache0.5.2indirecta
PyPIpycparser3.0indirecta
PyPIpydantic2.13.4indirecta
PyPIpydantic-core2.46.4indirecta
PyPIpydantic-settings2.14.2indirecta
PyPIpyee13.0.1indirecta
PyPIpygments2.20.0indirecta
PyPIpylibsrtp1.0.0indirecta
PyPIpyopenssl26.3.0indirecta
PyPIpyproject-api1.10.1indirecta
PyPIpytest9.1.1indirecta
PyPIpytest-asyncio1.4.0indirecta
PyPIpytest-cov7.1.0indirecta
PyPIpytest-freezer0.4.9indirecta
PyPIpytest-timeout2.4.0indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-discovery1.4.4indirecta
PyPIpython-dotenv1.2.2indirecta
PyPIpython-multipart0.0.32indirecta
PyPIpywin32312indirecta
PyPIpyyaml6.0.3indirecta
PyPIreferencing0.37.0indirecta
PyPIrequests2.34.2indirecta
PyPIrich15.0.0indirecta
PyPIrpds-py0.30.0indirecta
PyPIrpds-py2026.5.1indirecta
PyPIruff0.15.21indirecta
PyPIs3transfer0.19.0indirecta
PyPIshellingham1.5.4indirecta
PyPIsix1.17.0indirecta
PyPIsse-starlette3.4.4indirecta
PyPIstarlette1.3.1indirecta
PyPItomli2.4.1indirecta
PyPItomli-w1.2.0indirecta
PyPItox4.56.4indirecta
PyPItox-uv1.35.2indirecta
PyPItox-uv-bare1.35.2indirecta
PyPItyper0.26.7indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPIurllib32.7.0indirecta
PyPIuv0.11.21indirecta
PyPIuvicorn0.49.0indirecta
PyPIvirtualenv21.5.1indirecta
PyPIyarl1.24.2indirecta
Avisos de dependencias 0

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 107 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 0 tienen avisos conocidos, de los cuales 0 son directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
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          "body": "`get_videos` exposes each clip's `hlsUrl`, but it is unsigned and the CDN\nreturns HTTP 403. Add `CameraClient.get_video_playback()`, which reads the\nclip-detail endpoint to obtain the short-lived CloudFront signed cookies\n(`CloudFront-Policy`/`-Signature`/`-Key-Pair-Id`) needed to stream the HLS\nplaylist and its segments. Returns a `VideoPlayback` dataclass with a\n`cookie_header` helper.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add camera video clip playback via signed CloudFront cookies",
          "author_name": "Legendberg",
          "author_login": "Legendberg",
          "committed_at": "2026-07-18T22:56:16Z",
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          "body": "Bumps [aiortc](https://github.com/aiortc/aiortc) from 1.14.0 to 1.15.0.\n- [Changelog](https://github.com/aiortc/aiortc/blob/main/docs/changelog.rst)\n- [Commits](https://github.com/aiortc/aiortc/compare/1.14.0...1.15.0)\n\n---\nupdated-dependencies:\n- dependency-name: aiortc\n  dependency-version: 1.15.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/python-sdk) from 1.28.0 to 1.28.1.\n- [Release notes](https://github.com/modelcontextprotocol/python-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/python-sdk/blob/main/RELEASE.md)\n- [Commits](https://github.com/modelcontextprot\n[…]\nython-sdk/compare/v1.28.0...v1.28.1)\n\n---\nupdated-dependencies:\n- dependency-name: mcp\n  dependency-version: 1.28.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump mcp from 1.28.0 to 1.28.1",
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          "oid": "50a6401b542d107cef7c4343aaf5a66e84d1cf24",
          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.25 → 0.11.28](https://github.com/astral-sh/uv-pre-commit/compare/0.11.25...0.11.28)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.20 → v0.15.21](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.20...v0.15.21)",
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          "headline": "[pre-commit.ci] pre-commit autoupdate",
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          "oid": "7f333a55c151d6090d74f113ccf77c85f1150696",
          "body": "Bumps the dev-dependencies group with 4 updates: [aiointercept](https://github.com/Polandia94/aiointercept), [mypy](https://github.com/python/mypy), [tox](https://github.com/tox-dev/tox) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `aiointercept` from 0.1.8 to 0.1.9\n- [Release notes](htt\n[…]\npendency-version: 0.15.21\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "is_bot": false,
          "headline": "Merge pull request #424 from natekspencer/dependabot/uv/dev-dependenc…",
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          "body": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_light_settings",
          "is_bot": false,
          "headline": "Merge pull request #425 from Legendberg/feat/night-light-rgb-color",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-05T01:31:12Z",
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          "oid": "1a8fbcbf878061508f806edcea6220cdbb41b9fe",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
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          "body": "…t_settings\n\nMove color hex parsing into the library so consumers get a typed RGB\nvalue instead of parsing the API string themselves:\n\n- hex_to_rgb/rgb_to_hex utils handling #RGB, #RRGGBB and #RRGGBBAA (the\n  API may store a trailing alpha byte, which is ignored)\n- LitterRobot5.night_light_rgb_color property returning an RGB tuple\n- set_night_light_settings color accepts an RGB tuple, and validates\n  and normalizes string input to #RRGGBB\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_ligh…",
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          "body": "Bumps the dev-dependencies group with 1 update: [aiointercept](https://github.com/Polandia94/aiointercept).\n\n\nUpdates `aiointercept` from 0.1.7 to 0.1.8\n- [Release notes](https://github.com/Polandia94/aiointercept/releases)\n- [Changelog](https://github.com/Polandia94/aiointercept/blob/main/CHANGELOG\n[…]\ndependency-version: 0.1.8\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump aiointercept in the dev-dependencies group",
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          "oid": "4c3ee090d8f0c6faec5e2b457b7f4d98d2e05a2e",
          "body": "Add breed property to pet",
          "is_bot": false,
          "headline": "Merge pull request #423 from natekspencer/pet-breed",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:28:43Z",
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          "body": "…ies-9c98f24866\n\nchore(deps-dev): bump the dev-dependencies group across 1 directory with 3 updates",
          "is_bot": false,
          "headline": "Merge pull request #422 from natekspencer/dependabot/uv/dev-dependenc…",
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          "body": "…ings-2.14.2\n\nchore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
          "is_bot": false,
          "headline": "Merge pull request #420 from natekspencer/dependabot/uv/pydantic-sett…",
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        {
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          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #419 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:27:06Z",
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          "oid": "906b017d4cfe12d700dcf141c31deccb6dbe3e30",
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          "headline": "Add breed property to pet",
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          "committed_at": "2026-07-01T19:26:42Z",
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        },
        {
          "oid": "e8f70f52bf4fd2ebb697a1b5afb56d7271b181a5",
          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.21 → 0.11.25](https://github.com/astral-sh/uv-pre-commit/compare/0.11.21...0.11.25)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.17 → v0.15.20](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.17...v0.15.20)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
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        {
          "oid": "3c05ad707a76e2b28559c966190b40eaca13340c",
          "body": "…ith 3 updates\n\nBumps the dev-dependencies group with 3 updates in the / directory: [pytest](https://github.com/pytest-dev/pytest), [tox](https://github.com/tox-dev/tox) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `pytest` from 9.1.0 to 9.1.1\n- [Release notes](https://github.com/pytest-\n[…]\npendency-version: 0.15.20\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "headline": "chore(deps-dev): bump the dev-dependencies group across 1 directory w…",
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          "body": "Bumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.14.1 to 2.14.2.\n- [Release notes](https://github.com/pydantic/pydantic-settings/releases)\n- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2)\n\n---\nupdated-dependencies:\n- dependency-name: pydantic-settings\n  dependency-version: 2.14.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "headline": "chore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
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          "body": "feat: Add MCP server for AI assistant integration",
          "is_bot": false,
          "headline": "Merge pull request #374 from mikelane/feat/mcp-server",
          "author_name": "Nathan Spencer",
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          "is_bot": false,
          "headline": "Update pylitterbot/mcp/helpers.py",
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          "oid": "86485e0db3f507642235dcac1e76b458efd8cbfa",
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          "is_bot": false,
          "headline": "Fix mypy errors",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T15:35:51Z",
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        },
        {
          "oid": "8d69e94cd868d2e34156189037806c60c0600d5a",
          "body": "Applies ruff format across the 5 files touched by the preemptive fix\nbatch so pre-commit.ci doesn't have to push an auto-fix commit on top.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style(mcp): apply ruff format to merged fixes",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
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          "oid": "0235ac9d4c41e0382ec894acae166f081e355ab9",
          "body": "C2: wrap set_sleep_mode in try/except NotImplementedError so sync_settings\ncompletes when an LR4 target raises (LR4 inherits the raising stub); report\ntarget as skipped with reason.\n\nM2: replace robot.model string comparison with isinstance checks against\nconcrete classes so firmware string drift (e\n[…]\nction for LR4/LR5 groups in\nrobot_comparison because cycle_count is a lifetime odometer on those models,\nnot a per-drawer counter.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): address 6 compound tool review findings",
          "author_name": "Mike Lane",
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          "oid": "4d83fda901cf579999bde1f8e2c2bfcdd44b3a8d",
          "body": "All 21 state-changing tools in settings.py and commands.py now check\nresolved.is_online before calling any device method. Offline robots\nget a clear ValueError(\"offline\") instead of a cryptic device-layer\nerror, consistent with the existing pattern in compound.py.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject offline robots before dispatching state-changing commands",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "0290d950f7c49380bf55642c963269c86c9bffed",
          "body": "refresh_robots() swallows network errors internally; callers had no way\nto know data was stale. get_robots now catches exceptions from the\nrefresh call and adds refresh_stale=True to each robot summary so LLM\nclients can distinguish live data from cached data.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: surface refresh_stale flag in get_robots on refresh failure",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "a5bcb217c9ae601ed35624483a9654adaf5847e2",
          "body": "Device methods return False on silent failure. All 9 state-changing\ntools now capture the return value and raise RuntimeError. Also switches\nupdate_firmware to use resolve_litter_robot (typed resolver) for\nconsistent error messages when non-LitterRobot devices are passed.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all state-changing tools in commands.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "1a8208edf5c2c8c86d9ff6c20bab3b7fbd4b4823",
          "body": "Device methods return False on silent failure. All 12 set_* tools now\ncapture the return value and raise RuntimeError so callers get an\nactionable error instead of a success message on failure.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all set_* tools in settings.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "06709bc13d48bbd211ad227710e7a84824af85eb",
          "body": "LR4 inherits the NotImplementedError stub from base LitterRobot and\ncannot set sleep mode via the API. Add an isinstance guard after\nresolve_litter_robot so LR4 callers get a clear ValueError instead of\na raw NotImplementedError from the device layer.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject LR4 in set_sleep_mode before dispatching to device",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "243590ac9403f5eae7aa1f08a9c1cd4c8ddba5a1",
          "body": "The lazy account singleton never re-authenticates. Document this\nknown limitation so operators know to restart the MCP server process\nwhen credentials expire.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: note session expiry limitation in server module docstring",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "39ddff242019e7948a16690736ffacee330c12da",
          "body": "…esolve_pet_id\n\n.lower() fails for multi-char Unicode casefolds (e.g. German ß→ss)\nand raises AttributeError when name is None. Replace with casefold()\non an or-empty-string guard, and str() coerce the id comparison for\nnon-string id types.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: use casefold and None-safe name matching in resolve_robot and _r…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "f55c1ec2ab25c29e85860dd885e7ae3f39a27e3a",
          "body": "Empty or whitespace-only event_id values were forwarded verbatim to\nthe device layer. Strip whitespace and reject blank values with a\nValueError, mirroring the set_name validation pattern.\n\nAlso adds a docstring note that unassigning (omitting to_pet) is not\nsupported by this tool.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: validate and strip event_id in reassign_pet_visit",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "5e76b2d29d0bd4da1b8b4314ae551f70cae245c3",
          "body": "format_robot_summary was passing last_feeding dict verbatim, which\ncontains a datetime object. json.dumps raises TypeError on raw\ndatetimes. Mirror the next_feeding isoformat pattern for consistency.\n\nAlso fix mock fixture to use a real datetime (not a string), which\nwas masking the bug in existing tests.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: serialize FeederRobot last_feeding timestamp to ISO string",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "oid": "dac89a78d1bb16108a23f5d2f13daa012c504cb4",
          "body": "get_activity_history: reject limit outside [1, 500] to prevent runaway API requests.\nget_insight: reject days < 1 to prevent forwarding invalid time ranges.\nget_food_dispensed: reject hours < 1 to prevent generating a future since\ntimestamp that silently returns 0.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate input bounds on activity tools before calling library",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "31807c9de7d40fdc3bddce17cc5262b408c11e5a",
          "body": "LitterRobot5.get_insight raises NotImplementedError by design because the\nLR5 REST API has no insights endpoint. Add an isinstance check before\ncalling get_insight so the MCP tool raises a clear ValueError instead of\npropagating an unhandled NotImplementedError.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): guard get_insight against LR5 which raises NotImplementedError",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "b8fa55d96aa5a2400fa18ed0a743d5c27341418d",
          "body": "FeederRobot.get_food_dispensed_since is a plain def returning float.\nAwaiting it raises TypeError in production. Drop the await.\n\nAlso update the test fixture to use MagicMock.return_value (not AsyncMock)\nfor the sync method, and add a create_autospec-based test that would catch\nthis class of sync/async drift in the future.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): drop erroneous await on sync get_food_dispensed_since",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "72aca80bc3c13ed5a8cd8d1fc8740ffd8ba92c16",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "bd9b1779a8e5a6a69a0ff04d888ea0dc0c23f965",
          "body": "The isinstance(resolved, LitterRobot5) check lets standard LR5 units\nthrough even though the docstring says \"Pro only\". Add an explicit\nis_pro guard so non-Pro units fail fast with a clear message instead\nof deep in the device layer. Also pin the default LR5 fixture to\nPro (is_pro=True, model=\"Litter-Robot 5 Pro\") so the existing happy\npath test reflects what the fix actually requires.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): gate set_camera_audio on Litter-Robot 5 Pro",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "df0d211450b58e3eb646e2d35265e4c7fab453b2",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4672cc116ba9b984b32eca023ecaa0c9a83968d",
          "body": "Empty or whitespace-only names previously bypassed MCP-side validation\nand went straight to the device layer. Strip the input and raise\nValueError before hitting the transport when nothing is left.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate name input in set_name tool",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e76e9f112edfdf38454ce038c62a60dbe3d6c1a7",
          "body": "The set_wait_time MCP tool was re-encoding the valid wait-time set by\ncomparing resolved.model to the string \"Litter-Robot 3\". This duplicated\nrules that the robot classes already expose canonically: LitterRobot3,\nLitterRobot4, and LitterRobot5 each define a VALID_WAIT_TIMES class\nattribute that the\n[…]\n plain class attributes), and add regression\ntests that LR3 rejects 25 (LR4/LR5-only) and LR4 accepts 25, proving\nthe tool now actually consults the per-class list rather than a\nhardcoded model split.",
          "is_bot": false,
          "headline": "refactor(mcp): use VALID_WAIT_TIMES from robot class in set_wait_time",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": true,
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        },
        {
          "oid": "48e253bae706df6bee184e941b98d869ff58e1fa",
          "body": "maintenance_forecast() computed cycles_remaining as\nmax(0, cycle_capacity - cycle_count). On LR4/LR5, cycle_count maps to\n\"odometerCleanCycles\" — a lifetime odometer — so any robot that has\nperformed more cycles in its lifetime than cycle_capacity (default 30)\npins cycles_remaining to zero permanent\n[…]\n with a Bedroom mock at cycle_count=500,\ncycle_capacity=30, waste_drawer_level=20.0 — which the old code would\nreport as 0 cycles remaining but the fixed code correctly reports as\n24 cycles remaining.",
          "is_bot": false,
          "headline": "fix(mcp): derive maintenance_forecast cycles_remaining from drawer level",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "07605db18faedd1ea29c8b9a1d546657b4b682ce",
          "body": "sync_settings() only compared sleep_mode_enabled between source and\ntarget, so when both robots already had sleep mode enabled but used\ndifferent sleep_mode_start_time values, the schedules stayed out of\nsync indefinitely.\n\nExtend the sleep-mode branch to also compare start times (as timetz())\nwhen \n[…]\ns visible in the returned report.\n\nAdd a regression test that sets both LR4 mocks to enabled with\ndifferent start times and asserts set_sleep_mode is awaited once on\nthe target with the source's time.",
          "is_bot": false,
          "headline": "fix(mcp): sync_settings pushes sleep time diffs when both enabled",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "3c99c6e507a8e6e920bb834c43c74ea28510f35c",
          "body": "The MCP update_firmware tool advertised support for both LR4 and LR5,\nbut LitterRobot5.update_firmware raises NotImplementedError because the\nLR5 REST API does not expose a firmware update trigger endpoint. As a\nresult, invoking the tool against an LR5 would always surface a raw\nNotImplementedError.\n[…]\nct that, and add a test that LR5 is rejected up-front with a\nclear ValueError rather than letting NotImplementedError leak through.\n\nAddresses PR review comment on commands.py update_firmware handler.",
          "is_bot": false,
          "headline": "fix(mcp): restrict update_firmware tool to Litter-Robot 4 only",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "1c8cf409e20e39cda2d651d1d32d025a5db82656",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
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        },
        {
          "oid": "3eb69d63d2a4bbc8c9790a6260a36a556e13c602",
          "body": "* feat: add LR4/LR5 resolvers and expand format_robot_summary\n\nAdd resolve_litter_robot_4() and resolve_litter_robot_5() helpers for\nmodel-specific tool validation. Expand format_robot_summary() to include\nfirmware, sleep schedule, panel brightness, sensor statuses, and\nmodel-specific fields for LR4\n[…]\ns.\nFix import sorting and test regex for resolve_litter_robot_5 helper.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: expose all missing pylitterbot features in MCP server (#2)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d304ec50a89785bf31bbf35f36c4d1483831f635",
          "body": "- README: add security note about plaintext credentials in config\n- tests: remove unused LitterRobot3 import\n- compound.py: add comment explaining zero-cycle outlier exclusion\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: address CodeRabbit nitpicks",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c9a1013eacff1775f66bff8ac9df049aa7f0a858",
          "body": "- compound.py: isolate per-robot failures in clean_all_ready so one\n  robot failing doesn't abort the fleet operation\n- compound.py: capture old values before setter calls in sync_settings\n  so change messages reflect pre-change state\n- compound.py: validate days >= 1 in household_digest\n- settings.py: model-specific wait time validation (LR3: 3/7/15 only)\n- settings.py: strict HH:MM parsing via datetime.strptime\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address CodeRabbit review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "9d93f3a3b8f3f20fbafb47eaba6a560752946f11",
          "body": "Document installation, configuration, and available tools for the\noptional MCP server integration.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add MCP server section to README",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5f0507bba6518ae5c8ed0783e3e27c5151d900a4",
          "body": "- server.py: add asyncio.Lock for race-safe singleton init (double-\n  checked locking prevents duplicate Account sessions on concurrent\n  tool calls)\n- compound.py: add logging.debug with exc_info to all 5 silent except\n  blocks (failures now traceable instead of invisible)\n- commands.py: reset_robo\n[…]\nher validation)\n- tests: replace all weak \"in\" assertions with exact string equality\n  (mutation-resistant, no more \"Kitchen\" matching \"Kitchen failed\")\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address all MEDIUM review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9194902964d63684d653e45546010c1ec6e28f7e",
          "body": "Security audit found that set_night_light_brightness and set_wait_time\naccepted arbitrary integers without validation, potentially causing\nopaque API errors. Now validates against the allowed value sets before\ncalling the library.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add input validation for brightness and wait_time parameters",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ed162e2ea5cf252914eaa6a29715e4b348743f",
          "body": "- server.py: only assign _account after successful connect (prevents\n  caching a broken Account on auth failure); wrap connect() to sanitize\n  error messages (prevents leaking API response details)\n- settings.py: validate start_time is required when enabling sleep mode;\n  handle malformed HH:MM inpu\n[…]\narsed time(22, 30) in sleep mode test; add tests for\n  missing start_time and malformed start_time; update pet_usage_report\n  test for removed parameter\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address code review findings from quality gauntlet",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fb882e7e1145a3f9ab74caa9cfb4d4185ad54361",
          "body": "Ruff auto-fixes: I001 (import block sorting) and D413 (blank line after\nlast docstring section). Also updates uv.lock with mcp dependency.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: fix import sorting and docstring formatting across MCP module",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "901e7766da039bd3ae7f25aa485ed7b0417abfc6",
          "body": "…tc.)\n\n8 compound tools that combine multiple API endpoints:\nfleet_overview, clean_all_ready, sync_settings, pet_usage_report,\nmaintenance_forecast, household_digest, troubleshooting_report,\nrobot_comparison.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP compound tools (fleet overview, maintenance forecast, e…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6f8deead10e45fc67f9e2a00a7b061b6cf59361e",
          "body": "Pet listing with formatted summaries and LR5-only pet visit\nreassignment with pet name/ID resolution.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP pet tools (get_pets, reassign_pet_visit)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "043a408a47774bf03f1b02e75eb49f8a5217485d",
          "body": "Passthrough tools for retrieving activity logs and usage analytics\nfrom Litter-Robots with formatted output.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP activity tools (history, insight)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "458784d68e3f4d4b0fc06d55d715896cb5c2cc89",
          "body": "…e, sleep)\n\nSeven settings tools covering all robot configuration options with\ntype validation for LR4-specific features like brightness and night\nlight mode.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP settings tools (name, night light, panel lock, wait tim…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "644ca667acb7adc0a576a20e80d47ee34d386191",
          "body": "Passthrough tools for start_cleaning, reset_robot (LR4/LR5 only),\ngive_snack (Feeder-Robot), and set_power_status with type validation.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP command tools (clean, reset, snack, power)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ab8d1882875a4e3ec80cfaa975e716b2e3bb22",
          "body": "Passthrough tools that list all robots with summaries and retrieve\ndetailed status for a single robot by name or ID.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP status tools (get_robots, get_robot_status)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3dce282fa63d9b354808526feb0818319e7f9c11",
          "body": "Set up FastMCP server instance, lazy Account connection, and helper\nfunctions for resolving robots by name/ID and formatting summaries.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP server core with robot resolution helpers",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "68b661e65ca3296a24dedff8a890f4d658fb541d",
          "body": "Switch LR4 WebSocket to ByUser subscription",
          "is_bot": false,
          "headline": "Merge pull request #407 from Doekse/migrate-lr4-ws-subscription",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:52:52Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d71265a8517d20d9b88d7b6216916be74de4da16",
          "body": "…ubscriber",
          "is_bot": false,
          "headline": "Shared unsubscribe can be skipped when the last listener wasn’t the s…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:46:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9aa712a958647e5805de1c6cf4832952ba8c685a",
          "body": "Bump aiohttp from 3.13.5 to 3.14.1",
          "is_bot": false,
          "headline": "Merge pull request #415 from natekspencer/dependabot/uv/aiohttp-3.14.1",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:22:18Z",
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        },
        {
          "oid": "ff4d25ec1189538844dab576fa626e21cea22a9b",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump aiohttp from 3.13.5 to 3.14.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-17T01:20:48Z",
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        },
        {
          "oid": "3d5cd9f22ab36785d6d0d095349b107c081e2f69",
          "body": "Migrate from aioresponses to aiointercept",
          "is_bot": false,
          "headline": "Merge pull request #417 from natekspencer/aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:18:24Z",
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        },
        {
          "oid": "1c4e6570cef213fc8d4da4f963ab776c76e3ce43",
          "body": null,
          "is_bot": false,
          "headline": "Adjust tests per review",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:11:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d239c21f9b311587ab2ea2a63b293630de06c172",
          "body": null,
          "is_bot": false,
          "headline": "Migrate from aioresponses to aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T00:12:17Z",
          "body_truncated": false,
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        },
        {
          "oid": "207ddef2caf01e7bdbdecb2576c67d2ea436af05",
          "body": "…48.0.1\n\nBump cryptography from 46.0.7 to 48.0.1",
          "is_bot": false,
          "headline": "Merge pull request #416 from natekspencer/dependabot/uv/cryptography-…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:35:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdc9bbe68060bfb011b24a404504faa60a606c8a",
          "body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.7 to 48.0.1.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.7...48.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: cryptography\n  dependency-version: 48.0.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump cryptography from 46.0.7 to 48.0.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T23:34:15Z",
          "body_truncated": false,
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            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 85,
              "latest_release_tag": "2025.6.3",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 12.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "85 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~12.7 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 12.7
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                  }
                ],
                "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": "exceptional",
            "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": 0,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 67,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "forks": 37,
              "stars": 183,
              "watchers": 13,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "183 stars",
                "points": 36.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 183
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "37 forks",
                "points": 13,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 37
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "13 watchers",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 8,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "shields.io"
              ],
              "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"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 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": 82,
            "inputs": {
              "packages": [
                "pylitterbot"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 81891
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "81,891 downloads/month across pypi",
                "points": 65.5,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 81891,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 66,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 13,
              "top_contributor_share": 0.821
            },
            "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 82% of commits",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 82
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "13 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 90,
            "inputs": {
              "merged_prs": 326,
              "open_issues": 0,
              "closed_issues": 48,
              "prs_merged_7d": 1,
              "prs_decided_7d": 1,
              "prs_merged_30d": 3,
              "prs_decided_30d": 3,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 54,
              "first_time_authors_30d": 0,
              "first_time_prs_merged_30d": 0,
              "first_time_prs_decided_30d": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "326/380 decided PRs merged",
                "points": 25.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 326,
                      "decided": 380
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/4 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 74,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "natekspencer",
              "public_repos": 52,
              "account_age_days": 4897
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "74 followers of natekspencer",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 74,
                      "login": "natekspencer"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "52 public repos, account ~13 yr old",
                "points": 24.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 52
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pylitterbot"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "88 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 88
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 80,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "litter-robot",
                "python",
                "whisker",
                "feeder-robot",
                "hacktoberfest"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
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                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 58,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.8
            },
            "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 is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "15 out of 15 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 3/4 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 107 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 107
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 107,
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 107,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 62,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.909,
              "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": "70 of 77 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 70,
                      "sampled": 77
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pylitterbot/py.typed"
              ],
              "agent_commit_share": 0.37,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.14
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pylitterbot/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pylitterbot/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": "37 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 37,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "14 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 14,
                      "sampled": 100
                    }
                  }
                ],
                "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48783,
              "source_files_sampled": 56,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pylitterbot/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pylitterbot/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/56 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 56,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "cli",
        "library"
      ],
      "scores": {
        "cli": 10,
        "library": 6
      },
      "primary": "cli",
      "evidence": [
        {
          "tier": "declared",
          "label": "cli",
          "source": "pypi.console_scripts",
          "weight": 10
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "cli"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-03T01:56:32.859159Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/natekspencer/pylitterbot.svg",
  "full_name": "natekspencer/pylitterbot",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.3.1, esquema v0.30.0 — metodología completa · wiki de métricas.

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