Registro públicoBueno
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-23 03:24 UTC
DeepLabCut / DeepLabCut-live
SDK for running DeepLabCut on a live video stream
DeepLabCut/DeepLabCut-live tiene un índice de salud de 72 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 (41/100). Se actualizó por última vez hace 5 días. 3 personas concentran la mayor parte del trabajo reciente.
72
global / 100Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.
72
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
Titularidad
DeepLabCutOrganización
461 seguidores21 repositorios públicosdesde ene 2020
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación | Etiquetas |
|---|---|---|---|---|---|---|
| PyPI | deeplabcut-live | 1.1.0 | 637 | 11 | hace 158 días | deeplabcutpose-estimationreal-timedeep-learning |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
64
Actividad de desarrollo
57Moderado
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 5 días |
| 5.5/36 | Cadencia de commits — 8/52 semanas con commits |
| 15.8/18 | Volumen de commits — 56 commits en el último año |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Datos de entrada utilizados
| commits_last_year | 56 |
| human_commit_share | 0,91 |
| days_since_last_push | 5 |
| active_weeks_last_year | 8 |
Disciplina de publicación
74Bueno
Cómo se puntúa
| 27/27 | Publica versiones — 8 versiones publicadas |
| 27/36 | Recencia de las versiones — última versión hace 158 días |
| 12.6/27 | Cadencia de publicación — una versión cada ~288,4 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 8 |
| latest_release_tag | v1.1.0 |
| releases_from_tags | no |
| days_since_latest_release | 158 |
| mean_days_between_releases | 288,4 |
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?
51
Popularidad y adopción
60Moderado
Cómo se puntúa
| 38.6/60 | Estrellas — 240 estrellas |
| 14.5/25 | Forks — 56 forks |
| 6.5/15 | Observadores — 16 observadores |
Datos de entrada utilizados
| forks | 56 |
| stars | 240 |
| watchers | 16 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
44En riesgo
Cómo se puntúa
| 22.5/22.5 | README |
| 16.9/22.5 | Licencia — archivo de licencia presente, no es una licencia reconocida |
| 0/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 0/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Adopción en el ecosistema (descargas)
47En riesgo
Cómo se puntúa
| 37.4/80 | Descargas mensuales — 637 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | deeplabcut-live |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 637 |
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
81
Cómo se puntúa
| 36/54 | Factor bus — la mitad de los commits recae en 3 contribuyente(s) |
| 17/22.5 | Distribución de commits — el principal contribuyente firma el 25% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 15 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 3 |
| contributors_sampled | 15 |
| top_contributor_share | 0,246 |
Cómo se puntúa
| 44.8/46.8 | Resolución de issues — 96% de issues cerradas |
| 25.5/38.3 | Aceptación de PR — 64/96 PR decididos fusionados |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 9/11 approved changesets -- score normalized to 8 |
Datos de entrada utilizados
| merged_prs | 64 |
| open_issues | 3 |
| closed_issues | 70 |
| issue_closed_ratio | 0,959 |
| closed_unmerged_prs | 32 |
Propiedad y custodia
71Bueno
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 19.2/25 | Alcance del propietario — 461 seguidores de DeepLabCut |
| 21.8/25 | Trayectoria — 21 repos públicos, cuenta de ~6 años |
Datos de entrada utilizados
| followers | 461 |
| owner_type | Organization |
| is_verified | — |
| owner_login | DeepLabCut |
| public_repos | 21 |
| account_age_days | 2382 |
Mantenimiento de paquetes
100Excelente
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 158 días |
| 20/20 | Historial de versiones — 11 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | deeplabcut-live |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 158 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
96
Prácticas de ingeniería
94Excelente
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 3 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter |
| 9.6/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | sí |
| has_precommit_config | sí |
Documentación
100Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://elifesciences.org/articles/61909 |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 5 topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | deeplabcut, pose-estimation, real-time, optogenetics, tracking-algorithm |
| has_wiki | sí |
| homepage | https://elifesciences.org/articles/61909 |
| has_readme | sí |
| has_docs_dir | sí |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
63
Postura de seguridad
54Moderado
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — sin datos |
| 2.5/2.5 | CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 9/11 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 11 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | Licencia — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5,4 |
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging, signed_releases. Los pesos restantes se han renormalizado.
Avisos de dependencias
100Excelente
Cómo se puntúa
| 35/35 | Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido |
| 25/25 | Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 47 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:deeplabcut-live@1.1.0 —lo que arrastra la instalación del paquete publicado—: 47 paquetes. No se analiza la alcanzabilidad.
Preparación para IA
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.
41
Contexto y guía para agentes
26Crítico
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 25.8/40 | Historial de commits legible — 44 de 91 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,484 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 6/10 | Práctica demostrada con agentes — 3 de los últimos 100 commits con autoría o crédito de agente |
| 8/8 | Mantenimiento automatizado — 9 de los últimos 100 commits son actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | — |
| agent_commit_share | 0,03 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,09 |
Legibilidad del código para modelos
55Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 55/55 | Tamaños de archivo manejables — 0/94 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 46.736 |
| source_files_sampled | 94 |
| oversized_source_files | 0 |
Datos clave
240estrellas de GitHub
15contribuidores
56commits en los últimos 12 meses
5días desde el último push
8versiones publicadas
3factor bus
3issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Más detalle
Historial de estrellas y forks 0 ★ / 56 ⇿
0Estrellas
56Forks
7Versiones
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Mayor 0Menor 1Parche 5
Cada punto abarca 6 días.
OpenSSF Scorecard 5.4 / 10
5.4agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/d | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 9/11 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 11 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| n/d | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/d | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Dependencias directas 13
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | colorcet | >=3 | pyproject.toml |
| PyPI | dlclibrary | >=0.0.6 | pyproject.toml |
| PyPI | einops | >=0.6.1 | pyproject.toml |
| PyPI | numpy | >=1.20,<2 | pyproject.toml |
| PyPI | opencv-python-headless | >=4.5 | pyproject.toml |
| PyPI | pandas | >=1.0.1,!=1.5 | pyproject.toml |
| PyPI | pillow | >=8 | pyproject.toml |
| PyPI | pip | — | pyproject.toml |
| PyPI | py-cpuinfo | >=5 | pyproject.toml |
| PyPI | ruamel-yaml | >=0.17.20 | pyproject.toml |
| PyPI | scipy | >=1.9 | pyproject.toml |
| PyPI | tables | >=3.8 | pyproject.toml |
| PyPI | tqdm | >=4.62.3 | pyproject.toml |
Todas las dependencias 13
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 13 paquetes directos y 0 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | colorcet | — | directa |
| PyPI | dlclibrary | — | directa |
| PyPI | einops | — | directa |
| PyPI | numpy | — | directa |
| PyPI | opencv-python-headless | — | directa |
| PyPI | pandas | — | directa |
| PyPI | pillow | — | directa |
| PyPI | pip | — | directa |
| PyPI | py-cpuinfo | — | directa |
| PyPI | ruamel-yaml | — | directa |
| PyPI | scipy | — | directa |
| PyPI | tables | — | directa |
| PyPI | tqdm | — | directa |
Avisos de dependencias 0
Instalar pypi:deeplabcut-live@1.1.0 arrastra 47 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.
Ningún aviso conocido afecta a las dependencias evaluadas.
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
{
"data": {
"repo": {
"topics": [
"deeplabcut",
"pose-estimation",
"real-time",
"optogenetics",
"tracking-algorithm"
],
"is_fork": false,
"size_kb": 2387,
"has_wiki": true,
"homepage": "https://elifesciences.org/articles/61909",
"languages": {
"C++": 2848,
"Python": 497475
},
"pushed_at": "2026-07-17T12:35:04Z",
"created_at": "2020-03-09T19:39:16Z",
"owner_type": "Organization",
"updated_at": "2026-07-10T02:32:00Z",
"description": "SDK for running DeepLabCut on a live video stream",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "deeplabcut.org",
"name": "DeepLabCut",
"type": "Organization",
"login": "DeepLabCut",
"company": null,
"location": "EPFL",
"followers": 461,
"avatar_url": "https://avatars.githubusercontent.com/u/59848143?v=4",
"created_at": "2020-01-13T20:59:21Z",
"is_verified": null,
"public_repos": 21,
"account_age_days": 2382
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-02-14T10:55:43Z"
},
{
"tag": "v1.0.4",
"kind": "patch",
"published_at": "2023-05-05T17:48:41Z"
},
{
"tag": "v1.0.3",
"kind": "patch",
"published_at": "2023-01-30T17:00:02Z"
},
{
"tag": "v1.0.2",
"kind": "patch",
"published_at": "2022-06-21T11:30:59Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2021-11-26T18:39:38Z"
},
{
"tag": "v1.0",
"kind": "other",
"published_at": "2021-03-02T11:51:07Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2020-11-23T18:50:24Z"
},
{
"tag": "v0.0.1",
"kind": "patch",
"published_at": "2020-08-05T21:35:28Z"
}
],
"recent_commits": [
{
"oid": "e61f726731825993933b0cd43e27ce019741a618",
"body": "…(#171)",
"is_bot": false,
"headline": "Add lazy loading for pytorch, tensorflow and the benchmarking module …",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-04-13T10:29:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee69fa63342697fc828cb269731ebd35334664d5",
"body": "* Add PyTorch support and refactor check_install\n\nRefactor check_install.py to support both PyTorch and TensorFlow backends and improve temporary file handling. Introduces TMP_DIR, MODELS_FOLDER, and separate run_pytorch_test/run_tensorflow_test helpers; PyTorch now exports and benchmarks an exporte\n[…]\nmporary-directory messages\n\n---------\n\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: Jaap de Ruyter van Steveninck <32810691+deruyter92@users.noreply.github.com>",
"is_bot": false,
"headline": "Update check install script (#157)",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-03-11T13:21:52Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "18913ac1f2f5c762a08788f00493906474e95c43",
"body": "* Refine pre-commit hook stages and ruff\n\nAdd default_stages and explicitly set stages for hooks so checks that don't modify files can run in both pre-commit and manual/CI, while modifiers run only locally. Reorganize and document ruff hooks into local autofix/write entries (runs with --fix/unsafe-f\n[…]\nrves newlines and spaces in the changed-files output so downstream workflow steps receive the full list.\n\n* Update format.yml\n\n* Fix circular import\n\n* Fix all E501\n\n* Export Engine for public acccess",
"is_bot": false,
"headline": "[Apply lint] Add PR-only pre-commit workflow & lint all (#166) (#169)",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-03-10T12:13:44Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "13bb616b53f29148a926144652d77ac9696ce635",
"body": "[Config lint] Update pre-commit hooks and ruff config",
"is_bot": false,
"headline": "Merge pull request #165 from DeepLabCut/cy/linter-ci",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-03-10T10:42:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35e0432103db67b291fcc062bab15145727fe396",
"body": "Add and reorganize pre-commit hooks: include check-added-large-files, check-yaml, check-toml, name-tests-test (with --pytest-test-first), check-merge-conflict; replace setup-cfg-fmt with pyproject-fmt and add validate-pyproject. Bump astral-sh/ruff-pre-commit to v0.15.0. Uncomment and enable Ruff co\n[…]\nength, pydocstyle convention) and add [tool.pyproject-fmt] settings (max_supported_python=3.12, generate_python_version_classifiers=true, table_format=\"long\") to control pyproject formatting behavior.",
"is_bot": false,
"headline": "Update pre-commit hooks and ruff config",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-19T17:05:02Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "eb15fa86ef38aaf187c5d82dbac2937c48ae5112",
"body": "Fix modelzoo configs: add to package-data",
"is_bot": false,
"headline": "Merge pull request #163 from DeepLabCut/jaap/update_modelzoo",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-02-19T13:16:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b05bdb0690b26d8f21736cdd4fea8ce2afba8d96",
"body": "Update installation docs for windows users with GPU",
"is_bot": false,
"headline": "Merge pull request #155 from DeepLabCut/jaap/update_installation_docs",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-19T13:03:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6062dc2b4eee892627d02f80b980ae6e3b1a477d",
"body": null,
"is_bot": false,
"headline": "add docstring to export_model_zoo",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-02-18T08:00:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9bdb018462e367593185dbfd6be929b5902359a9",
"body": null,
"is_bot": false,
"headline": "update modelzoo utils: list available models from huggingface",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-02-18T07:58:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "07c391dd7744caf52886a9ef947db4ee0341e8d8",
"body": null,
"is_bot": false,
"headline": "update pyproject.toml and MANIFEST.in: add modelzoo package-data",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-02-18T07:57:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8fbb8c403472d018d21f4cb55983eb62a23157b",
"body": "* Initial plan\n\n* Update version to v1.1.1rc1\n\nCo-authored-by: MMathisLab <28102185+MMathisLab@users.noreply.github.com>",
"is_bot": false,
"headline": "Update version to v1.1.1rc1 (#161)",
"author_name": "Copilot",
"author_login": "Copilot",
"committed_at": "2026-02-14T11:03:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f0119d67ecce538fa2c9b8289accc09aeb130a54",
"body": null,
"is_bot": false,
"headline": "Update TWINE_PASSWORD secret for PyPI publishing",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2026-02-14T10:41:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "95dfdf38263090c2f19e84ae762bc8e22270678f",
"body": "* Update GitHub Actions workflow for PyPI release\n\n* Add missing twine installation to PyPI release workflow (#159)\n\n* Initial plan\n\n* Add twine installation to PyPI release workflow\n\nCo-authored-by: MMathisLab <28102185+MMathisLab@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-ag\n[…]\n-by: Copilot <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: MMathisLab <28102185+MMathisLab@users.noreply.github.com>\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Update GitHub Actions workflow for PyPI release (#158)",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2026-02-14T10:28:20Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "45715db4056acfc1139e1b74a11e535f5f5c467f",
"body": "Expanded test coverage & small tweaks/fixes",
"is_bot": false,
"headline": "Merge pull request #156 from DeepLabCut/cy/expand-testing",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-03T13:48:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "822f5d4999818e88610f7148eff46c4d9916c30a",
"body": "Replace verbose conditional expressions with max/min to clamp pose-based ellipse coordinates (x0, x1, y0, y1) within image bounds.",
"is_bot": false,
"headline": "Use max/min for pose coordinate clamping",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-03T12:30:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03fe25ac5c09c048b69b6106f034ebf120b62a20",
"body": null,
"is_bot": false,
"headline": "Fix dates in comments",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-03T11:56:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "679919d546b5b7c9a55dcd40c9c24e88e8fa90c1",
"body": null,
"is_bot": false,
"headline": "Update test_display.py",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-03T11:07:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a30d985e2aba9c73cf104b37acf178a7244764d",
"body": "Corrects swapped im_size indexing when clamping ellipse coordinates in Display.draw. The previous code used im_size[1] for x1 and im_size[0] for y1, which reversed width/height fallbacks and could produce incorrect bounds; x1 now uses im_size[0] (width) and y1 uses im_size[1] (height). This prevents drawing outside the image or using wrong coordinates.",
"is_bot": false,
"headline": "Fix image size indexing when drawing keypoints",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-03T11:07:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cfba3264cd5e99a342185860cd4c9926bfbd885c",
"body": null,
"is_bot": false,
"headline": "Update utils.py",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-03T08:19:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "638b014511bf4c83bbb56d5d7d6418c059f511c4",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main' into cy/expand-testing",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-02T14:47:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80027cdb2039d09ce82c48a10478fb097a29ee31",
"body": null,
"is_bot": false,
"headline": "Revert CI changes for now (commented for later)",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-02T14:43:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8bcf58bdff52f89505d2209171b5f667e1b7d170",
"body": "Introduce property-based tests for assembler utilities using Hypothesis: add test_condensed_index_properties for _conv_square_to_condensed_indices, a composite coords_and_conf strategy, test_flatten_detections_counts to validate _flatten_detections output counts, and a property test for extract_best\n[…]\nariants. Add Hypothesis imports, settings and numpy-array strategies. Also adjust test_assembly to ensure rows containing any NaN are set fully to NaN so the test matches Assembly.from_array behavior.",
"is_bot": false,
"headline": "Add Hypothesis tests for assembler",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-02T11:30:07Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6905cf3ee5456837f96d554f1fa83c8898eff84f",
"body": "Replace tuple-based assembler fixtures with SimpleNamespace objects (providing .data, .graph, .paf_inds) and update all tests to access those attributes. Add Hypothesis to dev dependencies and introduce property-based tests for Assembly (from_array invariants and extent/area checks)",
"is_bot": false,
"headline": "Use SimpleNamespace in tests; add Hypothesis",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-02T11:03:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5e6f6cd73c0e1359dbe1e0b4581011b434a7a05",
"body": "Replace handcrafted FakeTk/Label/PhotoImage classes with unittest.mock MagicMocks in the headless_display_env fixture. The fixture now returns a SimpleNamespace with mock constructors/instances (tk, label, photo) and sets display module attributes with monkeypatch (raising=False). Update tests to us\n[…]\nraw.Draw with a MagicMock, and make colormap sampling deterministic for assertions. This simplifies test setup and enables precise call-based assertions instead of inspecting custom fake object state.",
"is_bot": false,
"headline": "Use MagicMocks for headless display tests",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-02T09:32:58Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "287cf2f242684d74b899e75ad38adc3fc9282b4c",
"body": "Move test helpers into tests/conftest.py and introduce a suite of reusable pytest fixtures for assembler testing (headless_display_env, assembler graph/paf fixtures, scene factories, assembler/assembly/joint/link factories, and various canned dataset variants). Refactor tests/tests_core/test_assembl\n[…]\nsts_core/test_assembly.py to consume the new fixtures, remove duplicated setup code, and simplify assertions. Also adjust serialization test filenames and tidy up identity/affinity-related test logic.",
"is_bot": false,
"headline": "Refactor assembler tests to use fixtures",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-02-02T09:10:46Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5ef5f88868aff2f3b0a0126b8bcf247776960f95",
"body": "…epLabCut/cy/remove-tf-duplicates\n\nRemove unused & duplicated TF files",
"is_bot": false,
"headline": "Remove unused & duplicated TF files - Merge pull request #154 from De…",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-30T16:59:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79d027b0cb8e93cbc405b41fc8e7117a93c8e917",
"body": null,
"is_bot": false,
"headline": "Update installation docs for windows users with GPU",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-01-28T16:26:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa80d5b7af9852ef2c81f600932f3f4dede1a447",
"body": "functionality for direct downloading and exporting the pytorch models from the modelzoo",
"is_bot": false,
"headline": "Merge pull request #152 from deruyter92/jaap/add_modelzoo_functionality",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-01-28T14:16:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d5e2c92df4a1790a44bab8ec8cd9fb852adb980",
"body": "Co-authored-by: Jaap de Ruyter van Steveninck <32810691+deruyter92@users.noreply.github.com>",
"is_bot": false,
"headline": "Remove duplication comments (reason: solved)",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-28T14:13:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f6773412380bb988ae4631917c5091474d1fd01",
"body": "Introduces a new 'pose' attribute to the DLCLive class, initialized as None or a numpy ndarray. This prepares the class for storing pose data.",
"is_bot": false,
"headline": "Add pose attribute to DLCLive class",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-27T08:01:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fd05cefb220041097d8098b8daf4d340e219b2a6",
"body": null,
"is_bot": false,
"headline": "Add 'slow' marker to pytest config and tests",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T13:54:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa53622fff2a86b0947a7521a8f77bfb99aec92d",
"body": "Removed the --no-cache flag from 'uv sync' in the testing workflow, enhanced pytest coverage reporting, and added a step to summarize coverage in the GitHub Actions job summary. Added a note in dynamic_cropping.py about duplication with another file and referenced existing tests.",
"is_bot": false,
"headline": "Update CI workflow and add duplication note to dynamic_cropping.py",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T13:09:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "131fdef026ab8b023987e799e448ea8bf14373ce",
"body": "Corrects color sampling in Display to avoid zero step and ensures image is always defined in display_frame. Adds comprehensive tests for Display, including headless environment setup, frame display, cutoff logic, window destruction, and color sampling safety.",
"is_bot": false,
"headline": "Display testing & fixes",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T12:51:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0305f6bda862d43005c0266e8f16e911b03b03b8",
"body": "Deleted dlclive/graph.py and dlclive/pose.py, which were duplicates of files in dlclive/pose_estimation_tensorflow/. These files were TensorFlow-specific and not used elsewhere",
"is_bot": false,
"headline": "Remove duplicated TensorFlow-specific graph and pose modules",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T12:34:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ccb821f3c40988de0745d2f0af3cb2a909a9f1f0",
"body": "Added comments indicating duplication between dlclive/graph.py and dlclive/pose_estimation_tensorflow/graph.py, as well as between dlclive/pose.py and dlclive/pose_estimation_tensorflow/pose.py. Marked the TensorFlow-specific files in the root as candidates for deletion since only the versions in pose_estimation_tensorflow are used.",
"is_bot": false,
"headline": "Add duplication notes to graph and pose modules",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T12:32:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "92fc40624bc4ed5183304ddf6b10660ba2373e36",
"body": null,
"is_bot": false,
"headline": "Update code duplication marker",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T10:41:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7ec008f7909d65b8e2ba98256f3cc4e928f64da2",
"body": "Introduces detailed unit tests for the Assembler, Assembly, Joint, and Link classes in dlclive.core.inferenceutils. The new tests cover metadata parsing, detection flattening, link extraction, assembly building, Mahalanobis distance calculation, I/O helpers, and various Assembly operations, improving test coverage and reliability.",
"is_bot": false,
"headline": "Add comprehensive tests for Assembler and Assembly classes",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T10:27:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b8113e5a4672b74b097a077f7ee779bbbbc1c05",
"body": null,
"is_bot": false,
"headline": "Update pyproject.toml",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T10:27:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eaaac972a6da87caf2ff002bd645e96b99da148e",
"body": null,
"is_bot": false,
"headline": "Update pyproject.toml",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T10:27:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cb7316c523fd339dec6ac908549fa200c85bcc83",
"body": "Upgraded GitHub Actions to use newer versions and improved test steps by separating model benchmark and unit tests, adding coverage reporting with codecov. Added pytest-cov to dev dependencies and configured Ruff linter settings in pyproject.toml.",
"is_bot": false,
"headline": "Update CI workflow and add pytest-cov to dev dependencies",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T10:27:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "81f9c9e7a1d151246345a46277cc19cc04bdb9fb",
"body": "Introduces .pre-commit-config.yaml to automate code formatting, linting, and basic checks using pre-commit hooks for improved code quality and consistency.",
"is_bot": false,
"headline": "Add pre-commit configuration file",
"author_name": "C-Achard",
"author_login": "C-Achard",
"committed_at": "2026-01-26T10:27:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc90b4c239135a2863c513bf393d36e433526986",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into jaap/add_modelzoo_functionality",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-01-26T08:52:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d783a303b430852dd1cea499d5217351291b0c0f",
"body": "…wing https://github.com/DeepLabCut/DeepLabCut/pull/3180 (#153)",
"is_bot": false,
"headline": "Add disk space cleanup and use --no-cache-dir for pip installs. Follo…",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-01-23T16:12:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d50bf67285e004b10aee83dd6a0e31ccb2be4aa",
"body": null,
"is_bot": false,
"headline": "refactor `test_benchmark_script`: increase image size for torch models",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-01-23T13:42:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b07adc156cdb092ab834f0f8411ef6d75c041a97",
"body": null,
"is_bot": false,
"headline": "add functional benchmark test for pytorch model zoo",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-01-23T10:53:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a398010c8becc420e414bcb7fb074b35cf80803",
"body": null,
"is_bot": false,
"headline": "Add modelzoo tests from DeepLabCut",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-01-23T10:50:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6828c546b5060766e1dfbbe342f8c4d3d2dc0472",
"body": null,
"is_bot": false,
"headline": "update .gitignore (ignore modelzoo snapshots)",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-01-23T10:49:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e38e3ad93ce08a3ff5287d79d8bbc5617dd04bed",
"body": null,
"is_bot": false,
"headline": "add modelzoo utils (download and config)",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-01-23T10:49:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "05ac8f06b71a9666e59b73f3636710d8c02d2416",
"body": null,
"is_bot": false,
"headline": "add modelzoo model configs from DeepLabCut",
"author_name": "Jaap de Ruyter",
"author_login": "deruyter92",
"committed_at": "2026-01-23T10:48:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99f777cfdbd4301fba55f06d40c06fa5c32b98d6",
"body": "* DEKRPredictor: add non-maximum suppression (NMS)\n\nThis commit Updates the DEKR predictor to follow the DeepLabCut implementation in version 3.0.0rc7, see\nhttps://github.com/DeepLabCut/DeepLabCut/pull/2907\n\n* DEKRPredictor: speed up with vectorized operations\n\nThis commit updates the DEKRPredictor \n[…]\nith vecorized operations\n\nThis commit updates the `HeatmapPredictor` in single_predictor.py to follow the implementation in DeepLabCut 3.0.0rc13. See https://github.com/DeepLabCut/DeepLabCut/pull/3110",
"is_bot": false,
"headline": "update pytorch models following DeepLabCut 3.0.0rc13 (#151)",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-01-22T10:21:07Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "595c295ac4cfe96c193e86afa13fd4ee96a59aab",
"body": null,
"is_bot": false,
"headline": "[WIP] Integration with DeepLabCut 3.0 - PyTorch Engine (#121)",
"author_name": "Niels",
"author_login": "n-poulsen",
"committed_at": "2026-01-19T19:48:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "091dd3dbee96bbb61ebe347acca408ebb72db2cd",
"body": "Bumps [torch](https://github.com/pytorch/pytorch) from 2.7.1 to 2.8.0.\n- [Release notes](https://github.com/pytorch/pytorch/releases)\n- [Changelog](https://github.com/pytorch/pytorch/blob/main/RELEASE.md)\n- [Commits](https://github.com/pytorch/pytorch/compare/v2.7.1...v2.8.0)\n\n---\nupdated-dependenci\n[…]\n.\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Mackenzie Mathis <mathis@rowland.harvard.edu>",
"is_bot": true,
"headline": "Bump torch from 2.7.1 to 2.8.0 (#145)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-13T12:23:47Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f3c8fba4a0fc6579dbe8eb22538aea9bd0878789",
"body": "Co-authored-by: Mackenzie Mathis <mathis@rowland.harvard.edu>",
"is_bot": false,
"headline": "type hints for benchmark (and also some missing ones in dlclive) (#117)",
"author_name": "Jonny Saunders",
"author_login": "sneakers-the-rat",
"committed_at": "2026-01-13T12:22:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5422e6ac7e2db8a1387eb7f5ed2967877aa0a36f",
"body": "* Initial plan\n\n* Update version to 1.1.0 across all files\n\nCo-authored-by: MMathisLab <28102185+MMathisLab@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: MMathisLab <28102185+MMathisLab@users.noreply.github.com>",
"is_bot": false,
"headline": "version 1.1.0 (#147)",
"author_name": "Copilot",
"author_login": "Copilot",
"committed_at": "2026-01-13T12:09:05Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "13f5ef6f9fd7937d7170b32ae7d1fa9f15a5e10b",
"body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.4.0 to 2.6.3.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.4.0...2.6.3)\n\n---\nupdated-dependenc\n[…]\n.\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Mackenzie Mathis <mathis@rowland.harvard.edu>",
"is_bot": true,
"headline": "Bump urllib3 from 2.4.0 to 2.6.3 (#141)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-13T11:57:19Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d1a9cab1c5c66bd6424af686c9e8420dee253913",
"body": "Bumps [werkzeug](https://github.com/pallets/werkzeug) from 3.1.3 to 3.1.5.\n- [Release notes](https://github.com/pallets/werkzeug/releases)\n- [Changelog](https://github.com/pallets/werkzeug/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pallets/werkzeug/compare/3.1.3...3.1.5)\n\n---\nupdated-depe\n[…]\neug\n dependency-version: 3.1.5\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump werkzeug from 3.1.3 to 3.1.5 (#142)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-13T11:56:17Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b60f21b3ff4a0b8b7add868c35906362dfe94446",
"body": "Bumps [pillow](https://github.com/python-pillow/Pillow) from 11.2.1 to 11.3.0.\n- [Release notes](https://github.com/python-pillow/Pillow/releases)\n- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)\n- [Commits](https://github.com/python-pillow/Pillow/compare/11.2.1...11.3.0)\n[…]\nndency-version: 11.3.0\n dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump pillow from 11.2.1 to 11.3.0 (#129)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-07-01T23:33:03Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "44c960f9699e3b8b79b8493767562b9963a01ccb",
"body": null,
"is_bot": false,
"headline": "Update benchmark.py (#123)",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2025-06-16T20:03:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a74101f52c275f3320a00a4a55273cfbe7432b73",
"body": "* Update pyproject.toml\n\n- adding support for python 3.11, 3.12, 3.13\n\n* Update testing.yml\n\n* Update testing.yml\n\n* Update pyproject.toml\n\n* Update testing.yml\n\n* Update pyproject.toml\n\n* Update poetry.lock\n\n* Update poetry.lock\n\n* Update pyproject.toml\n\n* Update pyproject.toml\n\n* Update pyproject.\n[…]\npyproject.toml\n\n* Update pyproject.toml\n\n* Update pyproject.toml\n\n* Update testing.yml\n\n* updated test for win32\n\n* Update testing.yml\n\n* Update testing.yml\n\n* Update testing.yml\n\n* Update testing.yml",
"is_bot": false,
"headline": "Update pyproject.toml (#125)",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2025-06-15T13:12:01Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "88038acfb9d4eba4142048512a8b9dacc22f8dd2",
"body": "* Update README.md\n\nfix test instructions\n\n* Update check_install.py\n\n* Update check_install.py\n\n* Update check_install.py",
"is_bot": false,
"headline": "Update README & benchmarking script (#126)",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2025-06-14T14:30:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4004ef9ede4c237307aa52310d92d16bbf948946",
"body": null,
"is_bot": false,
"headline": "Update testing.yml",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2025-06-13T14:42:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "36557a80b853921390044e1cdab19d8e476e55b6",
"body": null,
"is_bot": false,
"headline": "master --> main",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2025-06-13T14:33:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "662e2233d41c31797f225005bc095f1cd00d06f6",
"body": "* Update .gitignore\n\n* CI/CD update python version\n\n* CI/CD update actions versions\n\n* CI/CD update trigger events\n\n* CI/CD update MacOS version\n\n* dlclibrary set version to >=0.0.6\n\n* Poetry lock\n\n* Poetry lock\n\n* Pyproject.toml update tensorflow installation\n\n* Poetry lock\n\n* Install specific tens\n[…]\noetry lock\n\n* CI/CD test on python 3.11, 3.12, 3.13 as well\n\n* Update testing.yml\n\n- rename to main\r\n- add tables installation\n\n---------\n\nCo-authored-by: Mackenzie Mathis <mathis@rowland.harvard.edu>",
"is_bot": false,
"headline": "Introduce CI/CD for TensorFLow version (#122)",
"author_name": "maximpavliv",
"author_login": "maximpavliv",
"committed_at": "2025-06-13T14:30:25Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "41ee58f55ecb5a0f54bc0292711d6058ead00136",
"body": null,
"is_bot": false,
"headline": "fix #112 - don't subset cpuinfo (#114)",
"author_name": "Jonny Saunders",
"author_login": "sneakers-the-rat",
"committed_at": "2025-06-13T14:18:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "427c12609307ef685e4193c91026567308820cbe",
"body": null,
"is_bot": false,
"headline": "Bump tensorflow version (#103)",
"author_name": "Steffen Schneider",
"author_login": "stes",
"committed_at": "2023-06-15T14:39:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b0973c1dc977026dd9305c108acf2942636bc1f",
"body": "V1.0.4",
"is_bot": false,
"headline": "Merge pull request #101 from DeepLabCut/v1.0.4",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-05-05T17:46:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1ec1827fd3d852f1c95be7d9c6d601a9db5ce985",
"body": null,
"is_bot": false,
"headline": "Update version.py",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-05-05T17:45:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "409a5cc2361363c675576623dfaa10efcdb84410",
"body": null,
"is_bot": false,
"headline": "Delete version.py",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-05-05T17:45:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96ef85cdf26078ac636d07a1d1b584027989fc68",
"body": null,
"is_bot": false,
"headline": "Add files via upload",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-05-05T17:44:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86be0d723c3f384f1e09ef4545cdf56a3fa85af5",
"body": "Fixed the check install script to use the new models",
"is_bot": false,
"headline": "Merge pull request #100 from n-poulsen/fix_check_install_script",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-05-03T14:44:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c6e843665d4bab966d4f6409b12b0804f2546f9",
"body": null,
"is_bot": false,
"headline": "Fixed the check install script to use the new models",
"author_name": "Niels Poulsen",
"author_login": "n-poulsen",
"committed_at": "2023-05-03T13:13:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b4d3f239f067ca3063ca80055e1e4f397cf655b",
"body": "Update check_install.py",
"is_bot": false,
"headline": "Merge pull request #95 from DeepLabCut/mwm/fixModelDownload",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-01-27T18:34:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "37c37019dbf43a31fae2d2d85c071b36f7e55e48",
"body": null,
"is_bot": false,
"headline": "update version",
"author_name": "AlexEMG",
"author_login": "AlexEMG",
"committed_at": "2023-01-27T18:23:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b124b988f1670e0060fae2a378989d7dfb3b6514",
"body": null,
"is_bot": false,
"headline": "Update poetry.lock",
"author_name": "Jessy Lauer",
"author_login": "jeylau",
"committed_at": "2023-01-27T14:33:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4be5b4355a9f4fe33fabe68cd595fb1a84afa75c",
"body": null,
"is_bot": false,
"headline": "Fix check_install test script",
"author_name": "Jessy Lauer",
"author_login": "jeylau",
"committed_at": "2023-01-27T12:06:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a604cd7368279ac4f6a70d94be6ca6bbba0fbd6",
"body": null,
"is_bot": false,
"headline": "Update pyproject.toml",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-01-26T19:20:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d947d139b6eb333363dd622dafb53791306a6e02",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into mwm/fixModelDownload",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-01-26T19:17:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee04782b3c73a69224910a42ce064611c1e6d66c",
"body": "Bump wheel from 0.37.1 to 0.38.1",
"is_bot": false,
"headline": "Merge pull request #93 from DeepLabCut/dependabot/pip/wheel-0.38.1",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-01-26T18:21:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "230ffec1cfdc999eb41b61801e8ea9da5cd0a642",
"body": "Bump setuptools from 65.3.0 to 65.5.1",
"is_bot": false,
"headline": "Merge pull request #94 from DeepLabCut/dependabot/pip/setuptools-65.5.1",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2023-01-26T18:21:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5f3e99424503b2fc53314c2e6a89c9a09bfbde3b",
"body": null,
"is_bot": false,
"headline": "Pin tensorflow to <=2.10",
"author_name": "Jessy Lauer",
"author_login": "jeylau",
"committed_at": "2023-01-13T12:29:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "57bbb0e945777f8453fea6c394ab1b50e1021536",
"body": null,
"is_bot": false,
"headline": "Update poetry.lock",
"author_name": "Jessy Lauer",
"author_login": "jeylau",
"committed_at": "2023-01-13T12:28:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b86c82980480dbe6aa79ecde3832c2a9951fca1e",
"body": null,
"is_bot": false,
"headline": "Update poetry.lock",
"author_name": "Jessy Lauer",
"author_login": "jeylau",
"committed_at": "2023-01-13T12:18:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a6db30518dd9cc90960c805fedb112138e615e4",
"body": null,
"is_bot": false,
"headline": "Update poetry.lock",
"author_name": "Jessy Lauer",
"author_login": "jeylau",
"committed_at": "2023-01-12T13:04:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8db98804f6ccaff44fbe3bdd92e3692535bb5136",
"body": null,
"is_bot": false,
"headline": "Add dlclibrary as a poetry dependency",
"author_name": "Jessy Lauer",
"author_login": "jeylau",
"committed_at": "2023-01-12T12:09:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c99e36de1a36f0b7c5c0d9d7fe5882675b7dccea",
"body": null,
"is_bot": false,
"headline": "Update poetry.lock",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2023-01-08T15:19:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c12a1ac4cc4e25bb9ae52eaf59f40885502b850",
"body": null,
"is_bot": false,
"headline": "Update check_install.py",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2023-01-08T15:18:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "894afd7b5fd74bf7b6c6b62b197dd3d4f5bbc22f",
"body": "Bumps [setuptools](https://github.com/pypa/setuptools) from 65.3.0 to 65.5.1.\n- [Release notes](https://github.com/pypa/setuptools/releases)\n- [Changelog](https://github.com/pypa/setuptools/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pypa/setuptools/compare/v65.3.0...v65.5.1)\n\n---\nupdated-dependencies:\n- dependency-name: setuptools\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump setuptools from 65.3.0 to 65.5.1",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-01-08T15:15:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3fe45effcf2e73625e06b36c9fbb0a234006e41",
"body": "Bumps [wheel](https://github.com/pypa/wheel) from 0.37.1 to 0.38.1.\n- [Release notes](https://github.com/pypa/wheel/releases)\n- [Changelog](https://github.com/pypa/wheel/blob/main/docs/news.rst)\n- [Commits](https://github.com/pypa/wheel/compare/0.37.1...0.38.1)\n\n---\nupdated-dependencies:\n- dependency-name: wheel\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump wheel from 0.37.1 to 0.38.1",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-01-08T15:14:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ddc83d66d41b1a3ab979b6827f1711e8a1d698f",
"body": "Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 3.19.4 to 3.19.5.\r\n- [Release notes](https://github.com/protocolbuffers/protobuf/releases)\r\n- [Changelog](https://github.com/protocolbuffers/protobuf/blob/main/generate_changelog.py)\r\n- [Commits](https://github.com/protocolbuffers/pr\n[…]\n\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump protobuf from 3.19.4 to 3.19.5 (#84)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-01-08T15:12:32Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "24bfe552b654495208cc9fbaf077b15f465ab17c",
"body": "Bumps [oauthlib](https://github.com/oauthlib/oauthlib) from 3.2.0 to 3.2.1.\r\n- [Release notes](https://github.com/oauthlib/oauthlib/releases)\r\n- [Changelog](https://github.com/oauthlib/oauthlib/blob/master/CHANGELOG.rst)\r\n- [Commits](https://github.com/oauthlib/oauthlib/compare/v3.2.0...v3.2.1)\r\n\r\n-\n[…]\n\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump oauthlib from 3.2.0 to 3.2.1 (#83)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2023-01-08T15:11:38Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "64e8b70c26e1847e356bd6397864b45bf7a4771f",
"body": null,
"is_bot": false,
"headline": "highlight camera aspects",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2022-07-06T12:14:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "94b6b24bf832eceb9cb62f9d189df851042454b7",
"body": null,
"is_bot": false,
"headline": "update installation bash script",
"author_name": "AlexEMG",
"author_login": "AlexEMG",
"committed_at": "2022-06-21T11:30:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eebcac17db8233cd339177ade4e7172b460adde7",
"body": "Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.8.0 to 2.8.1.\r\n- [Release notes](https://github.com/tensorflow/tensorflow/releases)\r\n- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)\r\n- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.8.0\n[…]\name: tensorflow\r\n dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\n\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Bump tensorflow from 2.8.0 to 2.8.1 (#71)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2022-06-03T07:39:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "afb2a9a400a4a55d35c6dba87abfd4ea82ce75a1",
"body": "Update tflite convertion to be compatible with Tensorflow 2",
"is_bot": false,
"headline": "Update tflite convertion for Tensorflow 2 (#66)",
"author_name": "ramonhollands",
"author_login": "ramonhollands",
"committed_at": "2022-04-22T11:13:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97ce32755269c128887f061c6eca292adddcb025",
"body": "* Bumping old package version minimums and enabling 3.9 and 3.10\r\n\r\n* run tests on all pushes\r\n\r\n* python versions as strings in test workflow\r\nuse setup-pythonv3\r\n\r\n* run tests on pull requests\r\n\r\n* keep to 1.0.2\r\n\r\n* v1.0.2\r\n\r\n* v1.0.2\r\n\r\nCo-authored-by: Mackenzie Mathis <mathis@rowland.harvard.edu>",
"is_bot": false,
"headline": "Bump python & dependency versions (#68)",
"author_name": "Jonny Saunders",
"author_login": "sneakers-the-rat",
"committed_at": "2022-04-22T11:09:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b4deb99dab7a8cfd8faaebf10423a15b233f73c",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2022-03-28T09:54:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fb7a67c5513c98d68dcb1119cf54a63fd58972e",
"body": null,
"is_bot": false,
"headline": "Update CITATION.cff",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2022-03-28T09:50:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ce8e96a80d563e0b55f3a998aafdd10fcc2ec26c",
"body": "* Swapping packaging to Poetry\r\n- main thing is removal of setup.py and requirements.txt, instead we have pyproject.toml and poetry.lock. pyproject is the project description that contains everything that setup.py does (i was careful to keep it as similar as possible to the existing one while also a\n[…]\nplicit paths that seem to be causing people trouble when running it.\r\n\r\n* try catch removing temporary directory because WINDOWS GOD DAMN IT\r\n\r\n* ok 3.6 is EOL anyway and it's causing all the problems",
"is_bot": false,
"headline": "Swap Packaging to Poetry (#60)",
"author_name": "Jonny Saunders",
"author_login": "sneakers-the-rat",
"committed_at": "2022-03-28T09:49:20Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a72968b7010a079f462e46ad90639a63150e93f1",
"body": null,
"is_bot": false,
"headline": "Create LICENSE",
"author_name": "Mackenzie Mathis",
"author_login": "MMathisLab",
"committed_at": "2022-03-28T09:46:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "36e9d08f21558d666632cb19311bed5fee02d480",
"body": null,
"is_bot": false,
"headline": "Create testing.yml",
"author_name": "Alexander Mathis",
"author_login": "AlexEMG",
"committed_at": "2021-11-26T18:46:43Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 8,
"commits_last_year": 56,
"latest_release_at": "2026-02-14T10:55:43Z",
"latest_release_tag": "v1.1.0",
"releases_from_tags": false,
"days_since_last_push": 5,
"active_weeks_last_year": 8,
"days_since_latest_release": 158,
"mean_days_between_releases": 288.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 37,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "deeplabcut-live",
"exists": true,
"license": "GNU Affero General Public License v3 or later (AGPLv3+)",
"keywords": [
"deeplabcut",
"pose-estimation",
"real-time",
"deep-learning",
"License :: OSI Approved :: GNU Affero General Public License v3 or later (AGPLv3+)",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/deeplabcut-live/",
"is_deprecated": false,
"latest_version": "1.1.0",
"repository_url": "https://github.com/DeepLabCut/DeepLabCut-live",
"versions_count": 11,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 637,
"first_published_at": "2020-03-09T19:52:14.400827Z",
"latest_published_at": "2026-02-14T10:56:08.876203Z",
"latest_version_yanked": null,
"days_since_latest_publish": 158
}
]
},
"popularity": {
"forks": 56,
"stars": 240,
"watchers": 16,
"fork_history": {
"days": [
{
"date": "2020-08-08",
"count": 1
},
{
"date": "2020-09-16",
"count": 1
},
{
"date": "2020-11-16",
"count": 1
},
{
"date": "2020-12-28",
"count": 1
},
{
"date": "2021-03-08",
"count": 1
},
{
"date": "2021-03-09",
"count": 1
},
{
"date": "2021-03-12",
"count": 1
},
{
"date": "2021-04-06",
"count": 1
},
{
"date": "2021-05-03",
"count": 1
},
{
"date": "2021-05-08",
"count": 1
},
{
"date": "2021-07-14",
"count": 2
},
{
"date": "2021-07-15",
"count": 1
},
{
"date": "2021-08-04",
"count": 1
},
{
"date": "2021-09-29",
"count": 1
},
{
"date": "2021-10-03",
"count": 1
},
{
"date": "2021-10-18",
"count": 1
},
{
"date": "2021-10-20",
"count": 1
},
{
"date": "2021-12-12",
"count": 1
},
{
"date": "2021-12-15",
"count": 1
},
{
"date": "2022-01-19",
"count": 1
},
{
"date": "2022-03-30",
"count": 1
},
{
"date": "2022-05-16",
"count": 1
},
{
"date": "2022-06-29",
"count": 1
},
{
"date": "2022-08-24",
"count": 1
},
{
"date": "2022-09-01",
"count": 2
},
{
"date": "2022-09-16",
"count": 1
},
{
"date": "2022-09-30",
"count": 1
},
{
"date": "2022-10-11",
"count": 1
},
{
"date": "2022-10-21",
"count": 1
},
{
"date": "2022-11-12",
"count": 1
},
{
"date": "2023-03-10",
"count": 1
},
{
"date": "2023-05-03",
"count": 1
},
{
"date": "2023-05-31",
"count": 1
},
{
"date": "2023-06-09",
"count": 1
},
{
"date": "2023-10-02",
"count": 1
},
{
"date": "2023-10-31",
"count": 1
},
{
"date": "2023-11-30",
"count": 1
},
{
"date": "2023-12-20",
"count": 1
},
{
"date": "2024-02-09",
"count": 1
},
{
"date": "2024-03-14",
"count": 1
},
{
"date": "2024-04-15",
"count": 1
},
{
"date": "2024-05-17",
"count": 1
},
{
"date": "2024-07-12",
"count": 1
},
{
"date": "2024-10-22",
"count": 1
},
{
"date": "2025-01-23",
"count": 1
},
{
"date": "2025-02-03",
"count": 1
},
{
"date": "2025-03-21",
"count": 1
},
{
"date": "2025-11-05",
"count": 1
},
{
"date": "2025-12-04",
"count": 1
},
{
"date": "2025-12-16",
"count": 1
},
{
"date": "2026-05-12",
"count": 1
},
{
"date": "2026-05-18",
"count": 1
},
{
"date": "2026-06-07",
"count": 1
}
],
"complete": true,
"collected": 55,
"total_forks": 56
},
"star_history": null,
"open_issues_and_prs": 5
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 46736,
"source_files_sampled": 94,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 47,
"malicious_count": 0,
"assessed_package": "pypi:deeplabcut-live@1.1.0",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "colorcet",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3"
},
{
"name": "dlclibrary",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.0.6"
},
{
"name": "einops",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.6.1"
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.20,<2"
},
{
"name": "opencv-python-headless",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.5"
},
{
"name": "pandas",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.1,!=1.5"
},
{
"name": "pillow",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=8"
},
{
"name": "pip",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "py-cpuinfo",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=5"
},
{
"name": "ruamel-yaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.17.20"
},
{
"name": "scipy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.9"
},
{
"name": "tables",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.8"
},
{
"name": "tqdm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.62.3"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "colorcet",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "dlclibrary",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "einops",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "opencv-python-headless",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pip",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "py-cpuinfo",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ruamel-yaml",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tables",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 13,
"direct_count": 13,
"indirect_count": 0
}
},
"maintainership": {
"issues": {
"open_prs": 2,
"merged_prs": 64,
"open_issues": 3,
"closed_ratio": 0.959,
"closed_issues": 70,
"closed_unmerged_prs": 32
},
"bus_factor": 3,
"bot_contributors": 2,
"top_contributors": [
{
"type": "User",
"login": "MMathisLab",
"commits": 44,
"avatar_url": "https://avatars.githubusercontent.com/u/28102185?v=4"
},
{
"type": "User",
"login": "AlexEMG",
"commits": 44,
"avatar_url": "https://avatars.githubusercontent.com/u/20850270?v=4"
},
{
"type": "User",
"login": "C-Achard",
"commits": 31,
"avatar_url": "https://avatars.githubusercontent.com/u/94955160?v=4"
},
{
"type": "User",
"login": "gkane26",
"commits": 23,
"avatar_url": "https://avatars.githubusercontent.com/u/15914777?v=4"
},
{
"type": "User",
"login": "deruyter92",
"commits": 16,
"avatar_url": "https://avatars.githubusercontent.com/u/32810691?v=4"
},
{
"type": "User",
"login": "jeylau",
"commits": 7,
"avatar_url": "https://avatars.githubusercontent.com/u/30733203?v=4"
},
{
"type": "User",
"login": "sneakers-the-rat",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/12961499?v=4"
},
{
"type": "User",
"login": "n-poulsen",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/45132115?v=4"
},
{
"type": "User",
"login": "Feri73",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/8180783?v=4"
},
{
"type": "User",
"login": "stes",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/727984?v=4"
}
],
"contributors_sampled": 15,
"top_contributor_share": 0.246
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"format.yml",
"python-package.yml",
"testing.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "11 out of 11 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": 8,
"reason": "Found 9/11 approved changesets -- score normalized to 8",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 11 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 9,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 0,
"reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "e61f726731825993933b0cd43e27ce019741a618",
"ran_at": "2026-07-23T03:24:17Z",
"aggregate_score": 5.4,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-04-13T10:36:01Z",
"oldest_open_prs": [
{
"number": 164,
"created_at": "2026-02-18T15:55:25Z",
"last_comment_at": "2026-04-13T10:49:01Z",
"last_comment_author": "MMathisLab"
},
{
"number": 174,
"created_at": "2026-07-17T10:11:47Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-04-13T10:29:54Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 78,
"created_at": "2022-07-23T23:02:45Z",
"last_comment_at": "2026-02-11T12:30:27Z",
"last_comment_author": "C-Achard"
},
{
"number": 130,
"created_at": "2025-08-02T09:41:10Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 137,
"created_at": "2025-12-04T17:05:59Z",
"last_comment_at": "2026-01-30T08:43:25Z",
"last_comment_author": "deruyter92"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/DeepLabCut/DeepLabCut-live",
"host": "github.com",
"name": "DeepLabCut-live",
"owner": "DeepLabCut"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"security": 63,
"vitality": 64,
"community": 51,
"governance": 81,
"engineering": 96
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 64,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"commits_last_year": 56,
"human_commit_share": 0.91,
"days_since_last_push": 5,
"active_weeks_last_year": 8
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 5 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 5
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "8/52 weeks with commits",
"points": 5.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 8
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "56 commits in the last year",
"points": 15.8,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 56
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"releases_count": 8,
"latest_release_tag": "v1.1.0",
"releases_from_tags": false,
"days_since_latest_release": 158,
"mean_days_between_releases": 288.4
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "8 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 8
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 158 days ago",
"points": 27,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 158
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~288.4 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 288.4
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 100,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 100 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 100
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 51,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"forks": 56,
"stars": 240,
"watchers": 16,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "240 stars",
"points": 38.6,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 240
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "56 forks",
"points": 14.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 56
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "16 watchers",
"points": 6.5,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 16
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "at_risk",
"name": "Community health",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 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
}
]
},
{
"key": "ecosystem_adoption",
"band": "at_risk",
"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": 47,
"inputs": {
"packages": [
"deeplabcut-live"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 637
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "637 downloads/month across pypi",
"points": 37.4,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 637,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 81,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 76,
"inputs": {
"bus_factor": 3,
"contributors_sampled": 15,
"top_contributor_share": 0.246
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 3
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 25% of commits",
"points": 17,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 25
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "15 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 15
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 11 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"merged_prs": 64,
"open_issues": 3,
"closed_issues": 70,
"issue_closed_ratio": 0.959,
"closed_unmerged_prs": 32
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "96% of issues closed",
"points": 44.8,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 96
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "64/96 decided PRs merged",
"points": 25.5,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 64,
"decided": 96
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 9/11 approved changesets -- score normalized to 8",
"points": 12,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 71,
"inputs": {
"followers": 461,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "DeepLabCut",
"public_repos": 21,
"account_age_days": 2382
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "461 followers of DeepLabCut",
"points": 19.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 461,
"login": "DeepLabCut"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "21 public repos, account ~6 yr old",
"points": 21.8,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 21
}
},
{
"code": "account_age_years",
"params": {
"years": 6
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"deeplabcut-live"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 158
},
"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 158 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 158
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "11 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 11
}
}
],
"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": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"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": "11 out of 11 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": [
"deeplabcut",
"pose-estimation",
"real-time",
"optogenetics",
"tracking-algorithm"
],
"has_wiki": true,
"homepage": "https://elifesciences.org/articles/61909",
"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://elifesciences.org/articles/61909",
"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": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"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": 63,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 54,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 5.4
},
"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": "11 out of 11 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": "Found 9/11 approved changesets -- score normalized to 8",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 11 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:deeplabcut-live@1.1.0 runtime dependency closure — what installing the published package pulls in — 47 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:deeplabcut-live@1.1.0",
"assessed": 47
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 47,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 47,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 15
},
"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": 41,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 26,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.484,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "44 of 91 human commits state their intent (structured subject or explanatory body)",
"points": 25.8,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 44,
"sampled": 91
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 47,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.03,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.09
},
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "3 of the last 100 commits agent-authored or agent-credited",
"points": 6,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "9 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 9,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 46736,
"source_files_sampled": 94,
"oversized_source_files": 0
},
"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": "0/94 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 94,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-23T03:24:38.577960Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/DeepLabCut/DeepLabCut-live.svg",
"full_name": "DeepLabCut/DeepLabCut-live",
"license_state": "custom",
"license_spdx": null
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.