Registro público
Informe de salud del softwareesquema 0.12.0 · métricas 1.13.0 · 2026-07-17 16:33 UTC

bbalouki / bbstrader

Simplified Investment & Trading Toolkit with Python & C++

Python · C++MIT★ 14 estrellas⑂ 3 forksdesde mar 2024Ver en GitHub ↗

bbalouki/bbstrader tiene un índice de salud de 71 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (96/100) y la más baja, AI Readiness (36/100). Se actualizó por última vez hace 4 días. Una sola persona concentra la mayor parte del trabajo reciente.

71
global / 100
Bueno

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.

71
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

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

Titularidad

Bertin Balouki SIMYELICuenta personal
9 seguidores21 repositorios públicosdesde mar 2021@maelqo

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

Ecosistemas de paquetes

Métricas por categoría

Vitalidad

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

85Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 4 días
18/36Cadencia de commits — 26/52 semanas con commits
18/18Volumen de commits — 442 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year442
human_commit_share
days_since_last_push4
active_weeks_last_year26
Cómo se puntúa
27/27Publica versiones — 29 versiones publicadas
36/36Recencia de las versiones — última versión hace 17 días
27/27Cadencia de publicación — una versión cada ~18,4 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count29
latest_release_tagv2.3.0
releases_from_tagsno
days_since_latest_release17
mean_days_between_releases18,4

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

53Moderado · 18% del índice global
Cómo se puntúa
18.1/60Estrellas — 14 estrellas
2.5/25Forks — 3 forks
0/15Observadores — 2 observadores
Datos de entrada utilizados
forks3
stars14
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conduct
has_pull_request_template
Cómo se puntúa
40/80Descargas mensuales — 999 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesbbstrader
dependents
ecosystemspypi
total_downloads
monthly_downloads999
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?

60Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
3.2/22.5Distribución de commits — el principal contribuyente firma el 86% de los commits
2.7/13.5Amplitud de contribuyentes — 2 contribuyentes
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Datos de entrada utilizados
bus_factor1
contributors_sampled2
top_contributor_share0,859
Cómo se puntúa
0/46.8Resolución de issues — sin issues o sin datos
33.5/38.3Aceptación de PR — 170/194 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs170
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs24
Excluidos de la puntuación (sin datos o no aplicable): Resolución de issues. Los pesos restantes se han renormalizado.
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
7.2/25Alcance del propietario — 9 seguidores de bbalouki
20.4/25Trayectoria — 21 repos públicos, cuenta de ~5 años
Datos de entrada utilizados
followers9
owner_typeUser
is_verified
owner_loginbbalouki
public_repos21
account_age_days1936
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 17 días
20/20Historial de versiones — 56 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesbbstrader
ecosystemspypi
any_deprecatedno
min_days_since_publish17

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

96Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 5 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://github.com/bbalouki/bbstrader
10/10Descripción del repositorio
10/10Topics — 11 topics
10/10Wiki
Datos de entrada utilizados
topicsfianance, investment, machine-learning, metatrader5, time-series, trading, backtest, backtesting, backtesting-engine, backtesting-trading-strategies, strategy
has_wiki
homepagehttps://github.com/bbalouki/bbstrader
has_readme
has_docs_dir
has_description

Seguridad

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

57Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 37 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,7
Excluidos de la puntuación (sin datos o no aplicable): branch_protection. Los pesos restantes se han renormalizado.

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.

36En riesgo · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — sin datos
5/8Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes. Los pesos restantes se han renormalizado.
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
54.4/55Tamaños de archivo manejables — 1/85 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes70.879
source_files_sampled85
oversized_source_files1
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signalno
api_schema_files

Datos clave

14estrellas de GitHub
2contribuidores
442commits en los últimos 12 meses
4días desde el último push
29versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes

Más detalle

OpenSSF Scorecard 5.7 / 10
5.7agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-17 16:33 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal 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
10CI-Tests1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities37 existing vulnerabilities detected
Dependencias directas 18
RegistroPaqueteRestricción de versiónManifiesto
PyPIbeautifulsoup4>=4.13.5pyproject.toml
PyPIcolorama>=0.4.6pyproject.toml
PyPIeodhd>=1.0.32pyproject.toml
PyPIexchange_calendars>=4.11.1pyproject.toml
PyPIfinancetoolkit>=2.0.4pyproject.toml
PyPIipython>=9.5.0pyproject.toml
PyPInotify_py>=0.3.43pyproject.toml
PyPInumpy>=2.2.6pyproject.toml
PyPIpandas>=2.0pyproject.toml
PyPIpybind11>=3.0.1pyproject.toml
PyPIpyfiglet>=1.0.4pyproject.toml
PyPIpyportfolioopt>=1.5.6pyproject.toml
PyPIpython-dotenv>=1.1.1pyproject.toml
PyPIpython-telegram-bot>=22.3pyproject.toml
PyPIPyYAML>=6.0.2pyproject.toml
PyPIQuantStats>=0.0.77pyproject.toml
PyPItabulate>=0.9.0pyproject.toml
PyPIyfinance>=0.2.65pyproject.toml
Todas las dependencias 166

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 20 paquetes directos y 146 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIbeautifulsoup44.14.3directa
PyPIcolorama0.4.6directa
PyPIeodhd1.0.32directa
PyPIexchange-calendars4.12directa
PyPIfinancetoolkit2.0.6directa
PyPIipython9.9.0directa
PyPInotify-py0.3.43directa
PyPInumpydirecta
PyPInumpy2.4.1directa
PyPIpandasdirecta
PyPIpandas3.0.0directa
PyPIpybind113.0.1directa
PyPIpyfiglet1.0.4directa
PyPIpyportfolioopt1.5.6directa
PyPIpython-dotenv1.2.1directa
PyPIpython-telegram-bot22.6directa
PyPIpyyaml6.0.3directa
PyPIquantstats0.0.81directa
PyPItabulate0.9.0directa
PyPIyfinance1.1.0directa
PyPIannotated-types0.7.0indirecta
PyPIanyio4.12.1indirecta
PyPIast-serialize0.6.0indirecta
PyPIasttokens3.0.1indirecta
PyPIbabel2.18.0indirecta
PyPIbackrefs7.0indirecta
PyPIblis1.3.3indirecta
PyPIbreadability0.1.20indirecta
PyPIcatalogue2.0.10indirecta
PyPIcertifi2026.1.4indirecta
PyPIcffi2.0.0indirecta
PyPIchardet5.2.0indirecta
PyPIcharset-normalizer3.4.4indirecta
PyPIclarabel0.11.1indirecta
PyPIclick8.3.1indirecta
PyPIcloudpathlib0.23.0indirecta
PyPIconfection0.1.5indirecta
PyPIcontourpy1.3.3indirecta
PyPIcurl-cffi0.13.0indirecta
PyPIcvxpy1.8.0indirecta
PyPIcycler0.12.1indirecta
PyPIcymem2.0.13indirecta
PyPIdecorator5.2.1indirecta
PyPIdocopt0.6.2indirecta
PyPIecos2.0.14indirecta
PyPIet-xmlfile2.0.0indirecta
PyPIexecuting2.2.1indirecta
PyPIfonttools4.61.1indirecta
PyPIfrozendict2.4.7indirecta
PyPIghp-import2.1.0indirecta
PyPIgriffelib2.1.0indirecta
PyPIh110.16.0indirecta
PyPIhighspy1.12.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx0.28.1indirecta
PyPIidna3.11indirecta
PyPIiniconfig2.3.0indirecta
PyPIipython-pygments-lexers1.1.1indirecta
PyPIjedi0.19.2indirecta
PyPIjeepney0.9.0indirecta
PyPIjinja23.1.6indirecta
PyPIjoblib1.5.3indirecta
PyPIkiwisolver1.4.9indirecta
PyPIkorean-lunar-calendar0.3.1indirecta
PyPIlibrt0.13.0indirecta
PyPIloguru0.6.0indirecta
PyPIlxml6.0.2indirecta
PyPImarkdown3.10.2indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImatplotlib3.10.8indirecta
PyPImatplotlib-inline0.2.1indirecta
PyPImdurl0.1.2indirecta
PyPImergedeep1.3.4indirecta
PyPImetatrader55.0.5509indirecta
PyPImkdocs1.6.1indirecta
PyPImkdocs-autorefs1.4.4indirecta
PyPImkdocs-get-deps0.2.2indirecta
PyPImkdocs-material9.7.6indirecta
PyPImkdocs-material-extensions1.3.1indirecta
PyPImkdocstrings1.0.6indirecta
PyPImkdocstrings-python2.0.5indirecta
PyPImultitasking0.0.12indirecta
PyPImurmurhash1.0.15indirecta
PyPImypy2.2.0indirecta
PyPImypy-extensions1.1.0indirecta
PyPInltk3.9.2indirecta
PyPIoauthlib3.3.1indirecta
PyPIopenpyxl3.1.5indirecta
PyPIosqp1.1.0indirecta
PyPIpackaging26.0indirecta
PyPIpaginate0.5.7indirecta
PyPIparso0.8.5indirecta
PyPIpathspec1.1.1indirecta
PyPIpeewee3.19.0indirecta
PyPIpexpect4.9.0indirecta
PyPIpillow12.1.0indirecta
PyPIplatformdirs4.5.1indirecta
PyPIplotly5.24.1indirecta
PyPIpluggy1.6.0indirecta
PyPIpraw7.8.1indirecta
PyPIprawcore2.4.0indirecta
PyPIpreshed3.0.12indirecta
PyPIprompt-toolkit3.0.52indirecta
PyPIprotobuf6.33.5indirecta
PyPIptyprocess0.7.0indirecta
PyPIpure-eval0.2.3indirecta
PyPIpyarrow24.0.0indirecta
PyPIpycountry24.6.1indirecta
PyPIpycparser3.0indirecta
PyPIpydantic2.12.5indirecta
PyPIpydantic-core2.41.5indirecta
PyPIpygments2.19.2indirecta
PyPIpyluach2.3.0indirecta
PyPIpymdown-extensions11.0.1indirecta
PyPIpyparsing3.3.2indirecta
PyPIpytest9.1.1indirecta
PyPIpytest-mock3.15.1indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpytzindirecta
PyPIpytz2025.2indirecta
PyPIpyyaml-env-tag1.1indirecta
PyPIregex2026.1.15indirecta
PyPIrequests2.32.5indirecta
PyPIrequests-oauthlib2.0.0indirecta
PyPIrich14.3.1indirecta
PyPIruff0.15.21indirecta
PyPIscikit-learn1.8.0indirecta
PyPIscipy1.17.0indirecta
PyPIscs3.2.11indirecta
PyPIseaborn0.13.2indirecta
PyPIsetuptools80.10.2indirecta
PyPIsix1.17.0indirecta
PyPIsmart-open7.5.0indirecta
PyPIsoupsieve2.8.3indirecta
PyPIspacy3.8.11indirecta
PyPIspacy-legacy3.0.12indirecta
PyPIspacy-loggers1.0.5indirecta
PyPIsphinxindirecta
PyPIsphinx-rtd-themeindirecta
PyPIsrsly2.5.2indirecta
PyPIstack-data0.6.3indirecta
PyPIsumy0.11.0indirecta
PyPItenacity9.1.2indirecta
PyPItextblob0.19.0indirecta
PyPIthinc8.3.10indirecta
PyPIthreadpoolctl3.6.0indirecta
PyPItoolz1.1.0indirecta
PyPItqdm4.67.1indirecta
PyPItraitlets5.14.3indirecta
PyPItweepy4.16.0indirecta
PyPItyper-slim0.21.1indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPItzdata2025.3indirecta
PyPIupdate-checker0.18.0indirecta
PyPIurllib32.6.3indirecta
PyPIvadersentiment3.3.2indirecta
PyPIwasabi1.1.3indirecta
PyPIwatchdog6.0.0indirecta
PyPIwcwidth0.5.2indirecta
PyPIweasel0.4.3indirecta
PyPIwebsocket-client1.9.0indirecta
PyPIwebsockets16.0indirecta
PyPIwin32-setctime1.2.0indirecta
PyPIwrapt2.0.1indirecta
Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [
        "fianance",
        "investment",
        "machine-learning",
        "metatrader5",
        "time-series",
        "trading",
        "backtest",
        "backtesting",
        "backtesting-engine",
        "backtesting-trading-strategies",
        "strategy"
      ],
      "is_fork": false,
      "size_kb": 16580,
      "has_wiki": true,
      "homepage": "https://github.com/bbalouki/bbstrader",
      "languages": {
        "C++": 137807,
        "CMake": 16823,
        "Python": 888074,
        "Inno Setup": 848
      },
      "pushed_at": "2026-07-13T12:28:09Z",
      "created_at": "2024-03-09T09:28:51Z",
      "owner_type": "User",
      "updated_at": "2026-07-13T12:20:22Z",
      "description": "Simplified Investment & Trading Toolkit with Python & C++",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "C++"
      ]
    },
    "owner": {
      "blog": "https://bbalouki.github.io/portfolio/",
      "name": "Bertin Balouki SIMYELI",
      "type": "User",
      "login": "bbalouki",
      "company": "@maelqo",
      "followers": 9,
      "avatar_url": "https://avatars.githubusercontent.com/u/81575793?v=4",
      "created_at": "2021-03-29T14:48:29Z",
      "is_verified": null,
      "public_repos": 21,
      "account_age_days": 1936
    },
    "activity": {
      "releases_count": 29,
      "commits_last_year": 442,
      "latest_release_at": "2026-06-30T01:30:32Z",
      "latest_release_tag": "v2.3.0",
      "releases_from_tags": false,
      "days_since_last_push": 4,
      "active_weeks_last_year": 26,
      "days_since_latest_release": 17,
      "mean_days_between_releases": 18.4
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 100,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "bbstrader",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Finance",
            "Toolkit",
            "Financial",
            "Analysis",
            "Fundamental",
            "Quantitative",
            "Database",
            "Equities",
            "Currencies",
            "Economics",
            "ETFs",
            "Funds",
            "Indices",
            "Moneymarkets",
            "Commodities",
            "Futures",
            "CFDs",
            "Derivatives",
            "Trading",
            "Investing",
            "Portfolio",
            "Optimization",
            "Performance",
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "Operating System :: MacOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: C++",
            "Programming Language :: Python :: 3.12",
            "Topic :: Office/Business :: Financial :: Investment"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/bbstrader/",
          "is_deprecated": false,
          "latest_version": "2.3.0",
          "repository_url": "https://github.com/bbalouki/bbstrader",
          "versions_count": 56,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 999,
          "first_published_at": "2024-08-22T18:07:41.371073Z",
          "latest_published_at": "2026-06-30T01:30:10.677853Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 17
        }
      ]
    },
    "popularity": {
      "forks": 3,
      "stars": 14,
      "watchers": 2,
      "open_issues_and_prs": 2
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 70879,
      "source_files_sampled": 85,
      "oversized_source_files": 1,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "beautifulsoup4",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.13.5"
        },
        {
          "name": "colorama",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.6"
        },
        {
          "name": "eodhd",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.32"
        },
        {
          "name": "exchange_calendars",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.11.1"
        },
        {
          "name": "financetoolkit",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.4"
        },
        {
          "name": "ipython",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=9.5.0"
        },
        {
          "name": "notify_py",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.3.43"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.2.6"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0"
        },
        {
          "name": "pybind11",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0.1"
        },
        {
          "name": "pyfiglet",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.4"
        },
        {
          "name": "pyportfolioopt",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.5.6"
        },
        {
          "name": "python-dotenv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.1.1"
        },
        {
          "name": "python-telegram-bot",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=22.3"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0.2"
        },
        {
          "name": "QuantStats",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.77"
        },
        {
          "name": "tabulate",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.9.0"
        },
        {
          "name": "yfinance",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2.65"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "beautifulsoup4",
            "direct": true,
            "version": "4.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": true,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "eodhd",
            "direct": true,
            "version": "1.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "exchange-calendars",
            "direct": true,
            "version": "4.12",
            "ecosystem": "pypi"
          },
          {
            "name": "financetoolkit",
            "direct": true,
            "version": "2.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": true,
            "version": "9.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "notify-py",
            "direct": true,
            "version": "0.3.43",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pybind11",
            "direct": true,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyfiglet",
            "direct": true,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyportfolioopt",
            "direct": true,
            "version": "1.5.6",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-telegram-bot",
            "direct": true,
            "version": "22.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "quantstats",
            "direct": true,
            "version": "0.0.81",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": true,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yfinance",
            "direct": true,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ast-serialize",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backrefs",
            "direct": false,
            "version": "7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "breadability",
            "direct": false,
            "version": "0.1.20",
            "ecosystem": "pypi"
          },
          {
            "name": "catalogue",
            "direct": false,
            "version": "2.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "chardet",
            "direct": false,
            "version": "5.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "clarabel",
            "direct": false,
            "version": "0.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpathlib",
            "direct": false,
            "version": "0.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "confection",
            "direct": false,
            "version": "0.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "curl-cffi",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cvxpy",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cymem",
            "direct": false,
            "version": "2.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "docopt",
            "direct": false,
            "version": "0.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ecos",
            "direct": false,
            "version": "2.0.14",
            "ecosystem": "pypi"
          },
          {
            "name": "et-xmlfile",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.61.1",
            "ecosystem": "pypi"
          },
          {
            "name": "frozendict",
            "direct": false,
            "version": "2.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "ghp-import",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "griffelib",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "highspy",
            "direct": false,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.11",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jeepney",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "korean-lunar-calendar",
            "direct": false,
            "version": "0.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "librt",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "loguru",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.8",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mergedeep",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "metatrader5",
            "direct": false,
            "version": "5.0.5509",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-autorefs",
            "direct": false,
            "version": "1.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-get-deps",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material",
            "direct": false,
            "version": "9.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings",
            "direct": false,
            "version": "1.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings-python",
            "direct": false,
            "version": "2.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "multitasking",
            "direct": false,
            "version": "0.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "murmurhash",
            "direct": false,
            "version": "1.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": false,
            "version": "3.9.2",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": false,
            "version": "3.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "osqp",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "paginate",
            "direct": false,
            "version": "0.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "peewee",
            "direct": false,
            "version": "3.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "5.24.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "praw",
            "direct": false,
            "version": "7.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "prawcore",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "preshed",
            "direct": false,
            "version": "3.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.5",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "24.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pycountry",
            "direct": false,
            "version": "24.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.41.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyluach",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "11.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-env-tag",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.1.15",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.5",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "14.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.21",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scs",
            "direct": false,
            "version": "3.2.11",
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": false,
            "version": "0.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "80.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smart-open",
            "direct": false,
            "version": "7.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": false,
            "version": "3.8.11",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-legacy",
            "direct": false,
            "version": "3.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-loggers",
            "direct": false,
            "version": "1.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "srsly",
            "direct": false,
            "version": "2.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sumy",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "thinc",
            "direct": false,
            "version": "8.3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toolz",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.1",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tweepy",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typer-slim",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.3",
            "ecosystem": "pypi"
          },
          {
            "name": "update-checker",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "vadersentiment",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wasabi",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "weasel",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "win32-setctime",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 166,
        "direct_count": 20,
        "indirect_count": 146
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 170,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 24
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "bbalouki",
          "commits": 807,
          "avatar_url": "https://avatars.githubusercontent.com/u/81575793?u=f41d733ae1a72ac2d3bedec816b40b38fa8f164b&v=4"
        },
        {
          "type": "User",
          "login": "juniorep",
          "commits": 132,
          "avatar_url": "https://avatars.githubusercontent.com/u/162791790?u=ceb37570b394aea90aca0fe139a2a690211a721d&v=4"
        }
      ],
      "contributors_sampled": 2,
      "top_contributor_share": 0.859
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build.yml",
        "docs.yml",
        "lint.yml",
        "python.yml",
        "tests.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 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": 10,
            "reason": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "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": 10,
            "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 0 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": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "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": 0,
            "reason": "37 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "1b1db2b5cbb7c33b43ed34f6c614167e53fc0897",
        "ran_at": "2026-07-17T16:33:45Z",
        "aggregate_score": 5.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/bbalouki/bbstrader",
    "host": "github.com",
    "name": "bbstrader",
    "owner": "bbalouki"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 71,
      "inputs": {
        "security": 57,
        "vitality": 85,
        "community": 53,
        "governance": 60,
        "engineering": 96
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 85,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "commits_last_year": 442,
              "human_commit_share": null,
              "days_since_last_push": 4,
              "active_weeks_last_year": 26
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 4 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "26/52 weeks with commits",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 26
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "442 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 442
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 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": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 29,
              "latest_release_tag": "v2.3.0",
              "releases_from_tags": false,
              "days_since_latest_release": 17,
              "mean_days_between_releases": 18.4
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "29 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 29
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 17 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 17
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~18.4 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 18.4
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 53,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 21,
            "inputs": {
              "forks": 3,
              "stars": 14,
              "watchers": 2,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "14 stars",
                "points": 18.1,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3 forks",
                "points": 2.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "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": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "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": 50,
            "inputs": {
              "packages": [
                "bbstrader"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 999
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "999 downloads/month across pypi",
                "points": 40,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 999,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 18,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.859
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 86% of commits",
                "points": 3.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 86
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 91,
            "inputs": {
              "merged_prs": 170,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 24
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "170/194 decided PRs merged",
                "points": 33.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 170,
                      "decided": 194
                    }
                  }
                ],
                "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": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "followers": 9,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "bbalouki",
              "public_repos": 21,
              "account_age_days": 1936
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "9 followers of bbalouki",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 9,
                      "login": "bbalouki"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "21 public repos, account ~5 yr old",
                "points": 20.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 21
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "bbstrader"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 17
            },
            "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 17 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 17
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "56 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 56
                    }
                  }
                ],
                "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": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "fianance",
                "investment",
                "machine-learning",
                "metatrader5",
                "time-series",
                "trading",
                "backtest",
                "backtesting",
                "backtesting-engine",
                "backtesting-trading-strategies",
                "strategy"
              ],
              "has_wiki": true,
              "homepage": "https://github.com/bbalouki/bbstrader",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://github.com/bbalouki/bbstrader",
                "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": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 57,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.7
            },
            "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": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "37 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "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": 36,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": 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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 70879,
              "source_files_sampled": 85,
              "oversized_source_files": 1
            },
            "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": "1/85 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 85,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T16:33:59.567811Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/bbalouki/bbstrader.svg",
  "full_name": "bbalouki/bbstrader",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.12.0 — metodología completa · wiki de métricas.

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