Registro públicoBueno
Informe de salud del softwareesquema 0.26.0 · métricas 1.13.0 · 2026-07-22 20:32 UTC
pysal / libpysal
Core components of Python Spatial Analysis Library
pysal/libpysal tiene un índice de salud de 84 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (95/100) y la más baja, AI Readiness (47/100). Se actualizó por última vez hace 1 día. 3 personas concentran la mayor parte del trabajo reciente.
84
global / 100Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.
84
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
Titularidad
Python Spatial Analysis LibraryOrganización
350 seguidores39 repositorios públicosdesde mar 2013
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación | Etiquetas |
|---|---|---|---|---|---|---|
| PyPI | libpysal | 4.15.0 | 412.451 | 42 | hace 19 días | spatial-statisticsspatial-graphs |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
90
Actividad de desarrollo
88Excelente
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 1 días |
| 24.2/36 | Cadencia de commits — 35/52 semanas con commits |
| 18/18 | Volumen de commits — 156 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 156 |
| human_commit_share | 0,92 |
| days_since_last_push | 1 |
| active_weeks_last_year | 35 |
Disciplina de publicación
92Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 37 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 19 días |
| 19.8/27 | Cadencia de publicación — una versión cada ~106,2 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 37 |
| latest_release_tag | v4.15.0 |
| releases_from_tags | no |
| days_since_latest_release | 19 |
| mean_days_between_releases | 106,2 |
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?
77
Popularidad y adopción
65Moderado
Cómo se puntúa
| 39.9/60 | Estrellas — 291 estrellas |
| 16.8/25 | Forks — 106 forks |
| 7.9/15 | Observadores — 27 observadores |
Datos de entrada utilizados
| forks | 106 |
| stars | 291 |
| watchers | 27 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
79Bueno
Cómo se puntúa
| 22.5/22.5 | README |
| 16.9/22.5 | Licencia — archivo de licencia presente, no es una licencia reconocida |
| 18/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 7.2/7.2 | Plantilla de issues |
| 6.3/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | sí |
| has_issue_template | sí |
| has_code_of_conduct | no |
| has_pull_request_template | sí |
Adopción en el ecosistema (descargas)
94Excelente
Cómo se puntúa
| 74.9/80 | Descargas mensuales — 412.451 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | libpysal |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 412.451 |
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?
81
Cómo se puntúa
| 36/54 | Factor bus — la mitad de los commits recae en 3 contribuyente(s) |
| 14.4/22.5 | Distribución de commits — el principal contribuyente firma el 36% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 55 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 43 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 3 |
| contributors_sampled | 55 |
| top_contributor_share | 0,362 |
Cómo se puntúa
| 34.4/46.8 | Resolución de issues — 74% de issues cerradas |
| 33.4/38.3 | Aceptación de PR — 530/607 PR decididos fusionados |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Datos de entrada utilizados
| merged_prs | 530 |
| open_issues | 82 |
| closed_issues | 228 |
| issue_closed_ratio | 0,735 |
| closed_unmerged_prs | 77 |
Propiedad y custodia
72Bueno
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 18.3/25 | Alcance del propietario — 350 seguidores de pysal |
| 23.7/25 | Trayectoria — 39 repos públicos, cuenta de ~13 años |
Datos de entrada utilizados
| followers | 350 |
| owner_type | Organization |
| is_verified | — |
| owner_login | pysal |
| public_repos | 39 |
| account_age_days | 4887 |
Mantenimiento de paquetes
100Excelente
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 19 días |
| 20/20 | Historial de versiones — 42 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | libpysal |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 19 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
95
Prácticas de ingeniería
92Excelente
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 4 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter |
| 9.6/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 20 out of 21 merged PRs checked by a CI test -- score normalized to 9 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | sí |
| has_precommit_config | sí |
Documentación
100Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — http://pysal.org/libpysal |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 3 topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | gis, spatial-data, spatial-statistics |
| has_wiki | sí |
| homepage | http://pysal.org/libpysal |
| has_readme | sí |
| has_docs_dir | sí |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
73
Postura de seguridad
66Moderado
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — sin datos |
| 2.2/2.5 | CI-Tests — 20 out of 21 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 43 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6,6 |
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, signed_releases. Los pesos restantes se han renormalizado.
Avisos de dependencias
100Excelente
Cómo se puntúa
| 35/35 | Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido |
| 25/25 | Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 25 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:libpysal@4.15.0 —lo que arrastra la instalación del paquete publicado—: 25 paquetes. No se analiza la alcanzabilidad.
Preparación para IA
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.
47
Contexto y guía para agentes
26Crítico
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 25.5/40 | Historial de commits legible — 44 de 92 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,478 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — docs/Makefile |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 4/10 | Práctica demostrada con agentes — 2 de los últimos 100 commits con autoría o crédito de agente |
| 8/8 | Mantenimiento automatizado — 6 de los últimos 100 commits son actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | — |
| agent_commit_share | 0,02 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,06 |
Legibilidad del código para modelos
54Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 54.3/55 | Tamaños de archivo manejables — 2/166 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 121.652 |
| source_files_sampled | 166 |
| oversized_source_files | 2 |
Interfaces legibles por máquina
40En riesgo
Cómo se puntúa
| 0/40 | Esquema de API (OpenAPI/GraphQL/proto) |
| 0/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — examples, notebooks |
Datos de entrada utilizados
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Datos clave
291estrellas de GitHub
55contribuidores
156commits en los últimos 12 meses
1días desde el último push
37versiones publicadas
3factor bus
82issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Más detalle
Historial de estrellas y forks 0 ★ / 106 ⇿
0Estrellas
106Forks
36Versiones
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.
Mayor 0Menor 13Parche 16
Cada punto abarca 9 días.
OpenSSF Scorecard 6.6 / 10
6.6agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/d | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 9 | CI-Tests | 20 out of 21 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 43 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/d | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Dependencias directas 11
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | beautifulsoup4 | >=4.13.0 | pyproject.toml |
| PyPI | geopandas | >=1.1.0 | pyproject.toml |
| PyPI | jinja2 | — | pyproject.toml |
| PyPI | numpy | >=2.0.0 | pyproject.toml |
| PyPI | packaging | >=24.1 | pyproject.toml |
| PyPI | pandas | >=2.3.0 | pyproject.toml |
| PyPI | platformdirs | >=4.3 | pyproject.toml |
| PyPI | requests | >=2.32.0 | pyproject.toml |
| PyPI | scikit-learn | >=1.5.0 | pyproject.toml |
| PyPI | scipy | >=1.14.0 | pyproject.toml |
| PyPI | shapely | >=2.1 | pyproject.toml |
Todas las dependencias 22
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 10 paquetes directos y 12 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | beautifulsoup4 | — | directa |
| PyPI | geopandas | — | directa |
| PyPI | numpy | — | directa |
| PyPI | packaging | — | directa |
| PyPI | pandas | — | directa |
| PyPI | platformdirs | — | directa |
| PyPI | requests | — | directa |
| PyPI | scikit-learn | — | directa |
| PyPI | scipy | — | directa |
| PyPI | shapely | — | directa |
| PyPI | geodatasets | — | indirecta |
| PyPI | joblib | — | indirecta |
| PyPI | matplotlib | — | indirecta |
| PyPI | networkx | — | indirecta |
| PyPI | numba | — | indirecta |
| PyPI | pandarm | — | indirecta |
| PyPI | pulp | — | indirecta |
| PyPI | pyarrow | — | indirecta |
| PyPI | setuptools | — | indirecta |
| PyPI | setuptools-scm | — | indirecta |
| PyPI | sqlalchemy | — | indirecta |
| PyPI | xarray | — | indirecta |
Avisos de dependencias 0
Instalar pypi:libpysal@4.15.0 arrastra 25 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.
Ningún aviso conocido afecta a las dependencias evaluadas.
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
{
"data": {
"repo": {
"topics": [
"gis",
"spatial-data",
"spatial-statistics"
],
"is_fork": false,
"size_kb": 105768,
"has_wiki": true,
"homepage": "http://pysal.org/libpysal",
"languages": {
"HTML": 8941,
"Python": 1639453,
"Gnuplot": 580854,
"OpenEdge ABL": 14524,
"Visual Basic 6.0": 7665
},
"pushed_at": "2026-07-21T04:31:14Z",
"created_at": "2017-02-09T22:35:55Z",
"owner_type": "Organization",
"updated_at": "2026-07-21T04:27:48Z",
"description": "Core components of Python Spatial Analysis Library",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Python",
"significant_languages": [
"Python",
"Gnuplot"
]
},
"owner": {
"blog": null,
"name": "Python Spatial Analysis Library",
"type": "Organization",
"login": "pysal",
"company": null,
"location": null,
"followers": 350,
"avatar_url": "https://avatars.githubusercontent.com/u/3769919?v=4",
"created_at": "2013-03-04T23:01:38Z",
"is_verified": null,
"public_repos": 39,
"account_age_days": 4887
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v4.15.0",
"kind": "minor",
"published_at": "2026-07-03T14:44:28Z"
},
{
"tag": "v4.14.1",
"kind": "patch",
"published_at": "2026-01-09T18:11:27Z"
},
{
"tag": "v4.14.0",
"kind": "minor",
"published_at": "2026-01-01T20:56:59Z"
},
{
"tag": "v4.13.0",
"kind": "minor",
"published_at": "2025-03-26T14:32:36Z"
},
{
"tag": "v4.12.1",
"kind": "patch",
"published_at": "2024-08-29T18:20:41Z"
},
{
"tag": "v4.12.0",
"kind": "minor",
"published_at": "2024-07-19T17:32:35Z"
},
{
"tag": "v4.12.0rc1",
"kind": "other",
"published_at": "2024-07-16T21:30:29Z"
},
{
"tag": "v4.11.0",
"kind": "minor",
"published_at": "2024-06-10T19:39:46Z"
},
{
"tag": "v4.10",
"kind": "other",
"published_at": "2024-03-01T12:54:00Z"
},
{
"tag": "v4.8.1",
"kind": "patch",
"published_at": "2023-11-20T13:22:20Z"
},
{
"tag": "v4.8.1rc1",
"kind": "other",
"published_at": "2023-11-19T20:23:51Z"
},
{
"tag": "v4.9.2",
"kind": "patch",
"published_at": "2023-11-05T21:11:05Z"
},
{
"tag": "v4.9.1",
"kind": "patch",
"published_at": "2023-11-04T03:51:15Z"
},
{
"tag": "v4.9.0",
"kind": "minor",
"published_at": "2023-11-03T21:57:23Z"
},
{
"tag": "v4.8.0",
"kind": "minor",
"published_at": "2023-10-01T20:23:25Z"
},
{
"tag": "v4.8.0rc2",
"kind": "other",
"published_at": "2023-10-01T20:11:34Z"
},
{
"tag": "v4.8.0rc1",
"kind": "other",
"published_at": "2023-09-29T15:27:00Z"
},
{
"tag": "v4.7.0",
"kind": "minor",
"published_at": "2022-11-17T22:59:05Z"
},
{
"tag": "v4.6.2",
"kind": "patch",
"published_at": "2022-03-03T17:30:04Z"
},
{
"tag": "v4.6.1",
"kind": "patch",
"published_at": "2022-03-03T15:51:32Z"
},
{
"tag": "v4.6.0",
"kind": "minor",
"published_at": "2022-01-23T00:31:33Z"
},
{
"tag": "v4.5.1.post2",
"kind": "other",
"published_at": "2021-06-27T18:29:51Z"
},
{
"tag": "v4.5.0.post1",
"kind": "other",
"published_at": "2021-06-27T17:24:20Z"
},
{
"tag": "v4.5.0",
"kind": "minor",
"published_at": "2021-06-27T17:19:15Z"
},
{
"tag": "v4.4.0",
"kind": "minor",
"published_at": "2021-01-31T21:05:20Z"
},
{
"tag": "v4.3.5",
"kind": "patch",
"published_at": "2021-01-17T04:06:18Z"
},
{
"tag": "v4.3.4",
"kind": "patch",
"published_at": "2021-01-17T00:06:41Z"
},
{
"tag": "v4.3.3",
"kind": "patch",
"published_at": "2021-01-16T23:07:45Z"
},
{
"tag": "v4.3.2",
"kind": "patch",
"published_at": "2021-01-16T22:53:45Z"
},
{
"tag": "v4.3.1",
"kind": "patch",
"published_at": "2020-12-20T21:15:42Z"
},
{
"tag": "v4.3.0",
"kind": "minor",
"published_at": "2020-06-28T18:43:24Z"
},
{
"tag": "v4.2.2",
"kind": "patch",
"published_at": "2020-02-01T18:25:01Z"
},
{
"tag": "v4.2.0",
"kind": "minor",
"published_at": "2019-12-14T19:53:16Z"
},
{
"tag": "v4.2.1",
"kind": "patch",
"published_at": "2020-01-04T16:21:25Z"
},
{
"tag": "v4.1.1",
"kind": "patch",
"published_at": "2019-09-01T19:57:13Z"
},
{
"tag": "v4.1.0",
"kind": "minor",
"published_at": "2019-07-01T23:34:56Z"
},
{
"tag": "v4.0.1",
"kind": "patch",
"published_at": "2018-10-27T15:52:17Z"
}
],
"recent_commits": [
{
"oid": "b808e7c0df8ddf6b62fb4f92d4ec0e39f9ec32e5",
"body": null,
"is_bot": true,
"headline": "Bump actions/setup-python from 6 to 7 (#934)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-21T04:27:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65ec4aea264c6e658bf2f877b975d5537005c479",
"body": "…#933)",
"is_bot": false,
"headline": "fix adaptive bandwidth crashes when combined with coplanar='clique' (…",
"author_name": "Levi John Wolf",
"author_login": "ljwolf",
"committed_at": "2026-07-17T14:12:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27c21c67ee9161632822398aa12051832c2f03da",
"body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.15.9 → v0.15.20](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.9...v0.15.20)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#931)",
"author_name": "pre-commit-ci[bot]",
"author_login": "pre-commit-ci[bot]",
"committed_at": "2026-07-07T02:44:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0a6499a75230d47ef6da0b229365b0edc443614",
"body": null,
"is_bot": false,
"headline": "update docs extra in pyproject (#930)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-07-06T05:07:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a24f5f0730e757ebca653d9ebc64e51162ee6c15",
"body": null,
"is_bot": false,
"headline": "revert #927 (#928)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-07-05T16:36:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6bc0a074585b5596a88c27e4ea007582bf2b3e2a",
"body": "GHA: fix the version switcher update",
"is_bot": false,
"headline": "Merge pull request #929 from martinfleis/switcher",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-07-05T13:05:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5773346c29fa8f52c4a96a6639770cca3673348b",
"body": null,
"is_bot": false,
"headline": "GHA: fix the version swichter update",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-07-05T08:31:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c3cd4d18b04fc250c52082104212a9ba7c40ce5",
"body": null,
"is_bot": false,
"headline": "Merge pull request #927 from pysal/bf/docs",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-07-04T23:13:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c4cc41eb17708f3afac5b87cb50456954cb4e8d2",
"body": "Add network marker on some new tests",
"is_bot": false,
"headline": "Merge pull request #926 from QuLogic/test-network-marker",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-07-04T15:20:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1386440378374caeebdad709e3b535195561b72c",
"body": null,
"is_bot": false,
"headline": "Pin libjxl and add pyogrio for doc build action",
"author_name": "Serge Rey",
"author_login": "sjsrey",
"committed_at": "2026-07-04T14:55:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "475b15d4aaa5af80dba5247665fd118b31c2207a",
"body": null,
"is_bot": false,
"headline": "add libjxl for build_docs action",
"author_name": "Serge Rey",
"author_login": "sjsrey",
"committed_at": "2026-07-04T14:46:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d5e8df7f826b7b4fe29521cef57b1208f93613c",
"body": null,
"is_bot": false,
"headline": "Add network marker on some new tests",
"author_name": "Elliott Sales de Andrade",
"author_login": "QuLogic",
"committed_at": "2026-07-04T05:27:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "40cab61991086968799609f0856bf1eb2042e5ef",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump actions/checkout from 6 to 7 (#925)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-18T23:34:45Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d7696a694c4276bf48721780d1ce982d063c5af8",
"body": "GHA: fix reverse dependency testing",
"is_bot": false,
"headline": "Merge pull request #922 from martinfleis/reverse_fix",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-06-16T13:58:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c05b14ead935f8d445a74a084c3a144fad12c584",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'upstream/main' into reverse_fix",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-06-16T05:55:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aaec2d7d2b37da3fd4d377d8c5711dde16af708d",
"body": "DEP: pin Pulp to <4",
"is_bot": false,
"headline": "Merge pull request #923 from martinfleis/pulp",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-06-15T23:33:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef3cf361329987440abf6cb93b0be8b1616f3075",
"body": null,
"is_bot": false,
"headline": "propagate to env",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-06-15T12:52:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d4f12ecde48e311a33b148d02e6d008b3aa57c18",
"body": null,
"is_bot": false,
"headline": "DEP: pin Pulp to <4",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-06-15T12:49:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e43605db70ee84d478a249d18d4c50f45c2e688d",
"body": "* update path for raster test data\n\n* Switchin URL to that for the raw file\n\n---------\n\nCo-authored-by: Dani Arribas-Bel <daniel.arribas.bel@gmail.com>",
"is_bot": false,
"headline": "update path for raster test data (#921)",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-06-15T12:17:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "edae996ae98975f535c7738ddc0a2bb87594f4d3",
"body": null,
"is_bot": false,
"headline": "revert branch",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-06-15T07:41:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7767724ff441953b2ce096540214e3fd12b1923d",
"body": null,
"is_bot": false,
"headline": "GHA: fix reverse dependency testing",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-06-15T07:17:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9e6c62580bdb3379277f4f7b2e572ff6fc2efe2b",
"body": "* ENH: add kernel input validation\n\n* fixup tests",
"is_bot": false,
"headline": "ENH: add kernel input validation (#917)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-06-11T12:12:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1fdd77c62de1ebd8e50b4e78c903f3a6f03d609c",
"body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6 to 7.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump codecov/codecov-action from 6 to 7 (#920)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-09T16:39:01Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0ba17ef13312b490a46375a5b114836ccc313aee",
"body": "* fix-adaptive-kernels\n\n* fix: apply epsilon to adaptive bandwidth to retain k neighbours\n\nSigned-off-by: Shubham Singh <shubhsoch@gmail.com>\n\n* test: add actual value assertions to adaptive bandwidth test\n\n* docs-changes\n\n* test: migrate adaptive bandwidth graph test to test_builders and add exact value assertions\n\n---------\n\nSigned-off-by: Shubham Singh <shubhsoch@gmail.com>",
"is_bot": false,
"headline": "ENH: Add adaptive bandwidth support to Graph.build_kernel (#905)",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-05-28T14:04:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f14a51e355e072556aef46d7a468bf7e66d2baf",
"body": "…es (#915)\n\n* ensure that lines work\n\n* test",
"is_bot": false,
"headline": "BUG: fix situations where linear geometries disappear in voronoi_fram…",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-05-22T13:27:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b068e77c292578ee0385775d3f3e53dad41c1818",
"body": "* GHA: use dedicated environment for docs action\n\n* move yaml to docs",
"is_bot": false,
"headline": "GHA: use dedicated environment for docs action (#914)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-05-19T07:10:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "14cf450df24d260998d003d9699636fe57305d8d",
"body": "* TST: eliminate warning about unary_union\n\n* missing init",
"is_bot": false,
"headline": "TST: eliminate warning about unary_union (#913)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-05-09T00:43:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35a3d0935f1f08ed4c85b516544f8d559f4fd1cf",
"body": "* ENH: add Graph.from_lattice\n\n* it is sorted (i think)",
"is_bot": false,
"headline": "ENH: add Graph.from_lattice (#912)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-05-05T07:18:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "300dc17391a5b6a75b8aeb1a9d52d037a362385d",
"body": "* ENH: use KDTree sparse_distance_matrix for compact support kernels\n\nFor kernels with compact support (bisquare, boxcar, triangular, cosine,\nparabolic/discrete) with a fixed numeric bandwidth and euclidean metric,\nuse KDTree.sparse_distance_matrix instead of building the full N×N dense\ndistance mat\n[…]\nSonnet 4.6 <noreply@anthropic.com>\n\n* add ruff\n\n* ruff format fix\n\n* docstring and tests\n\n* remove dependency-groups\n\n* lint: ruff\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Sparse kernel weights (#911)",
"author_name": "Philip Stephens",
"author_login": "pastephens",
"committed_at": "2026-04-25T20:43:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "d939147e1da063a0d354f870c48b0aee87365d5b",
"body": "* duplicate-labels-clique-coplanar\n\n* relevant-test",
"is_bot": false,
"headline": "FIX: Fix index space mismatch in coplanar clique (#904)",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-04-24T08:47:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "399821792bca742f5e82d10d1a046e6e958e308a",
"body": null,
"is_bot": false,
"headline": "Update pyproject.toml (#910)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-04-15T22:55:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d7eb3143a105b747c0fa06859d5eff6b1ee789a6",
"body": "Bumps [actions/github-script](https://github.com/actions/github-script) from 8 to 9.\n- [Release notes](https://github.com/actions/github-script/releases)\n- [Commits](https://github.com/actions/github-script/compare/v8...v9)\n\n---\nupdated-dependencies:\n- dependency-name: actions/github-script\n depend\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump actions/github-script from 8 to 9 (#908)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-10T00:08:58Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8d90e25052d8ac5f5bf00ddefb37f9da9c50bd93",
"body": null,
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#906)",
"author_name": "pre-commit-ci[bot]",
"author_login": "pre-commit-ci[bot]",
"committed_at": "2026-04-06T23:02:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "239c1d958a27a21d3241c72498f59b1aa91c42da",
"body": "Bumps [mamba-org/setup-micromamba](https://github.com/mamba-org/setup-micromamba) from 2 to 3.\n- [Release notes](https://github.com/mamba-org/setup-micromamba/releases)\n- [Commits](https://github.com/mamba-org/setup-micromamba/compare/v2...v3)\n\n---\nupdated-dependencies:\n- dependency-name: mamba-org/\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump mamba-org/setup-micromamba from 2 to 3 (#903)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-03-27T23:46:04Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1641688c19ab10a6c2eb5126181988d3a31b00f7",
"body": "* move config\n\n* make raster notebook runnable\n\n* remove categorical lag notebook",
"is_bot": false,
"headline": "DOC: update docs infra based on momepy lessons (#902)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-27T15:28:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04f7214fe7afe2c19ff363e77b5a9f136619b743",
"body": null,
"is_bot": false,
"headline": "Update conf.py (#900)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-03-27T08:41:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "85c05885618fc41752d93dfdc4e25be47786fd96",
"body": null,
"is_bot": false,
"headline": "Update build_docs.yml (#901)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-03-27T08:40:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4769465691259597d817e9e3e7f6a9f5f440158c",
"body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump codecov/codecov-action from 5 to 6 (#899)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-03-27T00:00:13Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ed0ea2e7cc612fefc3b1556801ef9d0ec7d9d9f0",
"body": null,
"is_bot": false,
"headline": "DOC: fix table rendering (#898)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-26T15:27:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "649b76b6a10fcbc94fe51630d47226078411b5c0",
"body": null,
"is_bot": false,
"headline": "DOC: resolve sphinx warnings (#896)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-24T05:54:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e6bdd537362f87242d2932a94dc9f256ffbe5fd0",
"body": "* DOC: fold ReadMe to the docs\n\n* Update README.md\n\nCo-authored-by: James Gaboardi <jgaboardi@gmail.com>\n\n---------\n\nCo-authored-by: James Gaboardi <jgaboardi@gmail.com>",
"is_bot": false,
"headline": "DOC: fold ReadMe to the docs (#895)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-22T17:01:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4debd1d1d6cf1fd7aa6e97468417d1ca4a3222e4",
"body": "* pin python\n\n* use action arg\n\n* bump to 3.14\n\n* trigger\n\n* cleanup\n\n* minimise diff",
"is_bot": false,
"headline": "Fix reverse dependency check (#894)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-21T23:39:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "40c25b6b99f777ac9ecd0622b318e27492ac9d37",
"body": "* move to new docs/ dir structuregs\n\n* @martinfleis comment\n\n* missed several _build",
"is_bot": false,
"headline": "move to new `docs/` dir structure (#891)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-03-21T23:12:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2c2fbe85c924ffeffc52bfa2c69da57e878927a",
"body": "* drop Python 311 support - spec0\n\n* update oldest dep reqs\n\n* drop numpy/pandas version checking",
"is_bot": false,
"headline": "drop Python 311 support - spec0 (#892)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-03-21T22:47:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c8ee0ee42426d991177274602266ce1310955bac",
"body": "* resolve #879\n\n* add better message\n\n* Apply suggestions from code review\n\nCo-authored-by: Martin Fleischmann <martin@martinfleischmann.net>\n\n* suppress KDTree warning in weights/distance.py\n\n* suppress more warnings\n\n---------\n\nCo-authored-by: Martin Fleischmann <martin@martinfleischmann.net>",
"is_bot": false,
"headline": "Add deprecation for `KDtree` and `Arc_KDTree` (#881)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-03-20T16:30:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1978d1da9af5ed6d8a9d6faf2b93d4c5f1fb9caa",
"body": "Ref/docs",
"is_bot": false,
"headline": "Merge pull request #885 from sjsrey/ref/docs",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-03-20T16:06:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9e005bab661ce126b81bd99f588a9b3590d5dd7",
"body": "ENH: construction of distance-based weights directly from KDTree/BallTree",
"is_bot": false,
"headline": "Merge pull request #838 from FirePheonix/feature/graph-from-tree",
"author_name": "Levi John Wolf",
"author_login": "ljwolf",
"committed_at": "2026-03-19T07:24:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "95829c9e007383a64c6e62453c5cc0bbefe87898",
"body": null,
"is_bot": false,
"headline": "stdlib-warnings-ordering",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-03-19T04:15:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe236364b9808b62b77b1dae9d9f0c651f03510c",
"body": null,
"is_bot": false,
"headline": "pre-commit-checks",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-03-19T04:13:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "49ed3487ce4219b97ed0ed9804c1c7f66a2f7246",
"body": null,
"is_bot": false,
"headline": "add-warnings",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-03-19T04:11:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7398a8d4ee76a723add1aba2c602dee5650c1f6",
"body": null,
"is_bot": false,
"headline": "use spatial distance pdist and merge upstream",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-03-18T12:29:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "10499a73ee197a147c411f7c1e855c4635c910bc",
"body": "…tree",
"is_bot": false,
"headline": "Merge remote-tracking branch 'upstream/main' into feature/graph-from-…",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-03-18T06:07:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b412adfe10b88e9a630614ffcbac75e2a6b6f2e",
"body": "* add symmetrize function start\n\n* finalize make_symmetric\n\n* focus on weights for comparison\n\n* add additional tests that leverage additional reductions\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* address copilot review\n\n* fix line lengths\n\n* handl\n[…]\nor unique_ids and update tests\n\n* fix named index in delaunay\n\n* fix h3 constructor for backlinks\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "ENH: add make_symmetric function to Graph (#887)",
"author_name": "Levi John Wolf",
"author_login": "ljwolf",
"committed_at": "2026-03-18T00:44:55Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "835ed307fd9ca9c64c96e9eb45f073601bfdffc1",
"body": "* DOC: link to source from pages\n\n* cleanup",
"is_bot": false,
"headline": "DOC: link to source from pages (#888)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-17T23:09:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "88601b82f11dcc4c1468103ed742b25e00e035ca",
"body": "* DOC: convers RST to MD\n\n* fix the gap\n\n* fix admonitions and citations\n\n* fix math\n\n* Update docs/installation.md\n\nCo-authored-by: James Gaboardi <jgaboardi@gmail.com>\n\n---------\n\nCo-authored-by: James Gaboardi <jgaboardi@gmail.com>",
"is_bot": false,
"headline": "DOC: convert RST to MD (#884)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-17T21:08:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "388f6079b5729619c858b35e72276d51325bee9b",
"body": null,
"is_bot": false,
"headline": "TEST: test for handling coincident points in graph matching",
"author_name": "Serge Rey",
"author_login": "sjsrey",
"committed_at": "2026-03-17T18:41:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cf8a012d01a1b6b2f2170ef568185232e3abb6b8",
"body": null,
"is_bot": false,
"headline": "DOC: replace stale link",
"author_name": "Serge Rey",
"author_login": "sjsrey",
"committed_at": "2026-03-17T18:03:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b503369eae3667551752b72c1346441b88bd7ef",
"body": "* DOC: CI for documentation and version switching\n\n* fix path",
"is_bot": false,
"headline": "DOC: CI for documentation and version switching (#883)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-17T17:33:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e251b78dffe3615586d93be1dad70ee051ff7daa",
"body": "DOC: switch to sphinx-immaterial theme",
"is_bot": false,
"headline": "Merge pull request #882 from martinfleis/immaterial",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-03-17T16:46:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "377b5abb5aea931f86715620ec43996e472a9582",
"body": null,
"is_bot": false,
"headline": "execute notebooks",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-17T16:18:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d1158c862c2f1127dcb480f0d88e9d89b5e034b3",
"body": null,
"is_bot": false,
"headline": "DOC: switch to sphinx-immaterial theme",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-03-17T16:16:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "011d7e617c55e987c3609633c770adea0ea3e507",
"body": "ENH: Implement Graph.from_dense",
"is_bot": false,
"headline": "Merge pull request #837 from FirePheonix/graph-from-dense",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-03-04T15:11:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b31877fb08da273e5af27d6eaab9448297c3586",
"body": "* start support for Python 3.14\n\n* update pre-commit\n\n* test min deps (not oldest) on 3.14",
"is_bot": false,
"headline": "Add Python 3.14 support to testing matrix (#875)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-02-23T01:09:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "823bb2de4e191c63b482daf2aff628da9f6652db",
"body": null,
"is_bot": false,
"headline": "trusted publishing to pypi via action (#876)",
"author_name": "James Gaboardi",
"author_login": "jGaboardi",
"committed_at": "2026-02-23T01:04:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33e173b30d18c7d3092bc8ab4c692d177a111569",
"body": null,
"is_bot": false,
"headline": "Change return type from numpy.array to pandas.Series (#867)",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-02-05T11:31:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "825fe7f29e46f9483a6f836a070b16d2013986cb",
"body": null,
"is_bot": false,
"headline": "switched to _adjacency",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-23T20:39:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4dc1e90ec49dcf022e5a11450cdf7385d2c2ee9f",
"body": "Switch from pandana.Network to pandarm.Network in Graph.build_travel_cost",
"is_bot": false,
"headline": "Merge pull request #856 from martinfleis/pandarm",
"author_name": "eli knaap",
"author_login": "knaaptime",
"committed_at": "2026-01-22T21:24:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "730423987b50450927abc4f820ec0fbb5c4f388c",
"body": null,
"is_bot": false,
"headline": "keep pandana in the oldest",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-01-22T21:02:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "30a2268badc378bf4a9bc6262b1ab1548a96bde4",
"body": null,
"is_bot": false,
"headline": "skip in oldest",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-01-22T20:50:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4cf790bb2c86ac10b9464674215e9d48b9a7de8b",
"body": null,
"is_bot": false,
"headline": "replace pandana with pandarm",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-01-22T20:43:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "676a6726eb7759312096dc4dfcb36317e17e689f",
"body": null,
"is_bot": false,
"headline": "COMPAT: pandas 3 compat in kernel (#855)",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-01-22T20:35:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "77b618b03220742b44de9ec8caacf12958588d42",
"body": "Added from_networkx() to Graph constructors",
"is_bot": false,
"headline": "Merge pull request #846 from Ramji-Purwar/networkx",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-01-21T17:51:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "14603e9cea9f9ac0308ab7792e0896afdac72b9c",
"body": "* w_g_comparison.py\n\n* testing-scripts-addition\n\n* added-scripts-in-workflow\n\n* added-scripts-in-workflow",
"is_bot": false,
"headline": "ruff format w_g_comparison.py (#850)",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-01-21T08:19:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8cc7fefc0ed7ac5983d14e6376e56a86e9aabdb5",
"body": null,
"is_bot": false,
"headline": "float-to-int",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-20T19:36:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ab33546b2f7f516bb61b65bc8a8251a74ea4bfd",
"body": null,
"is_bot": false,
"headline": "raise-value-error-coordinate-transformation",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-20T10:05:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a66a9fd84dc29d1d171a211e3487ef01601393a6",
"body": null,
"is_bot": false,
"headline": "added-new-tests",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-20T06:29:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c7b114381cf4403ae894bd3eede93eecb8cff84",
"body": null,
"is_bot": false,
"headline": "edge-case-1",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-19T17:46:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dbbd19486572b4c3c0f4a6508a7f3c27e08aa726",
"body": null,
"is_bot": false,
"headline": "ruff formatting corrected",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-19T11:13:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "198672cb10e23297e8c820972ff9b101c9221d3c",
"body": null,
"is_bot": false,
"headline": "Added check for missing weight value",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-19T11:05:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "738fcfaf781e0f58111629338167f1a9e5bbd85f",
"body": null,
"is_bot": false,
"headline": "expand docstring",
"author_name": "Martin Fleischmann",
"author_login": "martinfleis",
"committed_at": "2026-01-19T09:47:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48aa1a411b23c2139e8db5750abc62eaf28b66f0",
"body": null,
"is_bot": false,
"headline": "fixed ruff formatting",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-18T13:09:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a00574309a4e78f3eacb033ca661c083a4c63fc",
"body": null,
"is_bot": false,
"headline": "removed weight_col from test of from_networkx()",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-18T12:36:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ec9595c74d9774513a8bd628c5b7f46dbb161c5",
"body": null,
"is_bot": false,
"headline": "changed variable name weight_col to weight",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-18T12:26:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a227f17fb9d458ffb077a5b8c3baefe4d364bee",
"body": null,
"is_bot": false,
"headline": "Revert unrelated formatting changes to w_g_comparison.py",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-18T09:02:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9aa47a03328c1f07dd5c1198f43484991c765a63",
"body": null,
"is_bot": false,
"headline": "Apply ruff formatting",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-18T09:00:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a190174488b4865454150547d9445bbc541550f",
"body": null,
"is_bot": false,
"headline": "Merge branch 'pysal:main' into from_networkx",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-18T08:34:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1473643cc0950d6fe8612ae50f05ae8f53f75fd1",
"body": "…ocs (#842)\n\n* fix: correct User Guide link in documentation\n\n* Add .gitignore entries for Sphinx build artifacts and generated API docs\n\n---------\n\nCo-authored-by: Martin Fleischmann <martin@martinfleischmann.net>",
"is_bot": false,
"headline": "Add .gitignore entries for Sphinx build artifacts and generated API d…",
"author_name": "Shlok Bagwe",
"author_login": "ShlokBagwe",
"committed_at": "2026-01-18T00:50:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5158edd562de4abfe6fffe470ab13f536c715c1",
"body": "…sal into from_networkx",
"is_bot": false,
"headline": "Merge branch 'from_networkx' of https://github.com/Ramji-Purwar/libpy…",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-17T22:35:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db745f07ef117ed60ff465f902bb2bca04db6b7c",
"body": null,
"is_bot": false,
"headline": "included test for missing weight columx",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-17T22:35:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7e767970fda2ef28120dbf1d3cabefad3a48937",
"body": null,
"is_bot": false,
"headline": "Merge branch 'pysal:main' into from_networkx",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-17T22:05:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "36a4ce4904bbf9a8c8a0d224dc48ae6a68c3ac97",
"body": null,
"is_bot": false,
"headline": "added from_networkx function in base.py + its tests",
"author_name": "Ramji Purwar",
"author_login": "Ramji-Purwar",
"committed_at": "2026-01-17T22:04:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "127a19bb31c54efa8d1cca1dd2474928c2b0eaae",
"body": null,
"is_bot": false,
"headline": "BENCH: fix syntax error in benchmarks (#840)",
"author_name": "Shubham Singh",
"author_login": "FirePheonix",
"committed_at": "2026-01-17T20:55:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cbb4d24fcda97f3bef10ab9f8fb8bd0d1516e2eb",
"body": null,
"is_bot": false,
"headline": "Merge pull request #833 from Jiya873/kernel-taper",
"author_name": "Sergio Rey",
"author_login": "sjsrey",
"committed_at": "2026-01-14T15:07:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33fd35122082a75f50aee40a35b025ab2bbdaeaa",
"body": null,
"is_bot": false,
"headline": "ruff formatting in test file",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-13T17:16:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a3ae92ad0e6b1193438214186f96172f4893dfc2",
"body": null,
"is_bot": false,
"headline": "ruff linting issues fix",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-13T16:43:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "336b7c9679fe9b0c3db0c0f938b4cbf2808fcee2",
"body": null,
"is_bot": false,
"headline": "default",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-13T16:18:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "88cb44264764155a338eb7f9c549f9d0729bc0b8",
"body": null,
"is_bot": false,
"headline": "pre-built-tree-reuse",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-13T15:47:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bb8fd55ccc4f28d04ea01227004c9a2a3ca014ab",
"body": null,
"is_bot": false,
"headline": "ruff format checks",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-13T11:25:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2faca9e56abb530204ea1bce005df6c5712ddd47",
"body": null,
"is_bot": false,
"headline": "format line too long err fix",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-13T11:21:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6b5f2f3ff5961de8407995e889a3d1e07890d9b",
"body": null,
"is_bot": false,
"headline": "graphFromDense",
"author_name": "FirePheonix",
"author_login": "FirePheonix",
"committed_at": "2026-01-13T11:00:20Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 37,
"commits_last_year": 156,
"latest_release_at": "2026-07-03T14:44:28Z",
"latest_release_tag": "v4.15.0",
"releases_from_tags": false,
"days_since_last_push": 1,
"active_weeks_last_year": 35,
"days_since_latest_release": 19,
"mean_days_between_releases": 106.2
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": true,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "libpysal",
"exists": true,
"license": "BSD 3-Clause",
"keywords": [
"spatial statistics",
"spatial graphs",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: BSD License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Topic :: Scientific/Engineering :: GIS"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/libpysal/",
"is_deprecated": false,
"latest_version": "4.15.0",
"repository_url": "https://github.com/pysal/libpysal",
"versions_count": 42,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 412451,
"first_published_at": "2017-04-08T15:41:41.362394Z",
"latest_published_at": "2026-07-03T14:44:42.538241Z",
"latest_version_yanked": null,
"days_since_latest_publish": 19
}
]
},
"popularity": {
"forks": 106,
"stars": 291,
"watchers": 27,
"fork_history": {
"days": [
{
"date": "2017-02-13",
"count": 3
},
{
"date": "2017-05-16",
"count": 1
},
{
"date": "2017-06-13",
"count": 1
},
{
"date": "2018-02-07",
"count": 1
},
{
"date": "2018-05-25",
"count": 1
},
{
"date": "2018-06-20",
"count": 1
},
{
"date": "2018-07-10",
"count": 1
},
{
"date": "2018-07-14",
"count": 2
},
{
"date": "2018-07-15",
"count": 1
},
{
"date": "2018-07-26",
"count": 1
},
{
"date": "2018-10-30",
"count": 1
},
{
"date": "2018-11-20",
"count": 1
},
{
"date": "2018-12-05",
"count": 1
},
{
"date": "2018-12-26",
"count": 1
},
{
"date": "2019-02-08",
"count": 1
},
{
"date": "2019-03-23",
"count": 1
},
{
"date": "2019-09-14",
"count": 1
},
{
"date": "2019-10-04",
"count": 1
},
{
"date": "2020-02-13",
"count": 1
},
{
"date": "2020-02-18",
"count": 1
},
{
"date": "2020-04-15",
"count": 1
},
{
"date": "2020-04-22",
"count": 1
},
{
"date": "2020-06-06",
"count": 1
},
{
"date": "2020-07-21",
"count": 1
},
{
"date": "2020-07-29",
"count": 2
},
{
"date": "2020-08-17",
"count": 1
},
{
"date": "2020-08-27",
"count": 1
},
{
"date": "2020-09-01",
"count": 1
},
{
"date": "2020-12-05",
"count": 1
},
{
"date": "2020-12-10",
"count": 1
},
{
"date": "2020-12-17",
"count": 1
},
{
"date": "2021-03-26",
"count": 1
},
{
"date": "2021-03-31",
"count": 1
},
{
"date": "2021-08-15",
"count": 1
},
{
"date": "2021-09-01",
"count": 1
},
{
"date": "2021-09-09",
"count": 1
},
{
"date": "2021-09-21",
"count": 1
},
{
"date": "2021-10-01",
"count": 1
},
{
"date": "2022-01-31",
"count": 1
},
{
"date": "2022-02-01",
"count": 1
},
{
"date": "2022-03-05",
"count": 1
},
{
"date": "2022-05-13",
"count": 1
},
{
"date": "2022-05-22",
"count": 1
},
{
"date": "2022-06-15",
"count": 1
},
{
"date": "2022-06-20",
"count": 1
},
{
"date": "2022-06-29",
"count": 1
},
{
"date": "2022-08-09",
"count": 1
},
{
"date": "2022-09-27",
"count": 1
},
{
"date": "2022-10-27",
"count": 1
},
{
"date": "2022-11-01",
"count": 1
},
{
"date": "2022-12-06",
"count": 1
},
{
"date": "2023-01-11",
"count": 1
},
{
"date": "2023-01-17",
"count": 1
},
{
"date": "2023-02-13",
"count": 1
},
{
"date": "2023-05-10",
"count": 1
},
{
"date": "2023-06-02",
"count": 1
},
{
"date": "2023-07-27",
"count": 1
},
{
"date": "2023-09-06",
"count": 1
},
{
"date": "2023-09-09",
"count": 1
},
{
"date": "2023-09-14",
"count": 1
},
{
"date": "2023-10-19",
"count": 1
},
{
"date": "2023-11-17",
"count": 1
},
{
"date": "2023-12-06",
"count": 1
},
{
"date": "2024-02-01",
"count": 1
},
{
"date": "2024-02-18",
"count": 1
},
{
"date": "2024-04-10",
"count": 3
},
{
"date": "2024-04-17",
"count": 1
},
{
"date": "2024-04-29",
"count": 1
},
{
"date": "2024-06-04",
"count": 1
},
{
"date": "2024-06-17",
"count": 1
},
{
"date": "2024-12-12",
"count": 1
},
{
"date": "2025-05-11",
"count": 1
},
{
"date": "2025-08-08",
"count": 1
},
{
"date": "2025-08-21",
"count": 1
},
{
"date": "2025-12-17",
"count": 1
},
{
"date": "2026-01-07",
"count": 1
},
{
"date": "2026-01-12",
"count": 1
},
{
"date": "2026-01-14",
"count": 1
},
{
"date": "2026-01-16",
"count": 1
},
{
"date": "2026-01-17",
"count": 1
},
{
"date": "2026-01-18",
"count": 1
},
{
"date": "2026-01-20",
"count": 1
},
{
"date": "2026-01-21",
"count": 3
},
{
"date": "2026-01-23",
"count": 1
},
{
"date": "2026-01-24",
"count": 1
},
{
"date": "2026-01-25",
"count": 2
},
{
"date": "2026-01-26",
"count": 1
},
{
"date": "2026-01-29",
"count": 1
},
{
"date": "2026-01-30",
"count": 1
},
{
"date": "2026-02-03",
"count": 1
},
{
"date": "2026-03-03",
"count": 1
},
{
"date": "2026-03-09",
"count": 1
},
{
"date": "2026-03-20",
"count": 1
},
{
"date": "2026-04-10",
"count": 1
},
{
"date": "2026-05-25",
"count": 1
}
],
"complete": true,
"collected": 104,
"total_forks": 106
},
"star_history": null,
"open_issues_and_prs": 95
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 121652,
"source_files_sampled": 166,
"oversized_source_files": 2,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 25,
"malicious_count": 0,
"assessed_package": "pypi:libpysal@4.15.0",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "beautifulsoup4",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.13.0"
},
{
"name": "geopandas",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.1.0"
},
{
"name": "jinja2",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0"
},
{
"name": "packaging",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=24.1"
},
{
"name": "pandas",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.3.0"
},
{
"name": "platformdirs",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.3"
},
{
"name": "requests",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.32.0"
},
{
"name": "scikit-learn",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.5.0"
},
{
"name": "scipy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.14.0"
},
{
"name": "shapely",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.1"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "beautifulsoup4",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "geopandas",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "shapely",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "geodatasets",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "joblib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numba",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandarm",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pulp",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "setuptools-scm",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sqlalchemy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "xarray",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 22,
"direct_count": 10,
"indirect_count": 12
}
},
"maintainership": {
"issues": {
"open_prs": 13,
"merged_prs": 530,
"open_issues": 82,
"closed_ratio": 0.735,
"closed_issues": 228,
"closed_unmerged_prs": 77
},
"bus_factor": 3,
"bot_contributors": 2,
"top_contributors": [
{
"type": "User",
"login": "sjsrey",
"commits": 1947,
"avatar_url": "https://avatars.githubusercontent.com/u/118042?v=4"
},
{
"type": "User",
"login": "ljwolf",
"commits": 540,
"avatar_url": "https://avatars.githubusercontent.com/u/2250995?v=4"
},
{
"type": "User",
"login": "jGaboardi",
"commits": 512,
"avatar_url": "https://avatars.githubusercontent.com/u/8590583?v=4"
},
{
"type": "User",
"login": "martinfleis",
"commits": 499,
"avatar_url": "https://avatars.githubusercontent.com/u/36797143?v=4"
},
{
"type": "User",
"login": "pastephens",
"commits": 461,
"avatar_url": "https://avatars.githubusercontent.com/u/871844?v=4"
},
{
"type": "User",
"login": "schmidtc",
"commits": 261,
"avatar_url": "https://avatars.githubusercontent.com/u/1403099?v=4"
},
{
"type": "User",
"login": "jlaura",
"commits": 233,
"avatar_url": "https://avatars.githubusercontent.com/u/2105468?v=4"
},
{
"type": "User",
"login": "darribas",
"commits": 164,
"avatar_url": "https://avatars.githubusercontent.com/u/417363?v=4"
},
{
"type": "User",
"login": "TaylorOshan",
"commits": 160,
"avatar_url": "https://avatars.githubusercontent.com/u/8117709?v=4"
},
{
"type": "User",
"login": "dfolch",
"commits": 93,
"avatar_url": "https://avatars.githubusercontent.com/u/1322332?v=4"
}
],
"contributors_sampled": 55,
"top_contributor_share": 0.362
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"build_docs.yml",
"release_and_publish.yml",
"reverse.yml",
"unittests.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 9,
"reason": "20 out of 21 merged PRs checked by a CI test -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 10,
"reason": "all changesets reviewed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 43 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 9,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "b808e7c0df8ddf6b62fb4f92d4ec0e39f9ec32e5",
"ran_at": "2026-07-22T20:31:41Z",
"aggregate_score": 6.6,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-21T23:12:20Z",
"oldest_open_prs": [
{
"number": 829,
"created_at": "2026-01-10T15:28:25Z",
"last_comment_at": "2026-03-19T00:58:23Z",
"last_comment_author": "FirePheonix"
},
{
"number": 853,
"created_at": "2026-01-21T18:56:32Z",
"last_comment_at": "2026-01-29T06:12:04Z",
"last_comment_author": "Omiii-215"
},
{
"number": 854,
"created_at": "2026-01-22T19:33:54Z",
"last_comment_at": "2026-01-22T20:10:19Z",
"last_comment_author": "martinfleis"
},
{
"number": 857,
"created_at": "2026-01-25T21:11:34Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 858,
"created_at": "2026-01-26T17:53:55Z",
"last_comment_at": "2026-01-26T17:58:54Z",
"last_comment_author": "codecov"
},
{
"number": 859,
"created_at": "2026-01-27T15:53:01Z",
"last_comment_at": "2026-01-27T15:58:53Z",
"last_comment_author": "codecov"
},
{
"number": 862,
"created_at": "2026-02-02T15:05:01Z",
"last_comment_at": "2026-02-02T15:11:37Z",
"last_comment_author": "codecov"
},
{
"number": 868,
"created_at": "2026-02-05T23:15:30Z",
"last_comment_at": "2026-03-03T01:03:34Z",
"last_comment_author": "AliaaNasser7"
},
{
"number": 869,
"created_at": "2026-02-06T10:55:14Z",
"last_comment_at": "2026-02-06T11:00:26Z",
"last_comment_author": "codecov"
},
{
"number": 872,
"created_at": "2026-02-18T04:58:07Z",
"last_comment_at": "2026-03-26T09:03:23Z",
"last_comment_author": "martinfleis"
},
{
"number": 874,
"created_at": "2026-02-21T20:12:34Z",
"last_comment_at": "2026-02-23T08:57:07Z",
"last_comment_author": "FirePheonix"
},
{
"number": 907,
"created_at": "2026-04-08T04:47:24Z",
"last_comment_at": "2026-04-09T12:59:48Z",
"last_comment_author": "ljwolf"
},
{
"number": 918,
"created_at": "2026-06-02T09:28:22Z",
"last_comment_at": "2026-06-02T21:07:55Z",
"last_comment_author": "martinfleis"
}
],
"last_merged_pr_at": "2026-07-21T04:27:21Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 305,
"created_at": "2013-02-19T18:44:21Z",
"last_comment_at": "2026-01-27T15:48:46Z",
"last_comment_author": "Jiya873"
},
{
"number": 308,
"created_at": "2016-07-24T21:53:52Z",
"last_comment_at": "2016-07-24T22:15:24Z",
"last_comment_author": "ljwolf"
},
{
"number": 306,
"created_at": "2016-07-27T15:42:27Z",
"last_comment_at": "2016-09-26T04:30:07Z",
"last_comment_author": "sjsrey"
},
{
"number": 309,
"created_at": "2016-12-17T06:09:09Z",
"last_comment_at": "2020-02-12T16:03:30Z",
"last_comment_author": "MgeeeeK"
},
{
"number": 47,
"created_at": "2018-06-05T23:05:37Z",
"last_comment_at": "2026-01-09T19:43:16Z",
"last_comment_author": "Jiya873"
},
{
"number": 52,
"created_at": "2018-06-19T01:54:42Z",
"last_comment_at": "2020-03-05T00:03:20Z",
"last_comment_author": "github-actions"
},
{
"number": 302,
"created_at": "2018-06-30T12:25:42Z",
"last_comment_at": "2020-08-07T20:46:48Z",
"last_comment_author": "ljwolf"
},
{
"number": 102,
"created_at": "2018-08-17T12:25:02Z",
"last_comment_at": "2020-03-05T00:03:17Z",
"last_comment_author": "github-actions"
},
{
"number": 103,
"created_at": "2018-08-17T12:44:10Z",
"last_comment_at": "2026-01-21T18:13:11Z",
"last_comment_author": "seika-afk"
},
{
"number": 153,
"created_at": "2019-04-25T10:10:42Z",
"last_comment_at": "2026-03-20T11:10:59Z",
"last_comment_author": "Amrutha23max"
},
{
"number": 164,
"created_at": "2019-07-05T14:36:24Z",
"last_comment_at": "2020-03-05T00:03:14Z",
"last_comment_author": "github-actions"
},
{
"number": 183,
"created_at": "2019-09-02T15:31:05Z",
"last_comment_at": "2020-03-05T00:03:13Z",
"last_comment_author": "github-actions"
},
{
"number": 518,
"created_at": "2019-10-11T18:12:32Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 234,
"created_at": "2020-01-12T20:42:38Z",
"last_comment_at": "2026-01-06T19:54:16Z",
"last_comment_author": "Jiya873"
},
{
"number": 246,
"created_at": "2020-02-13T17:33:47Z",
"last_comment_at": "2020-03-05T18:08:45Z",
"last_comment_author": "knaaptime"
},
{
"number": 272,
"created_at": "2020-03-30T13:47:16Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 283,
"created_at": "2020-04-29T09:35:15Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 284,
"created_at": "2020-04-29T15:00:30Z",
"last_comment_at": "2020-06-29T02:09:08Z",
"last_comment_author": "MgeeeeK"
},
{
"number": 290,
"created_at": "2020-05-26T23:16:38Z",
"last_comment_at": "2020-05-30T18:37:59Z",
"last_comment_author": "jGaboardi"
},
{
"number": 292,
"created_at": "2020-05-30T18:18:47Z",
"last_comment_at": "2026-01-29T12:18:51Z",
"last_comment_author": "Piyush0000"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/pysal/libpysal",
"host": "github.com",
"name": "libpysal",
"owner": "pysal"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"security": 73,
"vitality": 90,
"community": 77,
"governance": 81,
"engineering": 95
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 90,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 88,
"inputs": {
"commits_last_year": 156,
"human_commit_share": 0.92,
"days_since_last_push": 1,
"active_weeks_last_year": 35
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "35/52 weeks with commits",
"points": 24.2,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 35
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "156 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 156
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 92,
"inputs": {
"releases_count": 37,
"latest_release_tag": "v4.15.0",
"releases_from_tags": false,
"days_since_latest_release": 19,
"mean_days_between_releases": 106.2
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "37 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 37
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 19 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 19
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~106.2 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 106.2
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 5,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 5 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 5
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 77,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"forks": 106,
"stars": 291,
"watchers": 27,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "291 stars",
"points": 39.9,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 291
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "106 forks",
"points": 16.8,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 106
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "27 watchers",
"points": 7.9,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 27
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 79,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": true,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"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": 7.2,
"status": "met",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"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": 94,
"inputs": {
"packages": [
"libpysal"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 412451
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "412,451 downloads/month across pypi",
"points": 74.9,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 412451,
"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": 81,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"bus_factor": 3,
"contributors_sampled": 55,
"top_contributor_share": 0.362
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 3
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 36% of commits",
"points": 14.4,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 36
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "55 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 55
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 43 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"merged_prs": 530,
"open_issues": 82,
"closed_issues": 228,
"issue_closed_ratio": 0.735,
"closed_unmerged_prs": 77
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "74% of issues closed",
"points": 34.4,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 74
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "530/607 decided PRs merged",
"points": 33.4,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 530,
"decided": 607
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"followers": 350,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "pysal",
"public_repos": 39,
"account_age_days": 4887
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "350 followers of pysal",
"points": 18.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 350,
"login": "pysal"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "39 public repos, account ~13 yr old",
"points": 23.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 39
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"libpysal"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 19
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 19 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 19
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "42 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 42
}
}
],
"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": 95,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 92,
"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": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "20 out of 21 merged PRs checked by a CI test -- score normalized to 9",
"points": 18,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"gis",
"spatial-data",
"spatial-statistics"
],
"has_wiki": true,
"homepage": "http://pysal.org/libpysal",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "http://pysal.org/libpysal",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "3 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 3
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 73,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 6.6
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "20 out of 21 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"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": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 43 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 5 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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:libpysal@4.15.0 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:libpysal@4.15.0",
"assessed": 25
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 25,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 25,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 17
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 47,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 26,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.478,
"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": "44 of 92 human commits state their intent (structured subject or explanatory body)",
"points": 25.5,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 44,
"sampled": 92
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.02,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.06
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "2 of the last 100 commits agent-authored or agent-credited",
"points": 4,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 2,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "6 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 6,
"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": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 121652,
"source_files_sampled": 166,
"oversized_source_files": 2
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "2/166 source files over 60KB",
"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 166,
"oversized": 2
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-22T20:32:11.170674Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pysal/libpysal.svg",
"full_name": "pysal/libpysal",
"license_state": "custom",
"license_spdx": null
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.26.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.