Registro públicoModerado
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-28 10:31 UTC
neurallayer / roboquant.py
An open-source algorithmic trading platform written in Python
neurallayer/roboquant.py tiene un índice de salud de 57 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (73/100) y la más baja, AI Readiness (27/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.
57
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.
57
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
Neural LayerOrganización
21 seguidores33 repositorios públicosdesde jul 2019
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 | roboquant | 2.6.5 | - | 93 | hace 0 días | algorithmictradingmachine-learningaiinvestmentfinancecryptostocksexchangeforex |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
73
Actividad de desarrollo
77Bueno
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 13.2/36 | Cadencia de commits — 19/52 semanas con commits |
| 18/18 | Volumen de commits — 123 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 123 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 19 |
Disciplina de publicación
68Moderado
Cómo se puntúa
| 27/27 | Publica versiones — 2 versiones publicadas |
| 7.2/36 | Recencia de las versiones — última versión hace 513 días |
| 27/27 | Cadencia de publicación — una versión cada ~4,6 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 2 |
| latest_release_tag | v1.1.0 |
| releases_from_tags | no |
| days_since_latest_release | 513 |
| mean_days_between_releases | 4,6 |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
40
Popularidad y adopción
32En riesgo
Cómo se puntúa
| 22.1/60 | Estrellas — 24 estrellas |
| 8.7/25 | Forks — 12 forks |
| 1.7/15 | Observadores — 3 observadores |
Datos de entrada utilizados
| forks | 12 |
| stars | 24 |
| watchers | 3 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
50Moderado
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (Apache-2.0) |
| 0/18 | 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 | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
51
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 0/22.5 | Distribución de commits — el principal contribuyente firma el 100% de los commits |
| 1.4/13.5 | Amplitud de contribuyentes — 1 contribuyentes |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Capacidad de respuesta a issues y PR
47En riesgo
Cómo se puntúa
| 46.8/46.8 | Resolución de issues — 100% de issues cerradas |
| 0/38.3 | Aceptación de PR — 0/1 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 1 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 1 |
Propiedad y custodia
63Moderado
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 9.7/25 | Alcance del propietario — 21 seguidores de neurallayer |
| 23.2/25 | Trayectoria — 33 repos públicos, cuenta de ~7 años |
Datos de entrada utilizados
| followers | 21 |
| owner_type | Organization |
| is_verified | — |
| owner_login | neurallayer |
| public_repos | 33 |
| account_age_days | 2567 |
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 — 93 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | roboquant |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
72
Prácticas de ingeniería
60Moderado
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 1 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — sin datos |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: CI-Tests. Los pesos restantes se han renormalizado.
Documentación
90Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://roboquant.org |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 11 topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | ai, algorithmic-trading, algotrading, crypto, ml, python, stocks, alpaca, ibkr, opensource, trading |
| has_wiki | no |
| homepage | https://roboquant.org |
| 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?
45
Postura de seguridad
31En riesgo
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — sin datos |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 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 |
| 0/7.5 | Vulnerabilities — 53 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 3,1 |
Excluidos de la puntuación (sin datos o no aplicable): ci_tests, packaging, 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 |
| 0/25 | Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 97 |
| affected_packages | 14 |
| assessed_packages | 155 |
| unassessed_packages | 0 |
| affected_by_severity | critical 2, high 5, moderate 6, low 1 |
| direct_affected_packages | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 155 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.
Preparación para IA
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? 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.
27
Contexto y guía para agentes
1Crítico
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 0/40 | Historial de commits legible — 0 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 10/10 | Entorno reproducible — lockfile |
| 0/10 | Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100 |
| 0/8 | Mantenimiento automatizado — no se observan 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 | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Legibilidad del código para modelos
55Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 55/55 | Tamaños de archivo manejables — 0/118 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 23.601 |
| source_files_sampled | 118 |
| oversized_source_files | 0 |
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 — samples |
Datos de entrada utilizados
| example_dirs | samples |
| has_mcp_signal | no |
| api_schema_files | — |
Datos clave
24estrellas de GitHub
1contribuidores
123commits en los últimos 12 meses
0días desde el último push
2versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:roboquant@2.6.5; advisories assessed against the repository dependency graph instead
Más detalle
Historial de estrellas y forks 0 ★ / 12 ⇿
0Estrellas
12Forks
2Versiones
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Mayor 1Menor 1Parche 0
Cada punto abarca 2 días.
OpenSSF Scorecard 3.1 / 10
3.1agregado
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/d | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 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 |
| 0 | Vulnerabilities | 53 existing vulnerabilities detected |
Dependencias directas 7
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | numpy | >2.0.0 | pyproject.toml |
| PyPI | requests | >2.30.0 | pyproject.toml |
| PyPI | yfinance | >=1.5.2 | pyproject.toml |
| PyPI | pyarrow | >24.0.0 | pyproject.toml |
| PyPI | ta-lib | ==0.6.5 | pyproject.toml |
| PyPI | pandas | >=2.2.0 | pyproject.toml |
| PyPI | matplotlib | >=3.10.0 | pyproject.toml |
Todas las dependencias 155
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 7 paquetes directos y 148 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | matplotlib | 3.11.0 | directa |
| PyPI | numpy | 2.5.1 | directa |
| PyPI | pandas | 2.2.3 | directa |
| PyPI | pyarrow | 25.0.0 | directa |
| PyPI | requests | 2.34.2 | directa |
| PyPI | ta-lib | 0.6.5 | directa |
| PyPI | yfinance | 1.5.2 | directa |
| PyPI | absl-py | 2.1.0 | indirecta |
| PyPI | accelerate | 1.8.1 | indirecta |
| PyPI | aiodns | 4.0.4 | indirecta |
| PyPI | aiohappyeyeballs | 2.7.1 | indirecta |
| PyPI | aiohttp | 3.14.1 | indirecta |
| PyPI | aiohttp-fast-zlib | 0.3.0 | indirecta |
| PyPI | aiosignal | 1.4.0 | indirecta |
| PyPI | alpaca-py | 0.43.5 | indirecta |
| PyPI | annotated-types | 0.7.0 | indirecta |
| PyPI | appnope | 0.1.4 | indirecta |
| PyPI | asttokens | 3.0.0 | indirecta |
| PyPI | attrs | 26.1.0 | indirecta |
| PyPI | beautifulsoup4 | 4.12.3 | indirecta |
| PyPI | build | 1.5.1 | indirecta |
| PyPI | ccxt | 4.5.65 | indirecta |
| PyPI | certifi | 2026.6.17 | indirecta |
| PyPI | cffi | 2.0.0 | indirecta |
| PyPI | charset-normalizer | 3.4.7 | indirecta |
| PyPI | chronos-forecasting | 2.3.1 | indirecta |
| PyPI | cloudpickle | 3.1.0 | indirecta |
| PyPI | coincurve | 21.0.0 | indirecta |
| PyPI | colorama | 0.4.6 | indirecta |
| PyPI | comm | 0.2.2 | indirecta |
| PyPI | contourpy | 1.3.1 | indirecta |
| PyPI | cryptography | 49.0.0 | indirecta |
| PyPI | cuda-bindings | 13.3.1 | indirecta |
| PyPI | cuda-pathfinder | 1.5.5 | indirecta |
| PyPI | cuda-toolkit | 13.0.3.0 | indirecta |
| PyPI | curl-cffi | 0.15.0 | indirecta |
| PyPI | cycler | 0.12.1 | indirecta |
| PyPI | debugpy | 1.8.12 | indirecta |
| PyPI | decorator | 5.2.1 | indirecta |
| PyPI | einops | 0.8.2 | indirecta |
| PyPI | executing | 2.2.0 | indirecta |
| PyPI | farama-notifications | 0.0.4 | indirecta |
| PyPI | filelock | 3.16.1 | indirecta |
| PyPI | fonttools | 4.55.3 | indirecta |
| PyPI | frozenlist | 1.8.0 | indirecta |
| PyPI | fsspec | 2024.12.0 | indirecta |
| PyPI | grpcio | 1.82.1 | indirecta |
| PyPI | gymnasium | 1.0.0 | indirecta |
| PyPI | hf-xet | 1.1.5 | indirecta |
| PyPI | huggingface-hub | 0.33.1 | indirecta |
| PyPI | ibind | 0.1.22 | indirecta |
| PyPI | idna | 3.18 | indirecta |
| PyPI | ipykernel | 7.3.0 | indirecta |
| PyPI | ipython | 9.0.0 | indirecta |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirecta |
| PyPI | ipywidgets | 8.1.6 | indirecta |
| PyPI | jedi | 0.19.2 | indirecta |
| PyPI | jinja2 | 3.1.5 | indirecta |
| PyPI | jupyter-client | 8.9.1 | indirecta |
| PyPI | jupyter-core | 5.7.2 | indirecta |
| PyPI | jupyterlab-widgets | 3.0.14 | indirecta |
| PyPI | kiwisolver | 1.4.8 | indirecta |
| PyPI | mako | 1.3.12 | indirecta |
| PyPI | markdown | 3.7 | indirecta |
| PyPI | markdown-it-py | 3.0.0 | indirecta |
| PyPI | markupsafe | 3.0.2 | indirecta |
| PyPI | matplotlib-inline | 0.1.7 | indirecta |
| PyPI | mdurl | 0.1.2 | indirecta |
| PyPI | mpmath | 1.3.0 | indirecta |
| PyPI | msgpack | 1.1.0 | indirecta |
| PyPI | multidict | 6.7.1 | indirecta |
| PyPI | multitasking | 0.0.11 | indirecta |
| PyPI | nest-asyncio2 | 1.7.2 | indirecta |
| PyPI | networkx | 3.4.2 | indirecta |
| PyPI | nodeenv | 1.9.1 | indirecta |
| PyPI | nvidia-cublas | 13.1.1.3 | indirecta |
| PyPI | nvidia-cuda-cupti | 13.0.85 | indirecta |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | indirecta |
| PyPI | nvidia-cuda-runtime | 13.0.96 | indirecta |
| PyPI | nvidia-cudnn-cu13 | 9.20.0.48 | indirecta |
| PyPI | nvidia-cufft | 12.0.0.61 | indirecta |
| PyPI | nvidia-cufile | 1.15.1.6 | indirecta |
| PyPI | nvidia-curand | 10.4.0.35 | indirecta |
| PyPI | nvidia-cusolver | 12.0.4.66 | indirecta |
| PyPI | nvidia-cusparse | 12.6.3.3 | indirecta |
| PyPI | nvidia-cusparselt-cu13 | 0.8.1 | indirecta |
| PyPI | nvidia-nccl-cu13 | 2.29.7 | indirecta |
| PyPI | nvidia-nvjitlink | 13.0.88 | indirecta |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | indirecta |
| PyPI | nvidia-nvtx | 13.0.85 | indirecta |
| PyPI | orjson | 3.11.9 | indirecta |
| PyPI | packaging | 24.2 | indirecta |
| PyPI | parso | 0.8.4 | indirecta |
| PyPI | pdoc3 | 0.11.6 | indirecta |
| PyPI | peewee | 3.17.8 | indirecta |
| PyPI | pexpect | 4.9.0 | indirecta |
| PyPI | pillow | 11.1.0 | indirecta |
| PyPI | pip | 26.1.2 | indirecta |
| PyPI | platformdirs | 4.3.6 | indirecta |
| PyPI | prompt-toolkit | 3.0.50 | indirecta |
| PyPI | propcache | 0.5.2 | indirecta |
| PyPI | protobuf | 7.35.1 | indirecta |
| PyPI | psutil | 7.0.0 | indirecta |
| PyPI | ptyprocess | 0.7.0 | indirecta |
| PyPI | pure-eval | 0.2.3 | indirecta |
| PyPI | pycares | 5.0.1 | indirecta |
| PyPI | pycparser | 3.0 | indirecta |
| PyPI | pycryptodome | 3.22.0 | indirecta |
| PyPI | pydantic | 2.10.5 | indirecta |
| PyPI | pydantic-core | 2.27.2 | indirecta |
| PyPI | pygments | 2.19.1 | indirecta |
| PyPI | pyparsing | 3.2.1 | indirecta |
| PyPI | pyproject-hooks | 1.2.0 | indirecta |
| PyPI | pyrefly | 1.1.1 | indirecta |
| PyPI | pyright | 1.1.411 | indirecta |
| PyPI | python-dateutil | 2.9.0.post0 | indirecta |
| PyPI | python-dotenv | 1.1.0 | indirecta |
| PyPI | pytz | 2024.2 | indirecta |
| PyPI | pywin32 | 308 | indirecta |
| PyPI | pyyaml | 6.0.2 | indirecta |
| PyPI | pyzmq | 26.2.1 | indirecta |
| PyPI | regex | 2024.11.6 | indirecta |
| PyPI | rich | 13.9.4 | indirecta |
| PyPI | roboquant | 2.6.5 | indirecta |
| PyPI | safetensors | 0.5.3 | indirecta |
| PyPI | sb3-contrib | 2.9.0 | indirecta |
| PyPI | setuptools | 82.0.1 | indirecta |
| PyPI | six | 1.17.0 | indirecta |
| PyPI | soupsieve | 2.6 | indirecta |
| PyPI | sseclient-py | 1.8.0 | indirecta |
| PyPI | stable-baselines3 | 2.9.0 | indirecta |
| PyPI | stack-data | 0.6.3 | indirecta |
| PyPI | sympy | 1.14.0 | indirecta |
| PyPI | tensorboard | 2.21.0 | indirecta |
| PyPI | tensorboard-data-server | 0.7.2 | indirecta |
| PyPI | tokenizers | 0.21.2 | indirecta |
| PyPI | torch | 2.13.0 | indirecta |
| PyPI | tornado | 6.4.2 | indirecta |
| PyPI | tqdm | 4.67.1 | indirecta |
| PyPI | traitlets | 5.14.3 | indirecta |
| PyPI | transformers | 4.53.0 | indirecta |
| PyPI | triton | 3.7.1 | indirecta |
| PyPI | ty | 0.0.62 | indirecta |
| PyPI | typing-extensions | 4.16.0 | indirecta |
| PyPI | tzdata | 2024.2 | indirecta |
| PyPI | urllib3 | 2.7.0 | indirecta |
| PyPI | uvloop | 0.22.1 | indirecta |
| PyPI | wcwidth | 0.2.13 | indirecta |
| PyPI | websocket-client | 1.8.0 | indirecta |
| PyPI | websockets | 14.1 | indirecta |
| PyPI | werkzeug | 3.1.3 | indirecta |
| PyPI | widgetsnbextension | 4.0.14 | indirecta |
| PyPI | winloop | 0.6.3 | indirecta |
| PyPI | yarl | 1.24.2 | indirecta |
| PyPI | zlib-ng | 1.0.0 | indirecta |
Avisos de dependencias 14
Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 155 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 14 tienen avisos conocidos, de los cuales 0 son directas.
| Paquete | Versión | Relación | Gravedad | Avisos | Corregido en |
|---|---|---|---|---|---|
| pillow | 11.1.0 | indirecta | crítica | 34 | 12.3.0 |
| transformers | 4.53.0 | indirecta | crítica | 14 | 5.5.0 |
| jupyter-core | 5.7.2 | indirecta | alta | 2 | 5.8.1 |
| markdown | 3.7 | indirecta | alta | 2 | 3.8.1 |
| msgpack | 1.1.0 | indirecta | alta | 1 | 1.2.1 |
| soupsieve | 2.6 | indirecta | alta | 4 | 2.8.4 |
| tornado | 6.4.2 | indirecta | alta | 20 | 6.5.7 |
| filelock | 3.16.1 | indirecta | moderada | 4 | 3.20.3 |
| fonttools | 4.55.3 | indirecta | moderada | 2 | 4.60.2 |
| jinja2 | 3.1.5 | indirecta | moderada | 2 | 3.1.6 |
| python-dotenv | 1.1.0 | indirecta | moderada | 2 | 1.2.2 |
| setuptools | 82.0.1 | indirecta | moderada | 2 | 83.0.0 |
| werkzeug | 3.1.3 | indirecta | moderada | 6 | 3.1.6 |
| pygments | 2.19.1 | indirecta | baja | 2 | 2.20.0 |
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
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{
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{
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"points": 0,
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]
},
{
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{
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"points": 0,
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},
{
"key": "owner_reach",
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{
"key": "track_record",
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"points": 23.2,
"status": "partial",
"details": [
{
"code": "public_repos",
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},
{
"code": "account_age_years",
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{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"roboquant"
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"ecosystems": "pypi",
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"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
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"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
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"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
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"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
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}
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{
"key": "version_history",
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"detail": "93 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 93
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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],
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]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 72,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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"inputs": {
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"has_tests": true,
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"components": [
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"points": 24,
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"details": [
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"code": "ci_workflows",
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}
],
"max_points": 24
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{
"key": "tests_present",
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"detail": null,
"points": 24,
"status": "met",
"details": [],
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{
"key": "linter_config",
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"points": 0,
"status": "missed",
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},
{
"key": "pre_commit_hooks",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
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{
"key": "editorconfig",
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"points": 0,
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"details": [],
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},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 0,
"status": "excluded",
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"code": "no_data",
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}
],
"max_points": 20
}
]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
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"algotrading",
"crypto",
"ml",
"python",
"stocks",
"alpaca",
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"trading"
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"has_wiki": false,
"homepage": "https://roboquant.org",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
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"components": [
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"detail": null,
"points": 30,
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{
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"points": 25,
"status": "met",
"details": [],
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{
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"points": 15,
"status": "met",
"details": [],
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{
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"detail": null,
"points": 10,
"status": "met",
"details": [],
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},
{
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"points": 10,
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}
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{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"value": 45,
"weight": 0.16,
"metrics": [
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"key": "security_posture",
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"notes": [
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{
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"components": [
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"status": "met",
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{
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"points": 0,
"status": "missed",
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{
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}
],
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{
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"points": 0,
"status": "missed",
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},
{
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{
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"status": "partial",
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},
{
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"points": 10,
"status": "met",
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{
"key": "dependency_update_tool",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
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},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
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{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
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},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"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
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{
"key": "signed_releases",
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"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
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"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 155 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
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{
"code": "advisories_scope_repository",
"params": {
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},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
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"inputs": {
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"affected_packages": 14,
"assessed_packages": 155,
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"affected_by_severity": "critical 2, high 5, moderate 6, low 1",
"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",
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"points": 0,
"status": "excluded",
"details": [
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"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
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{
"key": "no_advisories_left_outstanding",
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"points": 0,
"status": "excluded",
"details": [
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],
"max_points": 40
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]
},
{
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"note": null,
"notes": [],
"value": 100,
"inputs": {
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"direct_malicious_packages": 0,
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"installable_malicious_packages": 0
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"status": "met",
"details": [
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}
],
"max_points": 100
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]
},
{
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"review_only_matches": 0,
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"components": [
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"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
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{
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"weight": 0,
"metrics": [
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"points": 0,
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"details": [],
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{
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]
},
{
"key": "ai_interfaces",
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"points": 0,
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{
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{
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}
],
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"report_type": "repository",
"generated_at": "2026-07-28T10:31:28.104579Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/neurallayer/roboquant.py.svg",
"full_name": "neurallayer/roboquant.py",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.