Registro público
Informe de salud del softwareesquema 0.23.0 · métricas 1.13.0 · 2026-07-21 21:09 UTC

shoumikchow / bbox-visualizer

Make drawing and labeling bounding boxes a piece of cake

PythonMIT★ 412 estrellas⑂ 36 forksdesde jun 2020Ver en GitHub ↗

shoumikchow/bbox-visualizer tiene un índice de salud de 70 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (76/100) y la más baja, AI Readiness (46/100). Se actualizó por última vez hace 4 días. Una sola persona concentra la mayor parte del trabajo reciente.

70
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.

70
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

Shoumik ChowdhuryCuenta personal
46 seguidores20 repositorios públicosdesde dic 2014@andium

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIbbox_visualizer1.0.139.8477hace 4 díasbbox-visualizerbounding-boxcomputer-visionvisualization

Métricas por categoría

Vitalidad

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

73Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 4 días
4.2/36Cadencia de commits — 6/52 semanas con commits
15.2/18Volumen de commits — 48 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_year48
human_commit_share1
days_since_last_push4
active_weeks_last_year6
Cómo se puntúa
27/27Publica versiones — 7 versiones publicadas
36/36Recencia de las versiones — última versión hace 4 días
12.6/27Cadencia de publicación — una versión cada ~353,3 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count7
latest_release_tagv1.0.1
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases353,3
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

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

73Bueno · 18% del índice global
Cómo se puntúa
42.4/60Estrellas — 412 estrellas
12.9/25Forks — 36 forks
3.3/15Observadores — 5 observadores
Datos de entrada utilizados
forks36
stars412
watchers5
growth_stateorganic
growth_factor_pct100
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
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conduct
has_pull_request_templateno
Cómo se puntúa
61.3/80Descargas mensuales — 39.847 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesbbox_visualizer
dependents
ecosystemspypi
total_downloads
monthly_downloads39.847
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?

61Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
1.4/22.5Distribución de commits — el principal contribuyente firma el 94% de los commits
8.1/13.5Amplitud de contribuyentes — 6 contribuyentes
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Datos de entrada utilizados
bus_factor1
contributors_sampled6
top_contributor_share0,937
Cómo se puntúa
46.8/46.8Resolución de issues — 100% de issues cerradas
34.5/38.3Aceptación de PR — 56/62 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs56
open_issues0
closed_issues15
issue_closed_ratio1
closed_unmerged_prs6
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
12/25Alcance del propietario — 46 seguidores de shoumikchow
21.6/25Trayectoria — 20 repos públicos, cuenta de ~11 años
Datos de entrada utilizados
followers46
owner_typeUser
is_verified
owner_loginshoumikchow
public_repos20
account_age_days4248
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 4 días
20/20Historial de versiones — 7 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesbbox_visualizer
ecosystemspypi
any_deprecatedno
min_days_since_publish4

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

76Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://bbox-visualizer.readthedocs.io
10/10Descripción del repositorio
10/10Topics — 17 topics
0/10Wiki
Datos de entrada utilizados
topicscomputer-vision, computer-vision-tools, cv, labeling, data-labeling, object-detection, object-recognition, bboxes, deep-learning, image-annotation, annotations, annotation, image-labeling, image-labeling-tool, bounding-boxes, bounding-box, boundingbox
has_wikino
homepagehttps://bbox-visualizer.readthedocs.io
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?

69Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/8 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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
3/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,9
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. 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.

46En 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)
32/40Historial de commits legible — 60 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,6
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — Makefile
22/22Pruebas automatizadas
0/11Configuración de lint / formato
0/11Verificación estática de tipos
0/10Entorno reproducible
10/10Práctica demostrada con agentes — 13 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
6/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0,13
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/12 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes21.591
source_files_sampled12
oversized_source_files0
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples, notebooks
Datos de entrada utilizados
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Datos clave

412estrellas de GitHub
6contribuidores
48commits en los últimos 12 meses
4días desde el último push
7versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • deps.dev does not index pypi:bbox_visualizer@1.0.1; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Más detalle

Historial de estrellas y forks 412 ★ / 36 ⇿
412Estrellas
36Forks
5Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

0100200300400500412351822020-072023-072026-06
Mayor 0Menor 3Parche 2

Cada punto abarca 6 días.

OpenSSF Scorecard 6.9 / 10
6.9agregado

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 · 2026-07-21 21:09 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests9 out of 10 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
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
6Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
9SASTSAST tool is not run on all commits -- score normalized to 9
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 2
RegistroPaqueteRestricción de versiónManifiesto
PyPIopencv-python>=4.8.1.78pyproject.toml
PyPInumpy>=1.19.0pyproject.toml
Todas las dependencias 13

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 2 paquetes directos y 11 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPInumpydirecta
PyPIopencv-pythondirecta
PyPIbuildindirecta
PyPIhatchindirecta
PyPIhatch-fancy-pypi-readmeindirecta
PyPIhatch-vcsindirecta
PyPIhatchlingindirecta
PyPImkdocs-materialindirecta
PyPImkdocstringsindirecta
PyPIpytestindirecta
PyPIruffindirecta
PyPItwineindirecta
PyPItyindirecta
Avisos de dependencias sin evaluar

El cotejo de avisos no pudo ejecutarse para este informe: No resolved dependencies carried a version and a supported ecosystem

Informe JSON sin procesar legible por máquina
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          "body": "…e flag\n\ncv2.getTextSize reports the font's nominal ascent, which overshoots the\ntallest glyphs by ~5px and lowercase-only text by ~11px, making label\nbackgrounds bottom-heavy. Replace _get_text_size with _get_ink_metrics,\nwhich renders the text once on a scratch canvas (cached) and measures the\nact\n[…]\n ascent/descent, so backgrounds get even padding on all sides.\n\nAlso start the flag pole 2px below the flag top: cv2 caps the 3px stroke\npast its endpoint, which poked a nub above the flag background.",
          "is_bot": false,
          "headline": "Size label backgrounds from real ink metrics; keep flag pole under th…",
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          "body": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
          "is_bot": false,
          "headline": "Merge pull request #76 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-16T17:41:27Z",
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          "body": "…cv floor\n\n  - publish.yml: pass tag name via env instead of shell interpolation\n  - Pin all GitHub Actions to commit SHAs (with version comments)\n  - ruff.yml: scope write permissions to the autofix job\n  - pyproject.toml: raise opencv-python floor to >=4.8.1.78 (CVE-2023-4863, libwebp heap overflow in bundled builds)",
          "is_bot": false,
          "headline": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-16T17:36:09Z",
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          "body": "Update docs for v1.0.0 changes",
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          "headline": "Merge pull request #75 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:45:59Z",
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          "body": "- Document COCO/YOLO bbox_format support in usage.md and update the\n  troubleshooting section that claimed VOC was the only format\n- List the runnable example scripts in index.md\n- State the Python 3.10 floor and replace the dead git:// clone URL\n  with HTTPS/SSH in installation.md",
          "is_bot": false,
          "headline": "Update docs for v1.0.0: bbox formats, examples, install fixes",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:43:54Z",
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          "oid": "3ec3b14f605ac3044e70edfde894a23c3201bf3d",
          "body": "Restore ValueError for None inputs in multi-object functions",
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          "headline": "Merge pull request #74 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:31:23Z",
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          "oid": "010fbb6fa468a742133b8c43b33c0f717ff8f806",
          "body": "The len()-based empty checks from #73 raised TypeError for None inputs;\nguard None explicitly so the error contract stays consistent with\n_validate_bbox and _convert_bbox_to_voc.\n\nAddresses Copilot review comments on #73.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Restore ValueError for None bboxes/labels in multi-object functions",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:28:57Z",
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          "oid": "6d2023078f032b4de117e71ec208ff64c265235e",
          "body": "Fix numpy input handling and label placement from v1.0.0 review",
          "is_bot": false,
          "headline": "Merge pull request #73 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T06:26:03Z",
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          "oid": "e979e4f9ca51df643dbe25f9c14159ca325b1036",
          "body": "- Use len() checks instead of truthiness so numpy arrays of bboxes don't\n  raise \"truth value is ambiguous\"\n- Accept numpy integer color channels and normalize colors to built-in\n  ints in _validate_color (cv2 5.0 rejects numpy scalars)\n- Place labels above the box only when the full background fits, so the\n  background is never clipped at the image top\n\nAddresses Copilot review comments on #72.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix numpy input handling and label-above placement from PR review",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T06:24:39Z",
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        },
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          "oid": "f9ff59062d72180dfbcede8054a874fb30f53c4a",
          "body": "Release v1.0.0",
          "is_bot": false,
          "headline": "Merge pull request #72 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T06:13:18Z",
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          "body": null,
          "is_bot": false,
          "headline": "style: format and lint code with Ruff",
          "author_name": "shoumikchow",
          "author_login": "shoumikchow",
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          "oid": "6b049eb6763de0b39829a8331b41f1f757dccaeb",
          "body": "Drop --locked from the CI uv sync steps. As a library, shipped installs\nare governed by pyproject.toml ranges, so CI should test against freshly\nresolved dependencies rather than pinned ones. This also fixes CI\nerroring on the lockfile, which was never tracked.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Resolve CI deps fresh instead of from a lockfile",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:58:58Z",
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          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Document logging control and per-box colors in README and usage docs",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:46:48Z",
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        },
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          "oid": "18dd0d43fde0f781e113254f9313f7a5d6601dc6",
          "body": "Set requires-python >=3.10 (3.9 is EOL) with matching ruff/ty targets\nand a refreshed lockfile. The new target enabled B905/UP038: zips over\nlength-validated lists now use strict=True. Remove .DS_Store files and\ngitignore them.",
          "is_bot": false,
          "headline": "Bump Python floor to 3.10 and clean up housekeeping",
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          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:43:59Z",
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        },
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          "oid": "a6306d7ed61003c959fc0e11348ffd31a13baba8",
          "body": "Accept any 3-length sequence as a color (was tuple-only), drop the\npointless lru_cache on _validate_color, remove the np.array round-trip\nin add_multiple_labels, and delete a duplicate T-label fallback test\nthat claimed to cover the right edge but re-tested vertical space.",
          "is_bot": false,
          "headline": "Simplify validation and label internals",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:40:53Z",
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        },
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          "oid": "6c66a522ffdc960cd3c7628fe0dcab89c92240b3",
          "body": "Unify CI into one workflow, keep Ruff auto-fix bot\n\ntest.yml: replace hand-rolled uv install with astral-sh/setup-uv and\nuv sync --locked, run make check so CI matches local. Matrix: 3.10,\n3.12, 3.14. Delete ty.yml (covered by make check). Slim ruff.yml down\nto its auto-fix PR job, using the locked ruff version.",
          "is_bot": false,
          "headline": "Updated commit message:",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:36:22Z",
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        },
        {
          "oid": "c3a03298a90c70019658982058480aa586d6fa12",
          "body": "bbox_color now accepts either a single BGR tuple (unchanged behavior,\nstill batched via cv2.polylines) or a sequence of one color per box,\nwhich falls back to per-box cv2.rectangle since polylines can't batch\nmultiple colors. A color list whose length doesn't match bboxes raises\nValueError.",
          "is_bot": false,
          "headline": "Add per-box colors to draw_multiple_rectangles",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:30:58Z",
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        },
        {
          "oid": "3ea5f6b97d224a827c482a62869a81068d3bfdcb",
          "body": "- add_T_label and draw_flag_with_label fallbacks now forward size,\n  thickness, draw_bg, and colors to add_label instead of dropping to\n  defaults\n- draw_flag_with_label sizes its label background from real text\n  metrics via _get_text_size (moved to _utils.py) instead of a\n  hardcoded size-1 measur\n[…]\n  output shifts by 1-2 px vs previous releases\n- Collapse add_label's duplicated top/inside branches (Phase 6 item)\n- Tests: bg-contains-text at size=2 incl. descenders; fallback keeps\n  caller colors",
          "is_bot": false,
          "headline": "Fix label layout: real text metrics, descender overflow, box alignment",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
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        },
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          "oid": "848b70ee6e01050c696198609b561cd0ab6e5f53",
          "body": "Remove suppress_warnings and warnings_suppressed; flags.py now logs\nthrough logging.getLogger(__name__). Silence warnings with:\nlogging.getLogger(\"bbox_visualizer\").setLevel(logging.ERROR)",
          "is_bot": false,
          "headline": "Replace warning suppression API with a module logger (breaking)",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:06:56Z",
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        },
        {
          "oid": "6819627fb1c2b04a5c6d3381403ccbba7bd6b826",
          "body": "All public functions now return a new image and never modify the input.\nPreviously draw_rectangle copied but add_label, add_T_label, and\ndraw_flag_with_label drew on the caller's array in place.\n\n- Copy the input image in add_label, add_T_label, draw_flag_with_label\n- Drop the redundant copy in add_\n[…]\nEADME\n- Add parametrized purity test covering all public functions\n- Fix test_add_label, which only passed because earlier in-place calls\n  left pixels behind (black text on black image draws nothing)",
          "is_bot": false,
          "headline": "Make all drawing functions pure (breaking)",
          "author_name": "Shoumik Sharar Chowdhury",
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          "oid": "e3ca468a806fd46cd51632b3f5f142f23d2555e4",
          "body": "Float CI test matrix to floor + latest ('3.9', '3.x') so it auto-follows\nnew Python releases, and remove the Python version classifiers from\npyproject.toml. requires-python still gates installs.",
          "is_bot": false,
          "headline": "Drop per-release Python version maintenance",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T04:33:23Z",
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          "oid": "7568b343120603a3dc4c7dfad035377feb2d4cee",
          "body": null,
          "is_bot": false,
          "headline": "Fix type and add ty to Makefile for type checking",
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          "author_login": "shoumikchow",
          "committed_at": "2026-06-12T01:41:34Z",
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          "headline": "Add support for python 3.13 and python 3.14",
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          "author_login": "shoumikchow",
          "committed_at": "2026-06-11T06:13:34Z",
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          "oid": "3dd1e13a4c5090e14baedb9b48cd5767198ea167",
          "body": null,
          "is_bot": false,
          "headline": "Cleanup README",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-06-11T06:02:27Z",
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          "oid": "7062ed06e1b224362da581e5cf018ffc1948d587",
          "body": null,
          "is_bot": false,
          "headline": "Fix ruff formatting",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-06-11T05:45:58Z",
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          "oid": "7e5efff70b0631678cc48d98e4ce1bf576bd9a8b",
          "body": null,
          "is_bot": false,
          "headline": "Add COCO and YOLO formats for bounding boxes",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
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          "oid": "2b0c37596e0400d89ba0629003eaad91e0493e18",
          "body": null,
          "is_bot": false,
          "headline": "Clean up examples, README.md",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-05-06T04:33:34Z",
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          "oid": "e751d04f75d3c08f8a1514cb1df2c6c23f6d72ef",
          "body": "Merge dev into master",
          "is_bot": false,
          "headline": "Merge pull request #70 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:57:06Z",
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        },
        {
          "oid": "7e5b080b640dc6109b0928178511cfd6c0ca699e",
          "body": "Add contents: read permission to build, test, and typecheck jobs\nto address CodeQL security warnings about unlimited GITHUB_TOKEN permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): add explicit permissions to workflow jobs",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:49:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
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          "oid": "662d4c02fcfb3bda97b3faae62279ebd531902e8",
          "body": "Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): trigger workflows on master branch instead of main",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:34:38Z",
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        },
        {
          "oid": "0cba70e82d013ed15a86cfa721f99bdf437e0694",
          "body": "ty needs opencv-python and numpy installed to resolve imports.\nAlso renamed workflow to \"Type Check\" for consistent Title Case naming.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): install dependencies for ty type checker",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:22:41Z",
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        },
        {
          "oid": "c1adbe508d0e91eb2e6fcd49a60ec7cf69cd813f",
          "body": "- Non-opaque: use cv2.polylines() to draw all rectangles in single call\n- Opaque: draw all filled rectangles on one overlay, then single alpha blend\n- Achieves 3-40x speedup depending on image size and box count\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: optimize draw_multiple_rectangles with batched operations",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:08:37Z",
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          "is_coding_agent": true
        },
        {
          "oid": "62d690b6ddb48879b2ab7792dfa79ebc0e23776e",
          "body": "- Remove unused BROWSER_PYSCRIPT\n- Remove bump-version (handled by hatch-vcs)\n- Remove release command (handled by GitHub Actions)\n- Update docs targets for MkDocs\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: clean up Makefile",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T05:06:40Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d89c3b1096f3d964f475800ce278eda94aa35bca",
          "body": "- Replace Sphinx with mkdocs-material and mkdocstrings\n- Convert RST files to Markdown\n- Update .readthedocs.yaml for MkDocs build\n- Update pyproject.toml docs dependencies\n- Fix docstring format in warnings_suppressed for better rendering\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: migrate from Sphinx to MkDocs Material",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T05:06:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "24ae7bdea0f7d393fdcc003fa83e120557eb9993",
          "body": "- Add ty to dev dependencies in pyproject.toml\n- Configure ty for Python 3.9 target version\n- Add GitHub Actions workflow for type checking\n- Fix return type annotation in labels.py to match cv2 stubs\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: add ty type checker with CI workflow",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T04:05:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
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          "oid": "369532e1d80d61ac2604e729673e5218d44bf2ae",
          "body": "- Update test functions to use draw_box and draw_multiple_boxes\n- Add test to verify aliases work correctly\n- Update example notebooks to use new preferred function names\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: update tests and examples to use draw_box naming",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-22T19:00:22Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "978bbe55a5eab86feacba97b81e4c6270fa76cdb",
          "body": "…ames\n\nIntroduce draw_box and draw_multiple_boxes as the new preferred API\nwhile keeping draw_rectangle and draw_multiple_rectangles as aliases\nfor backward compatibility. Both naming conventions work identically.\n\n- Add function aliases in rectangle.py\n- Export new names in __init__.py files\n- Update README and docs to use new function names\n- Add notes explaining both naming conventions still work\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feature: add draw_box and draw_multiple_boxes as preferred function n…",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-22T18:45:33Z",
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          "is_coding_agent": true
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          "oid": "96717863dd8130d9f270f136ca23284f448b00c3",
          "body": "…x-visualizer",
          "is_bot": false,
          "headline": "docs: add usage examples for drawing bounding boxes and labels in bbo…",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2025-06-27T06:06:15Z",
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        },
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          "oid": "f34e9fb3f8e9c60e6b57726cb0a28d9767b41f82",
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            "name": "opencv-python",
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            "name": "hatch-vcs",
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          {
            "name": "hatchling",
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            "name": "mkdocs-material",
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            "name": "mkdocstrings",
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          {
            "name": "pytest",
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          {
            "name": "ruff",
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            "version": null,
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            "name": "twine",
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            "ecosystem": "pypi"
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            "name": "ty",
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            "version": null,
            "ecosystem": "pypi"
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        {
          "type": "User",
          "login": "shoumikchow",
          "commits": 194,
          "avatar_url": "https://avatars.githubusercontent.com/u/10058982?v=4"
        },
        {
          "type": "User",
          "login": "nefelipar",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/74057971?v=4"
        },
        {
          "type": "User",
          "login": "ImgBotApp",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/31427850?v=4"
        },
        {
          "type": "User",
          "login": "Ryoo72",
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          "avatar_url": "https://avatars.githubusercontent.com/u/21365990?v=4"
        },
        {
          "type": "User",
          "login": "sc0v0ne",
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          "avatar_url": "https://avatars.githubusercontent.com/u/56802572?v=4"
        },
        {
          "type": "User",
          "login": "shreyasvedpathak",
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          "avatar_url": "https://avatars.githubusercontent.com/u/68227226?v=4"
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      "ci_workflows": [
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        "ruff.yml",
        "test.yml"
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      "linter_configs": [],
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      "has_linter_config": false,
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      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
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            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "9 out of 10 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/8 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "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": 6,
            "reason": "dependency not pinned by hash detected -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 9,
            "reason": "SAST tool is not run on all commits -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
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            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 9,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_security_policy": false,
      "has_dependabot_config": false
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  "source": {
    "url": "https://github.com/shoumikchow/bbox-visualizer",
    "host": "github.com",
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    "owner": "shoumikchow"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 70,
      "inputs": {
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        "vitality": 73,
        "community": 73,
        "governance": 61,
        "engineering": 76
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      "components": []
    },
    "categories": [
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        "key": "vitality",
        "band": "good",
        "name": "Vitality",
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        "weight": 0.22,
        "metrics": [
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            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
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              "human_commit_share": 1,
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              "active_weeks_last_year": 6
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            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 4 days ago",
                "points": 36,
                "status": "met",
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                      "days": 4
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                "max_points": 36
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
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                "points": 4.2,
                "status": "partial",
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                "max_points": 36
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                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "48 commits in the last year",
                "points": 15.2,
                "status": "partial",
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                "max_points": 18
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                "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
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            ]
          },
          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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              },
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "7 releases published",
                "points": 27,
                "status": "met",
                "details": [
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              {
                "key": "release_recency",
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                "detail": "latest release 4 days ago",
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                "status": "met",
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                "key": "release_cadence",
                "name": "Release cadence",
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              {
                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
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            "key": "abandonment",
            "band": "excellent",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "guards": [],
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              "multiplier_pct": 100,
              "declared_reason": null,
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                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_maintained",
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                "max_points": 100
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        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 73,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 59,
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              "growth_state": "organic",
              "growth_factor_pct": 100
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "412 stars",
                "points": 42.4,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
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                "points": 12.9,
                "status": "partial",
                "details": [
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                    "code": "forks",
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                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "5 watchers",
                "points": 3.3,
                "status": "partial",
                "details": [
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                    "code": "watchers",
                    "params": {
                      "count": 5
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
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            "components": [
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                "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": {
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "good",
            "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 77,
            "inputs": {
              "packages": [
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 39847
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "39,847 downloads/month across pypi",
                "points": 61.3,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 39847,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 61,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
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              "contributors_sampled": 6,
              "top_contributor_share": 0.937
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 94% of commits",
                "points": 1.4,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
                    "params": {
                      "share": 94
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "6 contributors",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "merged_prs": 56,
              "open_issues": 0,
              "closed_issues": 15,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 6
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "56/62 decided PRs merged",
                "points": 34.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 56,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "followers": 46,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "shoumikchow",
              "public_repos": 20,
              "account_age_days": 4248
            },
            "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": "46 followers of shoumikchow",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 46,
                      "login": "shoumikchow"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "20 public repos, account ~11 yr old",
                "points": 21.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 20
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "bbox_visualizer"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "7 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
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            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 3
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "9 out of 10 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "computer-vision",
                "computer-vision-tools",
                "cv",
                "labeling",
                "data-labeling",
                "object-detection",
                "object-recognition",
                "bboxes",
                "deep-learning",
                "image-annotation",
                "annotations",
                "annotation",
                "image-labeling",
                "image-labeling-tool",
                "bounding-boxes",
                "bounding-box",
                "boundingbox"
              ],
              "has_wiki": false,
              "homepage": "https://bbox-visualizer.readthedocs.io",
              "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://bbox-visualizer.readthedocs.io",
                "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": "17 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 17
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 69,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 10 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "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 6",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 46,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.6,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
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                ],
                "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",
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                "points": 32,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
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              "agent_commit_share": 0.13,
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              "dependency_bot_commit_share": 0
            },
            "components": [
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                "key": "one_command_bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                "max_points": 18
              },
              {
                "key": "automated_tests",
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                "points": 22,
                "status": "met",
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                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "13 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
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                ],
                "max_points": 10
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                "key": "automated_maintenance",
                "name": "Automated maintenance",
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                "max_points": 8
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                "key": "openssf_scorecard_pinned_dependencies",
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          },
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            "key": "ai_code_legibility",
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "type_checkable_code",
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                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_typecheck_config_language",
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                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
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                "points": 55,
                "status": "met",
                "details": [
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                    "code": "oversized_source_files",
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                  }
                ],
                "max_points": 55
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            ]
          },
          {
            "key": "ai_interfaces",
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            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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            },
            "components": [
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                "key": "api_schema_openapi_graphql_proto",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                      "files": "examples, notebooks"
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                  }
                ],
                "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."
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    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "deps.dev does not index pypi:bbox_visualizer@1.0.1; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:09:37.077347Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shoumikchow/bbox-visualizer.svg",
  "full_name": "shoumikchow/bbox-visualizer",
  "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 v0.23.0 — metodología completa · wiki de métricas.

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