Registro públicoModerado
Informe de salud del softwareesquema 0.11.0 · métricas 1.13.0 · 2026-07-16 03:39 UTC
iowarp / clio-kit
Bringing AI practically to science!
iowarp/clio-kit tiene un índice de salud de 67 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Engineering Quality (83/100) y la más baja, Security (44/100). Se actualizó por última vez hoy. 2 personas concentran la mayor parte del trabajo reciente.
67
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.
67
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
IOWarpOrganización
18 seguidores13 repositorios públicosdesde sept 2024
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 | clio-kit | 2.4.8 | 3845 | 20 | hace 0 días | ai-agentshdf5hpcllm-toolsmcpmodel-context-protocolparquetresearch-toolsscientific-computingslurm |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
80
Actividad de desarrollo
74Bueno
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 9.7/36 | Cadencia de commits — 14/52 semanas con commits |
| 18/18 | Volumen de commits — 583 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 583 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 14 |
Disciplina de publicación
90Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 23 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 0 días |
| 27/27 | Cadencia de publicación — una versión cada ~0,6 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Datos de entrada utilizados
| releases_count | 23 |
| latest_release_tag | v2.4.8 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0,6 |
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
54
Popularidad y adopción
37En riesgo
Cómo se puntúa
| 22.4/60 | Estrellas — 25 estrellas |
| 11.5/25 | Forks — 25 forks |
| 2.7/15 | Observadores — 4 observadores |
Datos de entrada utilizados
| forks | 25 |
| stars | 25 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
70Bueno
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (BSD-3-Clause) |
| 18/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 0/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Adopción en el ecosistema (descargas)
60Moderado
Cómo se puntúa
| 47.8/80 | Descargas mensuales — 3845 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | clio-kit |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3845 |
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?
67
Resiliencia de mantenedores (factor bus)
64Moderado
Cómo se puntúa
| 25.2/54 | Factor bus — la mitad de los commits recae en 2 contribuyente(s) |
| 15.5/22.5 | Distribución de commits — el principal contribuyente firma el 31% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 24 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 2 |
| contributors_sampled | 24 |
| top_contributor_share | 0,31 |
Capacidad de respuesta a issues y PR
62Moderado
Cómo se puntúa
| 36.6/46.8 | Resolución de issues — 78% de issues cerradas |
| 25.6/38.3 | Aceptación de PR — 142/212 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 142 |
| open_issues | 20 |
| closed_issues | 72 |
| issue_closed_ratio | 0,783 |
| closed_unmerged_prs | 70 |
Propiedad y custodia
51Moderado
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 9.2/25 | Alcance del propietario — 18 seguidores de iowarp |
| 12/25 | Trayectoria — 13 repos públicos, cuenta de ~1 años |
Datos de entrada utilizados
| followers | 18 |
| owner_type | Organization |
| is_verified | — |
| owner_login | iowarp |
| public_repos | 13 |
| account_age_days | 667 |
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 0 días |
| 20/20 | Historial de versiones — 20 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | clio-kit |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
83
Prácticas de ingeniería
88Excelente
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 5 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 |
| 14/20 | OpenSSF Scorecard: CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | sí |
| has_precommit_config | sí |
Documentación
75Bueno
Cómo se puntúa
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — http://toolkit.iowarp.ai/ |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 8 topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | ai4hpc, ai4science, hpc, hpc-ai, mcp, mcp-tools, clio, clio-kit |
| has_wiki | sí |
| homepage | http://toolkit.iowarp.ai/ |
| has_readme | sí |
| has_docs_dir | no |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
44
Postura de seguridad
44En riesgo
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 1.8/2.5 | CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 5 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 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 — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 3.8/7.5 | Vulnerabilities — 5 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4,4 |
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.
64
Contexto y guía para agentes
75Bueno
Cómo se puntúa
| 45/45 | Instrucciones para agentes — CLAUDE.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 0/40 | Historial de commits legible — sin datos |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 18.852 |
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 10/10 | Entorno reproducible — lockfile |
| 0/10 | Práctica demostrada con agentes — sin datos |
| 0/8 | Mantenimiento automatizado — sin datos |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes, Mantenimiento automatizado. Los pesos restantes se han renormalizado.
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 — 6/493 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 122.897 |
| source_files_sampled | 493 |
| oversized_source_files | 6 |
Interfaces legibles por máquina
60Moderado
Cómo se puntúa
| 0/40 | Esquema de API (OpenAPI/GraphQL/proto) |
| 20/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — examples |
Datos de entrada utilizados
| example_dirs | examples |
| has_mcp_signal | sí |
| api_schema_files | — |
Datos clave
25estrellas de GitHub
24contribuidores
583commits en los últimos 12 meses
0días desde el último push
23versiones publicadas
2factor bus
20issues abiertas
npm, PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Could not fetch pypi package 'clio-agentic-search' from its registry
Más detalle
OpenSSF Scorecard 4.4 / 10
4.4agregado
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 |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 7 | CI-Tests | 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/25 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 5 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 5 | Vulnerabilities | 5 existing vulnerabilities detected |
Dependencias directas 13
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | duckdb | >=1.1.0,<2.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | fastapi | >=0.139.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | uvicorn | >=0.30.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | tenacity | >=8.2.0,<10.0.0 | clio-agentic-search/pyproject.toml |
| npm | @docusaurus/core | 3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/preset-classic | 3.8.1 | clio-kit-website/package.json |
| npm | @mdx-js/react | ^3.0.0 | clio-kit-website/package.json |
| npm | clsx | ^2.0.0 | clio-kit-website/package.json |
| npm | prism-react-renderer | ^2.3.0 | clio-kit-website/package.json |
| npm | react | ^19.0.0 | clio-kit-website/package.json |
| npm | react-dom | ^19.0.0 | clio-kit-website/package.json |
| PyPI | click | >=8.3.3 | pyproject.toml |
Todas las dependencias 379
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 17 paquetes directos y 362 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| npm | @docusaurus/core | 3.8.1 | directa |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | directa |
| npm | @docusaurus/preset-classic | 3.8.1 | directa |
| npm | @mdx-js/react | ^3.0.0 | directa |
| npm | clsx | ^2.0.0 | directa |
| npm | prism-react-renderer | ^2.3.0 | directa |
| npm | react | ^19.0.0 | directa |
| npm | react-dom | ^19.0.0 | directa |
| PyPI | click | 8.4.1 | directa |
| PyPI | click | 8.4.2 | directa |
| PyPI | duckdb | 1.4.4 | directa |
| PyPI | fastapi | — | directa |
| PyPI | fastapi | 0.139.0 | directa |
| PyPI | tenacity | 9.1.4 | directa |
| PyPI | uvicorn | 0.41.0 | directa |
| PyPI | uvicorn | 0.49.0 | directa |
| PyPI | uvicorn | 0.51.0 | directa |
| npm | @docusaurus/module-type-aliases | 3.8.1 | indirecta |
| npm | @docusaurus/types | 3.8.1 | indirecta |
| npm | webpack | 5.99.9 | indirecta |
| PyPI | adios-mcp | 1.0.0 | indirecta |
| PyPI | adios2 | 2.11.0.1012 | indirecta |
| PyPI | affine | 2.4.0 | indirecta |
| PyPI | aiofile | 3.11.1 | indirecta |
| PyPI | aiofile | 3.9.0 | indirecta |
| PyPI | aiofiles | 25.1.0 | indirecta |
| PyPI | aiohappyeyeballs | 2.6.1 | indirecta |
| PyPI | aiohttp | 3.14.1 | indirecta |
| PyPI | aiosignal | 1.4.0 | indirecta |
| PyPI | annotated-doc | 0.0.4 | indirecta |
| PyPI | annotated-types | 0.7.0 | indirecta |
| PyPI | anthropic | — | indirecta |
| PyPI | anyio | 4.12.1 | indirecta |
| PyPI | anyio | 4.13.0 | indirecta |
| PyPI | anyio | 4.14.1 | indirecta |
| PyPI | anyio | 4.14.2 | indirecta |
| PyPI | arxiv-mcp | 1.0.0 | indirecta |
| PyPI | ast-serialize | 0.5.0 | indirecta |
| PyPI | ast-serialize | 0.6.0 | indirecta |
| PyPI | async-timeout | 5.0.1 | indirecta |
| PyPI | asyncio | — | indirecta |
| PyPI | attrs | 25.4.0 | indirecta |
| PyPI | attrs | 26.1.0 | indirecta |
| PyPI | authlib | 1.7.2 | indirecta |
| PyPI | backports-asyncio-runner | 1.2.0 | indirecta |
| PyPI | backports-tarfile | 1.2.0 | indirecta |
| PyPI | beartype | 0.22.9 | indirecta |
| PyPI | black | 26.5.1 | indirecta |
| PyPI | blosc2 | 4.3.3 | indirecta |
| PyPI | blosc2 | 4.8.0 | indirecta |
| PyPI | boolean-py | 5.0 | indirecta |
| PyPI | build | 1.4.0 | indirecta |
| PyPI | cachecontrol | 0.14.4 | indirecta |
| PyPI | cachetools | 7.0.1 | indirecta |
| PyPI | cachetools | 7.1.4 | indirecta |
| PyPI | caio | 0.9.25 | indirecta |
| PyPI | certifi | 2026.1.4 | indirecta |
| PyPI | certifi | 2026.5.20 | indirecta |
| PyPI | certifi | 2026.6.17 | indirecta |
| PyPI | cffi | 2.0.0 | indirecta |
| PyPI | cffi | 2.1.0 | indirecta |
| PyPI | cfgv | 3.5.0 | indirecta |
| PyPI | charset-normalizer | 3.4.4 | indirecta |
| PyPI | charset-normalizer | 3.4.7 | indirecta |
| PyPI | charset-normalizer | 3.4.9 | indirecta |
| PyPI | chronolog-mcp | 1.0.0 | indirecta |
| PyPI | click-plugins | 1.1.1.2 | indirecta |
| PyPI | cligj | 0.7.2 | indirecta |
| PyPI | clio-agentic-search | 0.1.0 | indirecta |
| PyPI | clio-kit | 2.4.8 | indirecta |
| PyPI | colorama | 0.4.6 | indirecta |
| PyPI | compression-mcp | 1.0.0 | indirecta |
| PyPI | contextily | 1.7.0 | indirecta |
| PyPI | contourpy | 1.3.2 | indirecta |
| PyPI | contourpy | 1.3.3 | indirecta |
| PyPI | coverage | 7.13.4 | indirecta |
| PyPI | coverage | 7.14.1 | indirecta |
| PyPI | coverage | 7.15.0 | indirecta |
| PyPI | cryptography | 49.0.0 | indirecta |
| PyPI | cuda-bindings | 12.9.4 | indirecta |
| PyPI | cuda-pathfinder | 1.3.4 | indirecta |
| PyPI | cycler | 0.12.1 | indirecta |
| PyPI | cyclonedx-python-lib | 11.11.0 | indirecta |
| PyPI | cyclonedx-python-lib | 11.6.0 | indirecta |
| PyPI | cyclopts | 4.16.1 | indirecta |
| PyPI | cyclopts | 4.21.0 | indirecta |
| PyPI | cyclopts | 4.5.4 | indirecta |
| PyPI | darshan-mcp | 1.0.0 | indirecta |
| PyPI | defusedxml | 0.7.1 | indirecta |
| PyPI | distlib | 0.4.0 | indirecta |
| PyPI | distro | 1.9.0 | indirecta |
| PyPI | dnspython | 2.8.0 | indirecta |
| PyPI | docstring-parser | 0.17.0 | indirecta |
| PyPI | docstring-parser | 0.18.0 | indirecta |
| PyPI | docutils | 0.22.4 | indirecta |
| PyPI | email-validator | 2.3.0 | indirecta |
| PyPI | et-xmlfile | 2.0.0 | indirecta |
| PyPI | exceptiongroup | 1.3.1 | indirecta |
| PyPI | fastmcp | — | indirecta |
| PyPI | fastmcp | 3.4.2 | indirecta |
| PyPI | fastmcp | 3.4.4 | indirecta |
| PyPI | fastmcp-slim | 3.4.2 | indirecta |
| PyPI | fastmcp-slim | 3.4.4 | indirecta |
| PyPI | filelock | 3.24.3 | indirecta |
| PyPI | filelock | 3.29.7 | indirecta |
| PyPI | fonttools | 4.61.1 | indirecta |
| PyPI | fonttools | 4.63.0 | indirecta |
| PyPI | frozenlist | 1.8.0 | indirecta |
| PyPI | fsspec | 2026.2.0 | indirecta |
| PyPI | geo-mcp | 1.0.1 | indirecta |
| PyPI | geographiclib | 2.1 | indirecta |
| PyPI | geojson-mcp | 1.0.0 | indirecta |
| PyPI | geopandas | 1.1.3 | indirecta |
| PyPI | geopy | 2.4.1 | indirecta |
| PyPI | google-auth | 2.48.0 | indirecta |
| PyPI | google-genai | — | indirecta |
| PyPI | google-genai | 1.64.0 | indirecta |
| PyPI | google-generativeai | — | indirecta |
| PyPI | googleapis-common-protos | 1.72.0 | indirecta |
| PyPI | griffelib | 2.0.2 | indirecta |
| PyPI | griffelib | 2.1.0 | indirecta |
| PyPI | grpcio | 1.82.1 | indirecta |
| PyPI | h11 | 0.16.0 | indirecta |
| PyPI | h2 | 4.3.0 | indirecta |
| PyPI | h5py | 3.15.1 | indirecta |
| PyPI | hdf5-mcp | 1.0.0 | indirecta |
| PyPI | hf-xet | 1.2.0 | indirecta |
| PyPI | hnswlib | 0.8.0 | indirecta |
| PyPI | hpack | 4.2.0 | indirecta |
| PyPI | httpcore | 1.0.9 | indirecta |
| PyPI | httpx | — | indirecta |
| PyPI | httpx | 0.28.1 | indirecta |
| PyPI | httpx-sse | 0.4.3 | indirecta |
| PyPI | huggingface-hub | 1.4.1 | indirecta |
| PyPI | hyperframe | 6.1.0 | indirecta |
| PyPI | identify | 2.6.16 | indirecta |
| PyPI | idna | 3.18 | indirecta |
| PyPI | importlib-metadata | 8.7.1 | indirecta |
| PyPI | importlib-metadata | 9.0.0 | indirecta |
| PyPI | iniconfig | 2.3.0 | indirecta |
| PyPI | isort | 8.0.1 | indirecta |
| PyPI | jaraco-classes | 3.4.0 | indirecta |
| PyPI | jaraco-context | 6.1.0 | indirecta |
| PyPI | jaraco-context | 6.1.2 | indirecta |
| PyPI | jaraco-functools | 4.4.0 | indirecta |
| PyPI | jaraco-functools | 4.5.0 | indirecta |
| PyPI | jaraco-functools | 4.6.0 | indirecta |
| PyPI | jarvis-cd | 1.3.5 | indirecta |
| PyPI | jarvis-mcp | 3.1.1 | indirecta |
| PyPI | jeepney | 0.9.0 | indirecta |
| PyPI | jinja2 | 3.1.6 | indirecta |
| PyPI | joblib | 1.5.3 | indirecta |
| PyPI | joserfc | 1.7.0 | indirecta |
| PyPI | joserfc | 1.7.1 | indirecta |
| PyPI | joserfc | 1.7.3 | indirecta |
| PyPI | jsonref | 1.1.0 | indirecta |
| PyPI | jsonschema | 4.26.0 | indirecta |
| PyPI | jsonschema-path | 0.4.1 | indirecta |
| PyPI | jsonschema-path | 0.5.0 | indirecta |
| PyPI | jsonschema-specifications | 2025.9.1 | indirecta |
| PyPI | keyring | 25.7.0 | indirecta |
| PyPI | kiwisolver | 1.4.9 | indirecta |
| PyPI | kiwisolver | 1.5.0 | indirecta |
| PyPI | laspy | 2.7.0 | indirecta |
| PyPI | librt | 0.11.0 | indirecta |
| PyPI | librt | 0.13.0 | indirecta |
| PyPI | librt | 0.8.1 | indirecta |
| PyPI | license-expression | 30.4.4 | indirecta |
| PyPI | lmod-mcp | 1.0.0 | indirecta |
| PyPI | markdown-it-py | 4.0.0 | indirecta |
| PyPI | markdown-it-py | 4.2.0 | indirecta |
| PyPI | markupsafe | 3.0.3 | indirecta |
| PyPI | matplotlib | 3.10.8 | indirecta |
| PyPI | matplotlib | 3.10.9 | indirecta |
| PyPI | mcp | — | indirecta |
| PyPI | mcp | 1.26.0 | indirecta |
| PyPI | mcp | 1.27.2 | indirecta |
| PyPI | mcp | 1.28.1 | indirecta |
| PyPI | mdurl | 0.1.2 | indirecta |
| PyPI | mercantile | 1.2.1 | indirecta |
| PyPI | more-itertools | 10.8.0 | indirecta |
| PyPI | more-itertools | 11.1.0 | indirecta |
| PyPI | mpmath | 1.3.0 | indirecta |
| PyPI | msgpack | 1.2.1 | indirecta |
| PyPI | multidict | 6.7.1 | indirecta |
| PyPI | mypy | 1.19.1 | indirecta |
| PyPI | mypy | 2.1.0 | indirecta |
| PyPI | mypy | 2.2.0 | indirecta |
| PyPI | mypy | 2.3.0 | indirecta |
| PyPI | mypy-extensions | 1.1.0 | indirecta |
| PyPI | ndindex | 1.10.1 | indirecta |
| PyPI | ndp-mcp | 1.0.0 | indirecta |
| PyPI | networkx | 3.6.1 | indirecta |
| PyPI | node-hardware-mcp | 1.0.0 | indirecta |
| PyPI | nodeenv | 1.10.0 | indirecta |
| PyPI | numexpr | 2.14.1 | indirecta |
| PyPI | numpy | 1.26.4 | indirecta |
| PyPI | numpy | 2.2.6 | indirecta |
| PyPI | numpy | 2.4.2 | indirecta |
| PyPI | numpy | 2.4.6 | indirecta |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | indirecta |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | indirecta |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | indirecta |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | indirecta |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | indirecta |
| PyPI | nvidia-cufft-cu12 | 11.3.3.83 | indirecta |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | indirecta |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | indirecta |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | indirecta |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | indirecta |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | indirecta |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | indirecta |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | indirecta |
| PyPI | nvidia-nvshmem-cu12 | 3.4.5 | indirecta |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | indirecta |
| PyPI | ollama | — | indirecta |
| PyPI | openai | — | indirecta |
| PyPI | openapi-pydantic | 0.5.1 | indirecta |
| PyPI | openpyxl | 3.1.5 | indirecta |
| PyPI | opentelemetry-api | 1.39.1 | indirecta |
| PyPI | opentelemetry-api | 1.42.1 | indirecta |
| PyPI | opentelemetry-api | 1.43.0 | indirecta |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.39.1 | indirecta |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.39.1 | indirecta |
| PyPI | opentelemetry-proto | 1.39.1 | indirecta |
| PyPI | opentelemetry-sdk | 1.39.1 | indirecta |
| PyPI | opentelemetry-semantic-conventions | 0.60b1 | indirecta |
| PyPI | packageurl-python | 0.17.6 | indirecta |
| PyPI | packaging | 26.0 | indirecta |
| PyPI | packaging | 26.2 | indirecta |
| PyPI | pandas | — | indirecta |
| PyPI | pandas | 2.3.3 | indirecta |
| PyPI | pandas | 3.0.1 | indirecta |
| PyPI | pandas | 3.0.3 | indirecta |
| PyPI | pandas-mcp | 1.0.0 | indirecta |
| PyPI | parallel-sort-mcp | 1.0.0 | indirecta |
| PyPI | paraview-mcp | 1.0.0 | indirecta |
| PyPI | parquet-mcp | 1.0.0 | indirecta |
| PyPI | pathable | 0.5.0 | indirecta |
| PyPI | pathable | 0.6.0 | indirecta |
| PyPI | pathspec | 1.0.4 | indirecta |
| PyPI | pathspec | 1.1.1 | indirecta |
| PyPI | pillow | 12.3.0 | indirecta |
| PyPI | pip | 26.1.2 | indirecta |
| PyPI | pip-api | 0.0.34 | indirecta |
| PyPI | pip-audit | 2.10.0 | indirecta |
| PyPI | pip-audit | 2.10.1 | indirecta |
| PyPI | pip-requirements-parser | 32.0.1 | indirecta |
| PyPI | platformdirs | 4.10.0 | indirecta |
| PyPI | platformdirs | 4.9.2 | indirecta |
| PyPI | plot-mcp | 1.0.0 | indirecta |
| PyPI | pluggy | 1.6.0 | indirecta |
| PyPI | podman-compose | 1.6.0 | indirecta |
| PyPI | pre-commit | 4.5.1 | indirecta |
| PyPI | prometheus-client | 0.24.1 | indirecta |
| PyPI | propcache | 0.4.1 | indirecta |
| PyPI | protobuf | 6.33.5 | indirecta |
| PyPI | psutil | 7.2.2 | indirecta |
| PyPI | py-cpuinfo | 9.0.0 | indirecta |
| PyPI | py-key-value-aio | 0.4.4 | indirecta |
| PyPI | py-key-value-aio | 0.4.5 | indirecta |
| PyPI | py-serializable | 2.1.0 | indirecta |
| PyPI | pyarrow | 23.0.1 | indirecta |
| PyPI | pyarrow | 25.0.0 | indirecta |
| PyPI | pyasn1 | 0.6.4 | indirecta |
| PyPI | pyasn1-modules | 0.4.2 | indirecta |
| PyPI | pycparser | 3.0 | indirecta |
| PyPI | pydantic | 2.12.5 | indirecta |
| PyPI | pydantic | 2.13.4 | indirecta |
| PyPI | pydantic-core | 2.41.5 | indirecta |
| PyPI | pydantic-core | 2.46.4 | indirecta |
| PyPI | pydantic-settings | 2.14.2 | indirecta |
| PyPI | pygments | 2.20.0 | indirecta |
| PyPI | pyjwt | 2.13.0 | indirecta |
| PyPI | pyogrio | 0.12.1 | indirecta |
| PyPI | pyparsing | 3.3.2 | indirecta |
| PyPI | pyperclip | 1.11.0 | indirecta |
| PyPI | pyproj | 3.7.1 | indirecta |
| PyPI | pyproj | 3.7.2 | indirecta |
| PyPI | pyproject-hooks | 1.2.0 | indirecta |
| PyPI | pytest | 9.0.3 | indirecta |
| PyPI | pytest | 9.1.1 | indirecta |
| PyPI | pytest-asyncio | — | indirecta |
| PyPI | pytest-asyncio | 1.3.0 | indirecta |
| PyPI | pytest-asyncio | 1.4.0 | indirecta |
| PyPI | pytest-benchmark | 5.2.3 | indirecta |
| PyPI | pytest-cov | 7.0.0 | indirecta |
| PyPI | pytest-cov | 7.1.0 | indirecta |
| PyPI | pytest-httpx | 0.36.0 | indirecta |
| PyPI | pytest-timeout | 2.4.0 | indirecta |
| PyPI | python-dateutil | 2.9.0.post0 | indirecta |
| PyPI | python-dotenv | — | indirecta |
| PyPI | python-dotenv | 1.2.2 | indirecta |
| PyPI | python-multipart | 0.0.32 | indirecta |
| PyPI | pytokens | 0.4.1 | indirecta |
| PyPI | pytz | 2025.2 | indirecta |
| PyPI | pytz | 2026.2 | indirecta |
| PyPI | pywin32 | 311 | indirecta |
| PyPI | pywin32 | 312 | indirecta |
| PyPI | pywin32-ctypes | 0.2.3 | indirecta |
| PyPI | pyyaml | — | indirecta |
| PyPI | pyyaml | 6.0.3 | indirecta |
| PyPI | rasterio | 1.4.4 | indirecta |
| PyPI | rasterio | 1.5.0 | indirecta |
| PyPI | referencing | 0.37.0 | indirecta |
| PyPI | regex | 2026.2.19 | indirecta |
| PyPI | requests | 2.34.2 | indirecta |
| PyPI | rich | 14.3.3 | indirecta |
| PyPI | rich | 15.0.0 | indirecta |
| PyPI | rich-rst | 1.3.2 | indirecta |
| PyPI | rich-rst | 2.0.1 | indirecta |
| PyPI | rich-rst | 2.1.0 | indirecta |
| PyPI | rpds-py | 0.30.0 | indirecta |
| PyPI | rpds-py | 2026.5.1 | indirecta |
| PyPI | rpds-py | 2026.6.3 | indirecta |
| PyPI | rsa | 4.9.1 | indirecta |
| PyPI | ruff | 0.15.16 | indirecta |
| PyPI | ruff | 0.15.2 | indirecta |
| PyPI | ruff | 0.15.21 | indirecta |
| PyPI | sac-mcp | 1.0.0 | indirecta |
| PyPI | safetensors | 0.7.0 | indirecta |
| PyPI | scientific-catalog-mcp | 1.0.0 | indirecta |
| PyPI | scikit-learn | 1.8.0 | indirecta |
| PyPI | scipy | 1.15.3 | indirecta |
| PyPI | scipy | 1.17.0 | indirecta |
| PyPI | scipy | 1.17.1 | indirecta |
| PyPI | seaborn | 0.13.2 | indirecta |
| PyPI | secretstorage | 3.5.0 | indirecta |
| PyPI | seismic-mcp | 1.0.0 | indirecta |
| PyPI | sentence-transformers | 5.2.3 | indirecta |
| PyPI | setuptools | 82.0.0 | indirecta |
| PyPI | shapely | 2.1.2 | indirecta |
| PyPI | shellingham | 1.5.4 | indirecta |
| PyPI | six | 1.17.0 | indirecta |
| PyPI | slurm-mcp | 1.0.0 | indirecta |
| PyPI | sniffio | 1.3.1 | indirecta |
| PyPI | sortedcontainers | 2.4.0 | indirecta |
| PyPI | spack-mcp | 1.0.0 | indirecta |
| PyPI | sse-starlette | 3.2.0 | indirecta |
| PyPI | sse-starlette | 3.4.4 | indirecta |
| PyPI | sse-starlette | 3.4.5 | indirecta |
| PyPI | starlette | 1.3.1 | indirecta |
| PyPI | sympy | 1.14.0 | indirecta |
| PyPI | tables | 3.10.1 | indirecta |
| PyPI | tables | 3.11.1 | indirecta |
| PyPI | terrain-mcp | 1.0.0 | indirecta |
| PyPI | threadpoolctl | 3.6.0 | indirecta |
| PyPI | tokenizers | 0.22.2 | indirecta |
| PyPI | tomli | 2.4.0 | indirecta |
| PyPI | tomli | 2.4.1 | indirecta |
| PyPI | tomli-w | 1.2.0 | indirecta |
| PyPI | torch | 2.10.0 | indirecta |
| PyPI | tqdm | 4.67.3 | indirecta |
| PyPI | transformers | 5.2.0 | indirecta |
| PyPI | triton | 3.6.0 | indirecta |
| PyPI | typer | 0.24.1 | indirecta |
| PyPI | typer-slim | 0.24.0 | indirecta |
| PyPI | types-aiofiles | 25.1.0.20251011 | indirecta |
| PyPI | types-psutil | 7.2.2.20260518 | indirecta |
| PyPI | types-requests | 2.32.4.20260107 | indirecta |
| PyPI | typing-extensions | 4.15.0 | indirecta |
| PyPI | typing-extensions | 4.16.0 | indirecta |
| PyPI | typing-inspection | 0.4.2 | indirecta |
| PyPI | tzdata | 2025.3 | indirecta |
| PyPI | tzdata | 2026.2 | indirecta |
| PyPI | tzdata | 2026.3 | indirecta |
| PyPI | uncalled-for | 0.3.2 | indirecta |
| PyPI | urllib3 | 2.7.0 | indirecta |
| PyPI | virtualenv | 20.38.0 | indirecta |
| PyPI | watchfiles | 1.1.1 | indirecta |
| PyPI | watchfiles | 1.2.0 | indirecta |
| PyPI | websockets | 15.0.1 | indirecta |
| PyPI | websockets | 16.0 | indirecta |
| PyPI | websockets | 16.1 | indirecta |
| PyPI | xlrd | 2.0.2 | indirecta |
| PyPI | xyzservices | 2026.3.0 | indirecta |
| PyPI | yarl | 1.22.0 | indirecta |
| PyPI | zipp | 3.23.0 | indirecta |
| PyPI | zipp | 4.1.0 | indirecta |
Informe JSON sin procesar legible por máquina
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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},
{
"name": "webpack",
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"ecosystem": "npm"
},
{
"name": "adios-mcp",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
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"direct": false,
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{
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"direct": false,
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{
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"direct": false,
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"ecosystem": "pypi"
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}
],
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},
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],
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"schema_version": "0.11.0",
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"full_name": "iowarp/clio-kit",
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"license_spdx": "BSD-3-Clause"
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.11.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.